From 76dc1de8dba0d2a14cca9d1e74655a56b8aa95d7 Mon Sep 17 00:00:00 2001 From: Kshiitij Date: Wed, 11 Jun 2025 13:48:53 +0530 Subject: [PATCH] Added codes, datasets and Jupyter notebooks directory. --- Codes/Code-A1 (Data Wrangling-1).md | 92 ++ Codes/Code-A10 (Data Visualization-3).md | 111 ++ Codes/Code-A2 (Data Wrangling-2).md | 176 +++ Codes/Code-A3 (Descriptive Statistics).md | 160 +++ Codes/Code-A4 (Data Analytics-1).md | 107 ++ Codes/Code-A5 (Data Analytics-2).md | 126 +++ Codes/Code-A6 (Data Analytics-3).md | 101 ++ Codes/Code-A7 (Text Analytics).md | 135 +++ Codes/Code-A8 (Data Visualization-1).md | 84 ++ Codes/Code-A9 (Data Visualization-2).md | 95 ++ .../Hadoop Setup.md | 198 ++++ Codes/Code-B1 (Hadoop Word Count)/Steps.md | 130 +++ .../Code-B1 (Hadoop Word Count)/WordCount.jar | Bin 0 -> 3133 bytes .../WordCount.java | 72 ++ .../hadoop java program steps.pdf | Bin 0 -> 61234 bytes .../Code-B4 (Apache Scala) - Alternatives.md | 117 ++ Codes/Code-B4 (Apache Scala).md | 72 ++ Datasets/Assignment-A1-Survey.csv | 727 ++++++++++++ .../Assignment-A2-StudentsPerformance.csv | 1001 +++++++++++++++++ Datasets/Assignment-A4-BostonHousing.csv | 507 +++++++++ Datasets/Assignment-A5-Social_Network_Ads.csv | 401 +++++++ Datasets/iris.csv | 151 +++ .../Notebook-A1 (Data Wrangling-1).ipynb | 571 ++++++++++ .../Notebook-A10 (Data Visualization-3).ipynb | 398 +++++++ .../Notebook-A2 (Data Wrangling-2).ipynb | 983 ++++++++++++++++ ...Notebook-A3 (Descriptive Statistics).ipynb | 379 +++++++ .../Notebook-A4 (Data Analytics-1).ipynb | 265 +++++ .../Notebook-A5 (Data Analytics-2).ipynb | 300 +++++ .../Notebook-A6 (Data Analytics-3).ipynb | 261 +++++ Notebooks/Notebook-A7 (Text Analytics).ipynb | 308 +++++ .../Notebook-A8 (Data Visualization-1).ipynb | 513 +++++++++ .../Notebook-A9 (Data Visualization-2).ipynb | 389 +++++++ 32 files changed, 8930 insertions(+) create mode 100644 Codes/Code-A1 (Data Wrangling-1).md create mode 100644 Codes/Code-A10 (Data Visualization-3).md create mode 100644 Codes/Code-A2 (Data Wrangling-2).md create mode 100644 Codes/Code-A3 (Descriptive Statistics).md create mode 100644 Codes/Code-A4 (Data Analytics-1).md create mode 100644 Codes/Code-A5 (Data Analytics-2).md create mode 100644 Codes/Code-A6 (Data Analytics-3).md create mode 100644 Codes/Code-A7 (Text Analytics).md create mode 100644 Codes/Code-A8 (Data Visualization-1).md create mode 100644 Codes/Code-A9 (Data Visualization-2).md create mode 100755 Codes/Code-B1 (Hadoop Word Count)/Hadoop Setup.md create mode 100644 Codes/Code-B1 (Hadoop Word Count)/Steps.md create mode 100755 Codes/Code-B1 (Hadoop Word Count)/WordCount.jar create mode 100644 Codes/Code-B1 (Hadoop Word Count)/WordCount.java create mode 100644 Codes/Code-B1 (Hadoop Word Count)/hadoop java program steps.pdf create mode 100644 Codes/Code-B4 (Apache Scala) - Alternatives.md create mode 100644 Codes/Code-B4 (Apache Scala).md create mode 100644 Datasets/Assignment-A1-Survey.csv create mode 100644 Datasets/Assignment-A2-StudentsPerformance.csv create mode 100644 Datasets/Assignment-A4-BostonHousing.csv create mode 100644 Datasets/Assignment-A5-Social_Network_Ads.csv create mode 100644 Datasets/iris.csv create mode 100644 Notebooks/Notebook-A1 (Data Wrangling-1).ipynb create mode 100644 Notebooks/Notebook-A10 (Data Visualization-3).ipynb create mode 100644 Notebooks/Notebook-A2 (Data Wrangling-2).ipynb create mode 100644 Notebooks/Notebook-A3 (Descriptive Statistics).ipynb create mode 100644 Notebooks/Notebook-A4 (Data Analytics-1).ipynb create mode 100755 Notebooks/Notebook-A5 (Data Analytics-2).ipynb create mode 100644 Notebooks/Notebook-A6 (Data Analytics-3).ipynb create mode 100644 Notebooks/Notebook-A7 (Text Analytics).ipynb create mode 100644 Notebooks/Notebook-A8 (Data Visualization-1).ipynb create mode 100644 Notebooks/Notebook-A9 (Data Visualization-2).ipynb diff --git a/Codes/Code-A1 (Data Wrangling-1).md b/Codes/Code-A1 (Data Wrangling-1).md new file mode 100644 index 0000000..cf10aab --- /dev/null +++ b/Codes/Code-A1 (Data Wrangling-1).md @@ -0,0 +1,92 @@ +# A1 - Data Wrangling-1 + +✅ Tested and working as intended. + +--- + +## Pre-requisites + +- Install required libraries: `pandas` & `numpy` + +```shell +pip install pandas numpy +``` + +- Save the dataset [iris.csv](https://git.kska.io/sppu-te-comp-content/DataScienceAndBigDataAnalytics/src/branch/main/Datasets/iris.csv) in the same directory as this Jupyter notebook. + +--- + +## Code blocks + +1. Import libraries: + +```python3 +import pandas as pd +import numpy as np +``` + +2. Load the dataset from a CSV file into a pandas DataFrame: + +```python3 +df=pd.read_csv('iris.csv') +df.describe() # Print description of DataFrame +``` + +3. Print first and last 5 values: + +```python3 +print("First 5 values:\n", df.head()) +print ("Last 5 values:\n", df.tail()) +``` + +4. Print duplicated values: + +```python3 +df.duplicated() +``` + +5. Print null values true/false: + +```python3 +df.isnull() +``` + +6. Print summary of DataFrame: + +```python3 +df.info() +``` + +7. Print shape, i.e. rows + columns: + +```python3 +df.shape +``` + +8. Print null (true/false) values in `sepal.length` column: + +```python3 +df["sepal.length"].isnull() +``` + +9. Delete/Drop `petal.length` column: + +```python3 +y = df.drop(["petal.length"], axis=1) # axis=1 column. For row, axis=0 +print(y) +``` + +10. In `variety` column, replace `Setosa` with `0` and `Virginica` with `1`: + +```python3 +df['variety'].replace(['Setosa', 'Virginica'], [0,1], inplace=True) +print(df) +``` + +11. Print sum of NULL values in each column: + +```python3 +df.isnull().sum() +``` + +--- diff --git a/Codes/Code-A10 (Data Visualization-3).md b/Codes/Code-A10 (Data Visualization-3).md new file mode 100644 index 0000000..0acceca --- /dev/null +++ b/Codes/Code-A10 (Data Visualization-3).md @@ -0,0 +1,111 @@ +# A10 - Data Visualization-3 + +✅ Tested and working as intended. + +--- + +## Pre-requisites + +- Install required libraries: `pandas`, `seaborn` & `matplotlib` + +```shell +pip install pandas matplotlib seaborn +``` + +--- + +1. Import libraries: + +```python3 +import pandas as pd +import matplotlib.pyplot as plt +import seaborn as sns +``` + +2. Load dataset into Pandas DataFrame: + +```python3 +df = pd.read_csv('iris.csv') +df.head() +``` + +3. Features & their datatypes: + +```python3 +print("Feature and their types:") +df.dtypes +``` + +4. Histogram for each numerical feature: + +```python3 +plt.figure(figsize=(12, 6)) + +for i, column in enumerate(df.columns[:-1]): # Exclude 'species' column + plt.subplot(2, 2, i + 1) + + ax = plt.hist(df[column], edgecolor="black") + plt.gca().bar_label(plt.gca().containers[0], fmt='%d') # Add count labels + plt.title(f"Histogram of {column}") + plt.xlabel(column) + plt.ylabel("Frequency") + +plt.tight_layout() +plt.show() +``` + +5. Boxplot (for identifying outliers in this case): + +```python3 +plt.figure(figsize=(12, 6)) +for i, column in enumerate(df.columns[:-1]): # Exclude 'species' column + ax = plt.subplot(2, 2, i + 1) + # Create boxplot and store it in a container + box_container = sns.boxplot(x=df[column], ax=ax, color='salmon') + plt.title(f"Boxplot of {column}") + +plt.tight_layout() +plt.show() +``` + +6. Detecting outliers: + +```python3 +for column in df.columns[:-1]: # Exclude 'species' column + Q1 = df[column].quantile(0.25) + Q3 = df[column].quantile(0.75) + + IQR = Q3 - Q1 + + lower_bound = Q1 - 1.5 * IQR + upper_bound = Q3 + 1.5 * IQR + + outliers = df[(df[column] < lower_bound) | (df[column] > upper_bound)][column] + + print(f"\nFeature: {column}") + print(f" Mean: {df[column].mean():.2f}, Median: {df[column].median():.2f}, Std Dev: {df[column].std():.2f}") + print(f" Outliers Detected: {'Yes' if not outliers.empty else 'No'}","\n " f"Outlier Values: {outliers.tolist()}" if not outliers.empty else "") + print("-" * 40) +``` + +7. Violin plot: + +```python3 +plt.figure(figsize=(12, 8)) +for i, column in enumerate(df.columns[:-1]): # Exclude 'species' column + plt.subplot(2, 2, i + 1) + sns.violinplot(x=df["variety"], y=df[column], palette="Set2", hue=df['variety']) + plt.title(f"Violin Plot of {column} by variety") + +plt.tight_layout() +plt.show() +``` + +--- + +## References + +- [Dataset source-1](https://archive.ics.uci.edu/ml/machine-learning-databases/iris/iris.data) *(not exactly, but yes, kinda)* +- [Dataset source-2](https://archive.ics.uci.edu/dataset/53/iris) *(not exactly, but yes, kinda)* + +--- \ No newline at end of file diff --git a/Codes/Code-A2 (Data Wrangling-2).md b/Codes/Code-A2 (Data Wrangling-2).md new file mode 100644 index 0000000..c902c7b --- /dev/null +++ b/Codes/Code-A2 (Data Wrangling-2).md @@ -0,0 +1,176 @@ +# A2 - Data Wrangling-2 + +✅ Tested and working as intended. + +--- + +## Pre-requisites + +- Install required libraries: `pandas` & `numpy` + +```shell +pip install pandas numpy +``` + +- Dataset generated, not imported. + +--- + +## Code blocks + +1. Import libraries: + +```python3 +import pandas as pd +# import pandas as shriniwas +import numpy as np +``` + +2. Generate random data: + +```python3 +# Generate data +np.random.seed(50) #for consistency + +data = { + 'Student_id': range(1, 51), + 'Name': ['Student_' + str(i) for i in range(1, 51)], + 'Age': np.random.randint(18, 25, size=50), + 'Gender': np.random.choice(['Male', 'Female'], size=50), + 'Scores': [np.random.randint(50, 100, size=3).tolist() for _ in range(50)], + 'Attendance': np.random.randint(20,100,size=50), + 'Grade': np.random.choice(['A', 'B', 'C', 'D', 'F'], size=50) +} +``` + +> [!NOTE] +> If you wish to enter data manually, here's an example of how to do so: + +```python3 +data = { + 'Student_id': [1,2,3,4,5,6,7,8,9,10], + 'Name': ['Ayan', 'Priya', 'Sahil', 'Riya', 'Kunal', 'Tanya', 'Rahul', 'Anjali', 'Raj', 'Neha'], + 'Age': [18, 20, 21, 22, 25, 18, 18, 19, 23, 24], + 'Gender': ['Female', 'Male', 'Female', 'Female', 'Male', 'Male', 'Female', 'Male', 'Male', 'Female'], + 'Scores': [[64, 54, 72], [93, 69, 82], [87, 90, 80], [94, 93, 85], [88, 77, 78], [81, 90, 65], [55, 97, 54], [54, 68, 97], [92, 67, 76], + [58, 96, 61]], + 'Attendance': [92, 95, 85, 88, 96, 80, 97, 78, 93, 89], + 'Grade': ['B', 'C', 'F', 'C', 'F', 'D', 'D', 'C', 'C', 'A'] +} +``` + +3. Import data into DataFrame: + +```python3 +df = pd.DataFrame(data) +df.head() # Print first 5 rows +``` + +4. Assign grades: + +```python3 +def assign_grade(scores): + avg_score = np.mean(scores) + + if avg_score > 90: + return 'A' + elif avg_score > 80: + return 'B' + elif avg_score > 70: + return 'C' + elif avg_score > 60: + return 'D' + else: + return 'F' + +df['Grade'] = df['Scores'].apply(assign_grade) +``` + +5. Introduce missing + invalid values and inconsistencies: + +```python3 +df = pd.DataFrame(data) +df.loc[8, 'Age'] = np.nan +df.loc[29, 'Age'] = np.nan +df.loc[35, 'Age'] = np.nan +df.loc[11, 'Scores'] = None +df.loc[19, 'Scores'] = None +df.loc[9, 'Attendance'] = 105 # invalid percentage +df.loc[15, 'Grade'] = 'Z' # invalid grade +df.head(20) # Print first 20 rows +``` + +6. Locating & printing missing/invalid values: + +```python3 +missing_values = df.isnull().sum() #check missing values +invalid_attendance = df[(df['Attendance'] < 0) | (df['Attendance'] > 100)] +invalid_grades = df[~df['Grade'].isin(['A', 'B', 'C', 'D', 'F'])] + +print("Missing values:\n", missing_values) +print("Invalid attendance:\n", invalid_attendance) +print("Invalid grades:\n", invalid_grades) +``` + +7. Handling missing/invalid values: + +```python3 +df['Age'] = df['Age'].fillna(df['Age'].median()) #fill by median +df['Attendance'] = df['Attendance'].apply(lambda x: 100 if x > 100 else (0 if x < 0 else x)) + +def handle_invalid_scores(scores): + if scores is None: + return [0, 0, 0] + + return [max(0, min(100, score)) for score in scores] + +df['Scores'] = df['Scores'].apply(handle_invalid_scores) +df['Grade'] = df['Scores'].apply(assign_grade) +df['Grade'] = df['Grade'].apply(lambda x: x if x in ['A', 'B', 'C', 'D', 'F'] else 'F') +df.head(20) # Print first 20 rows +``` + +8. Adding outiers: + +```python3 +df.loc[5, 'Age'] = 35 +df.loc[5, 'Age'] = 50 +df.loc[5, 'Age'] = 65 +df.loc[10, 'Attendance'] = 200 +df.loc[12, 'Attendance'] = 175 +df.loc[12, 'Attendance'] = 166 + +print("DataFrame with Outliers:") +print(df.iloc[5:20]) +``` + +9. Handling outliers: + +```python3 +def handle_outliers_iqr(df, column): + Q1 = df[column].quantile(0.25) + Q3 = df[column].quantile(0.75) + + IQR = Q3 - Q1 + + lower_bound = Q1 - 1.5 * IQR + upper_bound = Q3 + 1.5 * IQR + + df[column] = df[column].apply(lambda x: upper_bound if x > upper_bound else (lower_bound if x < lower_bound else x)) + +handle_outliers_iqr(df, 'Age') +handle_outliers_iqr(df, 'Attendance') + +print(df.iloc[5:20]) +``` + +10. Data transformation using min-max scaling: + +```python3 +df['Scaled_Attendance'] = (df['Attendance'] - df['Attendance'].min()) / (df['Attendance'].max() - df['Attendance'].min()) + +print("DataFrame with Min-Max Scaling on 'Attendance':") +print(df[['Attendance', 'Scaled_Attendance']].head(20)) +``` + +--- diff --git a/Codes/Code-A3 (Descriptive Statistics).md b/Codes/Code-A3 (Descriptive Statistics).md new file mode 100644 index 0000000..b7514ae --- /dev/null +++ b/Codes/Code-A3 (Descriptive Statistics).md @@ -0,0 +1,160 @@ +# A3 - Descriptive Statistics + +✅ Tested and working as intended. + +--- + +## Pre-requisites + +- Install required libraries: `pandas` + +```shell +pip install pandas +``` + +--- + +## Code blocks + +### Problem Statement - Part 1 (data.csv) + +1. Import library + +```python3 +import pandas as pd +``` + +2. Generate data and load into DataFrame: + +```python3 +# Generate data +data = { + 'age': [25, 30, 22, 40, 55, 60, 33, 28, 45, 50], + 'income': [50000, 60000, 45000, 70000, 80000, 90000, 65000, 62000, 75000, 85000], + 'age_group': ['20-30', '30-40', '20-30', '40-50', '50-60', '50-60', '30-40', '20-30', '40-50', '50-60'] +} + +# Define data in DataFrame +df = pd.DataFrame(data) +``` + +3. Group data by `age_group`, compute statistics for `income` + print: + +```python3 +# Group the data by age_group and compute summary statistics for 'income' +summary_stats = df.groupby('age_group')['income'].describe() + +# Print summary +print(summary_stats) +``` + +4. Group the data by `age_group`; Select `income` column for each of the groups created; Calculate median for `income`: + +```python3 +# Group the data by age_group; Select income column for each of the groups created; Calculate median for income +median_income = df.groupby('age_group')['income'].median() + +# Print dat median +print("Median Income by Age Group:") +print(median_income) +``` + +5. Print column names: + +```python3 +print("Column Names:", df.columns) +``` + +6. Modified dataset with repeated values; define in DataFrame: + +```python3 +# Modified dataset with repeated values +data = { + 'age': [25, 30, 25, 40, 55, 60, 33, 28, 45, 50, 25, 30, 28, 30, 25], + 'income': [50000, 60000, 50000, 70000, 80000, 90000, 65000, 62000, 75000, 85000, 50000, 60000, 62000, 70000, 75000], + 'age_group': ['20-30', '30-40', '20-30', '40-50', '50-60', '50-60', '30-40', '20-30', '40-50', '50-60', '20-30', '30-40', '20-30', '30-40', '20-30'] +} + +# Define data in DataFrame +df = pd.DataFrame(data) +``` + +7. Calculate mode: + +```python3 +# Calculate the mode for each column +mode_age = df['age'].mode() +mode_income = df['income'].mode() +print(f"Mode of Age: {mode_age.values}") +print(f"Mode of Income: {mode_income.values}") +``` + +--- + +### Problem Statement - Part 2 (iris.csv) + +- Save the dataset [iris.csv](https://git.kska.io/sppu-te-comp-content/DataScienceAndBigDataAnalytics/src/branch/main/Datasets/iris.csv) in the same directory as this Jupyter notebook. + +1. Load dataset and print first 5 rows: + +```python3 +# Load iris.csv in the DataFrame +df = pd.read_csv('iris.csv') + +print(df.head()) # Print first 5 columns +``` + +2. Group data; Compute percentiles; Display: + +```python3 +# Group the data by species and display summary statistics +summary_stats_species = df.groupby('variety').describe() + +# Compute specific percentiles and statistics +percentiles = df.groupby('variety').quantile([0.25, 0.5, 0.75]) + +# Display summary statistics and percentiles +summary_stats_species = df.groupby('variety').describe() + +print("\nPercentiles by Species:") +print(percentiles) +``` + +3. Group the data by variety; Select sepal.width column for each of the groups created; Display summary statistics: + +```python3 +# Group the data by variety; Select sepal.width column for each of the groups created; Display summary statistics +summary_stats_species = df.groupby('variety')['sepal.width'].describe() + +print("\nSummary Statistics by Species for Sepal Width:") +print(summary_stats_species) +``` + +4. Group by variety and compute the median for numeric columns: + +```python3 +# Group by variety and compute the median for numeric columns +median_values = df.groupby('variety').median() + +print("Median Values by Species:") +print(median_values) +``` + +5. Group the data by variety; Select sepal.width column for each of the groups created; Display median: + +```python3 +# Group the data by variety; Select sepal.width column for each of the groups created; Display median +median_sepal_length = df.groupby('variety')['sepal.length'].median() +print("Median Sepal Length by Species:") +print(median_sepal_length) +``` + +6. Calculate & print mode for sepal.width: + +```python3 +# Calculate & print mode for sepal.width +mode_width = df['sepal.width'].mode() +print(f"Mode of Width: {mode_width.values}") +``` + +--- diff --git a/Codes/Code-A4 (Data Analytics-1).md b/Codes/Code-A4 (Data Analytics-1).md new file mode 100644 index 0000000..5b10a17 --- /dev/null +++ b/Codes/Code-A4 (Data Analytics-1).md @@ -0,0 +1,107 @@ +# A4 - Data Analytics-1 + +✅ Tested and working as intended. + +--- + +## Pre-requisites + +- Install required libraries: `pandas`, `numpy`, `seaborn`, `matplotlib` & `scikit-learn` + +```shell +pip install pandas numpy seaborn matplotlib +pip install -U scikit-learn +``` + +- Save the dataset [Assignment-A3-BostonHousing.csv](https://git.kska.io/sppu-te-comp-content/DataScienceAndBigDataAnalytics/src/branch/main/Datasets/Assignment-A3-BostonHousing.csv) in the same directory as this Jupyter notebook. + +--- + +## Code blocks + +1. Import libraries: + +```python3 +import pandas as pd +import numpy as np +import seaborn as sns +import matplotlib.pyplot as plt +from sklearn.model_selection import train_test_split +from sklearn.linear_model import LinearRegression +from sklearn.metrics import mean_squared_error, r2_score +``` + +> [!TIP] +> Hit `Tab` key while typing library names (or anything else) to activate auto-complete in Jupyter notebook. + +2. Load the dataset from a CSV file into a pandas DataFrame: + +```python3 +df= pd.read_csv("Assignment-A3-BostonHousing.csv") +df.head() # Prints first 5 rows +``` + +3. Printing information about the DataFrame: + +```python3 +print("Columns:\n", df.columns) +print("Info:\n", df.info()) +print("Description:\n", df.describe()) +``` + +4. Check for missing values: + +```python3 +print(df.isnull().sum()) +``` + +5. Correlation matrix: + +```python3 +plt.figure(figsize=(12, 10)) +sns.heatmap(df.corr(), annot=True, cmap='coolwarm') +plt.title("Correlation Matrix") +plt.show() +``` + +6. Splitting training and testing data: + +```python3 +X = df.drop('medv', axis=1) # Deleted/Dropped "medv" (median value) column from dataset +y = df['medv'] # Target (Median value of owner-occupied homes) +X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42) # Split data into 80% training and 20% testing +# X is independent variable; y is dependent variable +``` + +7. Linear regression and evaulation: + +```python3 +lr = LinearRegression() # Create linear regression model object "lr" +lr.fit(X_train, y_train) # Train linear regression model using "X_train" and "y_train" +y_pred = lr.predict(X_test) # Make prediction on test case (X_train); predicated value stored in variable (y_pred) + +# Evaluation +print("Mean Squared Error (MSE):", mean_squared_error(y_test, y_pred)) +print("R-squared (R²):", r2_score(y_test, y_pred)) +``` + +8. Plotting graph: + +```python3 +plt.figure(figsize=(6,6)) +plt.scatter(y_test, y_pred, color='blue') +plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red') +plt.xlabel('Actual Prices') +plt.ylabel('Predicted Prices') +plt.title('Actual vs Predicted Prices') +plt.grid(True) +plt.show() +``` + +--- + +## References + +1. [Dataset source](https://www.kaggle.com/c/boston-housing) + +--- diff --git a/Codes/Code-A5 (Data Analytics-2).md b/Codes/Code-A5 (Data Analytics-2).md new file mode 100644 index 0000000..c1a8763 --- /dev/null +++ b/Codes/Code-A5 (Data Analytics-2).md @@ -0,0 +1,126 @@ +# A5 - Data Analytics-2 + +✅ Tested and working as intended. + +--- + +## Pre-requisites + +- Install required libraries: `pandas`, `numpy`, `matplotlib`, `seaborn` & `scikit-learn` + +```shell +pip install pandas numpy matplotlib seaborn +pip install -U scikit-learn +``` + +- Save the dataset [Assignment-A5-Social_Network_Ads.csv](https://git.kska.io/sppu-te-comp-content/DataScienceAndBigDataAnalytics/src/branch/main/Datasets/Assignment-A5-Social_Network_Ads.csv) in the same directory as this Jupyter notebook. + +--- + +## Code blocks + +1. Import libraries: + +```python3 +import pandas as pd +import numpy as np +import matplotlib.pyplot as plt +import seaborn as sns +from sklearn.model_selection import train_test_split +from sklearn.preprocessing import StandardScaler +from sklearn.linear_model import LogisticRegression +from sklearn.metrics import confusion_matrix, accuracy_score, precision_score, recall_score +``` + +> [!TIP] +> Hit `Tab` key while typing library names (or anything else) to activate auto-complete in Jupyter notebook. + +2. Load the dataset from a CSV file into a pandas DataFrame: + +```python3 +df= pd.read_csv("Assignment-A5-Social_Network_Ads.csv") +df.head() # Print first 5 rows +``` + +3. Print column names of the DataFrame: + +```python3 +df.columns +``` + +4. Convert `Gender` to numeric; Splot data (25%, 75%): + +```python3 +# Convert Gender to numeric +df['Gender'] = df['Gender'].map({'Male': 0, 'Female': 1}) + +# Features and Target +X = df[['Gender', 'Age', 'EstimatedSalary']] +y = df['Purchased'] + +# Split the data +X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25, random_state=42) +``` + +5. Feature scaling: + +```python3 +sc = StandardScaler() +X_train = sc.fit_transform(X_train) +X_test = sc.transform(X_test) +``` + +6. Train model and make predictions: + +```python3 +# Train the model +classifier = LogisticRegression() +classifier.fit(X_train, y_train) +# Make predictions +y_pred = classifier.predict(X_test) +``` + +7. Evaluate the model: + +```python3 +# Confusion Matrix +cm = confusion_matrix(y_test, y_pred) +print("Confusion Matrix:\n", cm) + +# Extract values +TN, FP, FN, TP = cm.ravel() + +# Metrics +accuracy = accuracy_score(y_test, y_pred) +error_rate = 1 - accuracy +precision = precision_score(y_test, y_pred) +recall = recall_score(y_test, y_pred) + +print(f"True Positives (TP): {TP}") +print(f"False Positives (FP): {FP}") +print(f"True Negatives (TN): {TN}") +print(f"False Negatives (FN): {FN}") +print(f"Accuracy: {accuracy:.2f}") +print(f"Error Rate: {error_rate:.2f}") +print(f"Precision: {precision:.2f}") +print(f"Recall: {recall:.2f}") +``` + +8. Visualize: + +```python3 +sns.heatmap(cm, annot=True, fmt='d', cmap='Blues') +plt.xlabel("Predicted") +plt.ylabel("Actual") +plt.title("Confusion Matrix") +plt.show() +``` + +--- + +## References + +1. [Jupyter notebook](https://github.com/ganimtron-10/SPPU-2019-TE-DSBDA-Lab/blob/master/Group-A/Q5.ipynb) ❌❌❌ (not referring anymore) +2. [Dataset source](https://www.kaggle.com/datasets/akram24/social-network-ads) + +--- diff --git a/Codes/Code-A6 (Data Analytics-3).md b/Codes/Code-A6 (Data Analytics-3).md new file mode 100644 index 0000000..32df9de --- /dev/null +++ b/Codes/Code-A6 (Data Analytics-3).md @@ -0,0 +1,101 @@ +# A6 - Data Analytics-3 + +✅ Tested and working as intended. + +--- + +## Pre-requisites + +- Install required libraries: `pandas`, `numpy`, `matplotlib`, `seaborn` & `scikit-learn` + +```shell +pip install pandas numpy matplotlib seaborn +pip install -U scikit-learn +``` + +- Save the dataset [iris.csv](https://git.kska.io/sppu-te-comp-content/DataScienceAndBigDataAnalytics/src/branch/main/Datasets/iris.csv) in the same directory as this Jupyter notebook. + +--- + +## Code blocks + +1. Import libraries: + +```python3 +import pandas as pd +import numpy as np +import seaborn as sns +import matplotlib.pyplot as plt +from sklearn.model_selection import train_test_split +from sklearn.preprocessing import StandardScaler +from sklearn.naive_bayes import GaussianNB +from sklearn.metrics import confusion_matrix, accuracy_score, precision_score, recall_score +``` + +2. Load the dataset from a CSV file into a Pandas DataFrame: + +```python3 +df = pd.read_csv("iris.csv") +df.head() +``` + +3. Set independent & dependent variables; Train, test, split: + +```python3 +# Set independent and dependent variables +X = df.drop('variety', axis=1) # Independent variable +y = df['variety'] # Dependent variable + +# train test split +X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42) +``` + +4. Scale features: + +```python3 +scaler = StandardScaler() +X_train_scaled = scaler.fit_transform(X_train) +X_test_scaled = scaler.transform(X_test) +``` + +5. Train Naive Bayes model: + +```python3 +# Train Naive Bayes model +model = GaussianNB() +model.fit(X_train_scaled, y_train) + +# Predict +y_pred = model.predict(X_test_scaled) +``` + +6. Evaulate the model; Plot Confusion Matrix: + +```python3 +# Evaluate the model +cm = confusion_matrix(y_test, y_pred, labels=model.classes_) +cm_df = pd.DataFrame(cm, index=model.classes_, columns=model.classes_) + +# Plot Confusion Matrix +sns.heatmap(cm_df, annot=True, cmap='Blues', fmt='d') +plt.title('Confusion Matrix') +plt.xlabel('Predicted') +plt.ylabel('Actual') +plt.show() +``` + +7. Set variables for accuracy, precision, recall & error rate + print em: + +```python3 +accuracy = accuracy_score(y_test, y_pred) +precision = precision_score(y_test, y_pred, average='macro') +recall = recall_score(y_test, y_pred, average='macro') +error_rate = 1 - accuracy + +print(f"Accuracy: {accuracy:.2f}") +print(f"Error Rate: {error_rate:.2f}") +print(f"Precision (Macro): {precision:.2f}") +print(f"Recall (Macro): {recall:.2f}") +``` + +--- \ No newline at end of file diff --git a/Codes/Code-A7 (Text Analytics).md b/Codes/Code-A7 (Text Analytics).md new file mode 100644 index 0000000..e5acab7 --- /dev/null +++ b/Codes/Code-A7 (Text Analytics).md @@ -0,0 +1,135 @@ +# A7 - Text Analytics + +✅ Tested and working as intended. + +--- + +## Pre-requisites + +- Install required libraries: `nltk` + +```shell +pip install nltk +``` + +--- + +1. Import libraries: + +```python3 +import nltk +from nltk.tokenize import * +from nltk.corpus import * +from nltk.stem import * +import re +``` + +2. Download resources: + +```python3 +nltk.download('all') # WARNING: ABOUT 2GBs +``` + +> OR IF YOU'RE FEELING FANCY YOU CAN DOWNLOAD ONLY SPECIFIC RESOURCES: +```python3 +nltk.download('punkt') # For splitting text into sentences or words +nltk.download('stopwords') # Common stop words +nltk.download('wordnet') # Synonyms +nltk.download('averaged_perceptron_tagger') # part-of-speech (POS) tagger +nltk.download('punkt_tab') # For tokenizing text that is formatted in tabular form +``` + +3. Write text to perform preprocessing on: + +```python3 +text = "Hello everyone! I am first name last name. I am a loyal KSKA Git user all the way from Sangamwadi Empire. I have considerable knowledge about life, Python, C++, Java, Rust, Golang and Blockchain. For every smart contract, I lose one strand of my hair. In my free time, which by the way, I barely get, I like to swim." +``` + +4. Sentence tokenization: + +```python3 +var1 = sent_tokenize(text) +print(var1) +``` + +5. Word tokenization: + +```python3 +var2 = word_tokenize(text) +print(var2) +``` + +6. Removing punctuation: + +```python3 +text = re.sub('[^a-zA-Z]',' ',text) +print("After removing punctuation from text:\n", text) +``` + +7. Removing stop words: + +```python3 +var3 = set(stopwords.words('english')) +print("Stop words:\n", var3) +print("==============================================================") +tokens = word_tokenize(text.lower()) +filtered_text = [] +for word in tokens: + if word not in var3: + filtered_text.append(word) +print("Tokenized Sentence:\n", tokens) +print("\nFiltered Sentence:\n", filtered_text) +``` + +8. Stemmatization: + +```python3 +var = ["write", "writing", "wrote", "writes","reading","reads"] +ps = PorterStemmer() # brings word to its root form +for w in var: + root_word = ps.stem(w) + print(root_word) +``` + +9. Lemmatization: + +```python3 +wordnet_lemmatizer = WordNetLemmatizer() +text = "studies studying cries cry" +tt = nltk.word_tokenize(text) +print("Text is:\t", tt) +for w in tt: + print("Lemma for {} is {}".format(w, wordnet_lemmatizer.lemmatize(w))) +``` + +10. POS Tagging: + +```python3 +text = "Hello everyone this is a sample text! Earth." +text = nltk.word_tokenize(text) +nltk.pos_tag(text) +``` + +11. TF-IDF (Term Frequency & Inverse Document Frequency): + +```python3 +# TF-IDF (Term Frequency & Inverse Document Frequency) +from sklearn.feature_extraction.text import TfidfVectorizer + +new_sentence = "This is an example of term frequency. Meow meow meow meow meow!" + +def calculate_tfIdf(document): + tokenizer = TfidfVectorizer() + tf_matrix = tokenizer.fit_transform(document) + features_names = tokenizer.get_feature_names_out() + return tf_matrix, features_names + +# Wrap the new_sentence in a list +document = [new_sentence] +tf_matrix, feature_names = calculate_tfIdf(document) + +print('TF-IDF') +print(feature_names, tf_matrix.toarray()) +``` + +--- diff --git a/Codes/Code-A8 (Data Visualization-1).md b/Codes/Code-A8 (Data Visualization-1).md new file mode 100644 index 0000000..d6e952b --- /dev/null +++ b/Codes/Code-A8 (Data Visualization-1).md @@ -0,0 +1,84 @@ +# A8 - Data Visualization-1 + +✅ Tested and working as intended. + +--- + +## Pre-requisites + +- Install required libraries: `seaborn` & `matplotlib` + +```shell +pip install matplotlib seaborn +``` + +--- + +## Code blocks + +1. Import libraries: + +```python3 +import seaborn as sns +from matplotlib import pyplot as plt +``` + +2. Load built-in dataset: + +```python3 +df=sns.load_dataset('titanic') +df.head() +``` + +3. Dist plot for age: + +```python3 +plt.figure(figsize=(6,4)) +sns.displot(df['age']) # Use sns.distplot(df['age']) for older versions of seaborn library +plt.show() +``` + +4. Box plot: + +```python3 +plt.figure(figsize=(5,3)) +bp = sns.boxplot(x='class',y='age',palette='pastel',data=df) +plt.show() +df.describe().transpose() +``` + +5. Violin plot: + +```python3 +plt.figure(figsize=(5,4)) +vp = sns.violinplot(x='class',y='age',palette='rainbow',data=df) +plt.show() +``` + +6. Hist plot: + +```python3 +plt.figure(figsize=(5,4)) +pq = sns.histplot(x='fare',bins=10,data=df,hue='survived',kde=False) +for i in pq.containers: + pq.bar_label(i) +plt.show() +``` + +7. Scatter plot: + +```python3 +plt.figure(figsize=(5,4)) +st=sns.scatterplot(x='age',y='fare',data=df) +plt.show() +``` + +8. Scatter plot: + +```python3 +plt.figure(figsize=(5,4)) +kl=sns.scatterplot(x='age',y='fare',data=df,hue='survived') +plt.show() +``` + +--- diff --git a/Codes/Code-A9 (Data Visualization-2).md b/Codes/Code-A9 (Data Visualization-2).md new file mode 100644 index 0000000..a673874 --- /dev/null +++ b/Codes/Code-A9 (Data Visualization-2).md @@ -0,0 +1,95 @@ +# A9 - Data Visualization-2 + +✅ Tested and working as intended. + +--- + +## Pre-requisites + +- Install required libraries: `seaborn` & `matplotlib` + +```shell +pip install matplotlib seaborn +``` + +--- + +## Code blocks + +1. Import libraries: + +```python3 +import seaborn as sns +import matplotlib.pyplot as plt +from collections import Counter +``` + +2. Load built-in dataset: + +```python3 +df= sns.load_dataset('titanic') +df.head() +``` + +3. Describe: + +```python3 +# Describe +print(df.describe()) +# Describe - transposed, i.e. rows and columns swapped +print(df.describe().transpose()) +``` + +4. Mean, median, mode: **(NOT SURE IF THIS IS NEEDED)** + +```python3 +# Mean, median, mode +age_data = df['age'].dropna() # Drop missing values in age & store in age_data var + +sorted_age_data = sorted(age_data) # Store sorted age_data +n = len(sorted_age_data) # Store length of age_data + +# Calculate mean +mean_age = sum(age_data) / len(age_data) + +# Calculate median +if n % 2 == 1: # odd + median_age = sorted_age_data[n // 2] +else: # even + median_age = (sorted_age_data[n // 2 - 1] + sorted_age_data[n // 2]) / 2 + +# Calculate mode +age_counts = Counter(age_data) # Count occurrences of each age +mode_age = age_counts.most_common(1)[0][0] # Get the most common value + +# Print +print(f"The mean age is: {mean_age}") +print(f"The median age is: {median_age}") +print(f"The mode age is: {mode_age}") +``` + +5. Boxplot: + +```python +plt.figure(figsize=(8,4)) # 8 by 4 inches +sns.boxplot(x="sex", y="age", hue="survived", data= df, palette="viridis") +plt.title("Distribution of age with respect to each gender and survival Status") +plt.xlabel("Sex") +plt.ylabel("Age") +plt.show() +``` + +6. Violin plot: + +```python3 +sns.violinplot(x='sex',y='age',data=df, hue= 'survived') +``` + +7. Catplot: + +```python3 +sns.catplot(x="sex", hue="survived", data=df, kind="count") +``` + +--- + diff --git a/Codes/Code-B1 (Hadoop Word Count)/Hadoop Setup.md b/Codes/Code-B1 (Hadoop Word Count)/Hadoop Setup.md new file mode 100755 index 0000000..52105ea --- /dev/null +++ b/Codes/Code-B1 (Hadoop Word Count)/Hadoop Setup.md @@ -0,0 +1,198 @@ +# Setup for Hadoop + +This file contains instructions to install and setup Hadoop for assignment B1. + +--- + +## Prerequisites + +- OpenJDK 17 +- ssh +- curl +- gpg (optional) + +--- + +1. Installing OpenJDK 17: + +```shell +sudo apt update # Update packages +sudo apt install -y openjdk-17-jdk gpg curl ssh # Install OpenJDK 17 +java -version # Check java (JRE) version +javac -version # Check javac (JDK) version +``` + +2. Setup Hadoop user: + +```shell +sudo adduser --home /home/hadoop hadoop # Set default password as Pass@123 +sudo usermod -aG sudo hadoop +su - hadoop +# Hit enter to skip entering all the information such as Full name, Room Number, etc. +``` + +3. SSH setup: + +```shell +ssh-keygen -t ed25519 # Hit enter to save in defauly location. You can skip setting a passphrase for simplicity +cat ~/.ssh/id_rsa.pub >> ~/.ssh/authorized_keys +chmod 640 ~/.ssh/authorized_keys +ssh localhost # You will be asked for conformation, type "yes" +su - hadoop +``` + +4. Download Hadoop (version 3.4.1 in this case): + +```shell +cd ~ +curl -o hadoop-3.4.1.tar.gz https://dlcdn.apache.org/hadoop/common/hadoop-3.4.1/hadoop-3.4.1.tar.gz # Download Hadoop +curl -o hadoop-3.4.1.tar.gz.sha512 https://downloads.apache.org/hadoop/common/hadoop-3.4.1/hadoop-3.4.1.tar.gz.sha512 # Download the hash +curl -o hadoop-3.4.1.tar.gz.asc https://downloads.apache.org/hadoop/common/hadoop-3.4.1/hadoop-3.4.1.tar.gz.asc # Download the signature +curl -o KEYS https://downloads.apache.org/hadoop/common/KEYS # Download the keys + +``` + +5. Verify the hash and extract the tarball: + +```shell +gpg --import KEYS # Import the keys +gpg --verify hadoop-3.4.1.tar.gz.asc # Verify hash signature +sha512sum -c hadoop-3.4.1.tar.gz.sha512 # Verify hash for file + +tar -xvf hadoop-3.4.1.tar.gz +mv hadoop-3.4.1/ hadoop/ +cd hadoop/ +mkdir -p ~/hadoopdata/hdfs/{namenode,datanode} +``` + +6. Modify `~/.bashrc` & `$HADOOP_HOME/etc/hadoop/hadoop-env.sh`: + +```shell +cp /etc/bash.bashrc ~/.bashrc # Reset .bashrc file +chown $USER ~/.bashrc # Change ownership of .bashrc file + +echo -e "\n#JAVA+HADOOP CONFIG FROM KSKA GIT\nexport JAVA_HOME=/usr/lib/jvm/java-17-openjdk-amd64\nexport PATH=\$JAVA_HOME/bin:\$PATH" >> ~/.bashrc # Java env var + +echo -e "export HADOOP_HOME=/home/hadoop/hadoop/\nexport HADOOP_INSTALL=\$HADOOP_HOME\nexport HADOOP_MAPRED_HOME=\$HADOOP_HOME\nexport HADOOP_COMMON_HOME=\$HADOOP_HOME\nexport HADOOP_HDFS_HOME=\$HADOOP_HOME\nexport YARN_HOME=\$HADOOP_HOME\nexport HADOOP_COMMON_LIB_NATIVE_DIR=\$HADOOP_HOME/lib/native\nexport PATH=\$PATH:\$HADOOP_HOME/sbin:\$HADOOP_HOME/bin\nexport HADOOP_OPTS=\"-Djava.library.path=\$HADOOP_HOME/lib/native\"" >> ~/.bashrc # Hadoop env var + +echo -e "PATH=\$PATH:\$HADOOP_HOME/sbin" >> ~/.bashrc + +source ~/.bashrc + +sed -i 's|^# export JAVA_HOME=.*|export JAVA_HOME=/usr/lib/jvm/java-17-openjdk-amd64/|' "$HADOOP_HOME/etc/hadoop/hadoop-env.sh" + +``` + +7. Modify hadoop config files: + +```shell +sed -i '//,/<\/configuration>/d' $HADOOP_HOME/etc/hadoop/core-site.xml +echo " + + hadoop.tmp.dir + /home/hadoop/tmp + + + fs.default.name + hdfs://localhost:9000 + +" >> $HADOOP_HOME/etc/hadoop/core-site.xml + +sed -i '//,/<\/configuration>/d' $HADOOP_HOME/etc/hadoop/hdfs-site.xml +echo " + + dfs.namenode.dir + file:///home/hadoop/hadoopdata/hdfs/namenode + + + dfs.data.dir + file:///home/hadoop/hadoopdata/hdfs/datanode + + + dfs.replication + 1 + +" >> $HADOOP_HOME/etc/hadoop/hdfs-site.xml + +sed -i '//,/<\/configuration>/d' $HADOOP_HOME/etc/hadoop/mapred-site.xml +echo " + + yarn.app.mapreduce.am.env + HADOOP_MAPRED_HOME=$HADOOP_HOME/home/hadoop/hadoop/bin/hadoop + + + mapreduce.map.env + HADOOP_MAPRED_HOME=$HADOOP_HOME/home/hadoop/hadoop/bin/hadoop + + + mapreduce.reduce.env + HADOOP_MAPRED_HOME=$HADOOP_HOME/home/hadoop/hadoop/bin/hadoop + +" >> $HADOOP_HOME/etc/hadoop/mapred-site.xml + +sed -i '//,/<\/configuration>/d' $HADOOP_HOME/etc/hadoop/yarn-site.xml +echo " + + yarn.nodemanager.aux-services + mapreduce_shuffle + + + yarn.resourcemanager.hostname + localhost + +" >> $HADOOP_HOME/etc/hadoop/yarn-site.xml + +``` + +8. Format HDFS namenode: + +```shell +hdfs namenode -format # Format hdfs namenode +``` + +9. Start hadoop cluster: + +```shell +start-all.sh +jps +``` + +> [!NOTE] +> Visit `localhost:9870` on your browser! + +--- + +## Manually start/stop services + +### Start all services + +```shell +# start +hdfs --daemon start namenode +hdfs --daemon start datanode +yarn --daemon start nodemanager +yarn --daemon start resourcemanager +hdfs --daemon start secondarynamenode +hdfs dfsadmin -report +yarn node -list +jps # Check status +``` + +### Stop all services + +```shell +# stop +hdfs --daemon stop namenode +hdfs --daemon stop datanode +yarn --daemon stop resourcemanager +yarn --daemon stop nodemanager +hdfs --daemon stop secondarynamenode +jps # Check status +``` + +--- + +## References + +1. https://hadoop.apache.org/docs/stable/hadoop-project-dist/hadoop-common/SingleCluster.html +2. https://medium.com/@abhikdey06/apache-hadoop-3-3-6-installation-on-ubuntu-22-04-14516bceec85 diff --git a/Codes/Code-B1 (Hadoop Word Count)/Steps.md b/Codes/Code-B1 (Hadoop Word Count)/Steps.md new file mode 100644 index 0000000..6ee8079 --- /dev/null +++ b/Codes/Code-B1 (Hadoop Word Count)/Steps.md @@ -0,0 +1,130 @@ +# B1 - Hadoop Word Count + +> [!NOTE] +> These are generic instructions, need to refine them. + +--- + +1. Copy and paste the following code in `WordCount.java` file: + +```java +import java.io.IOException; +import java.util.StringTokenizer; + +import org.apache.hadoop.conf.Configuration; +import org.apache.hadoop.fs.Path; +import org.apache.hadoop.io.IntWritable; +import org.apache.hadoop.io.Text; + +import org.apache.hadoop.mapreduce.Job; +import org.apache.hadoop.mapreduce.Mapper; +import org.apache.hadoop.mapreduce.Reducer; + +import org.apache.hadoop.mapreduce.lib.input.FileInputFormat; +import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat; + +public class WordCount { + + // Mapper Class + public static class TokenizerMapper extends Mapper { + private final static IntWritable one = new IntWritable(1); + private Text word = new Text(); + + public void map(Object key, Text value, Context context) throws IOException, InterruptedException { + StringTokenizer itr = new StringTokenizer(value.toString()); + while (itr.hasMoreTokens()) { + word.set(itr.nextToken().toLowerCase().replaceAll("[^a-zA-Z0-9]", "")); + if (!word.toString().isEmpty()) { + context.write(word, one); + } + } + } + } + + // Reducer Class + public static class IntSumReducer extends Reducer { + private IntWritable result = new IntWritable(); + + public void reduce(Text key, Iterable values, Context context) + throws IOException, InterruptedException { + int sum = 0; + for (IntWritable val : values) { + sum += val.get(); + } + result.set(sum); + context.write(key, result); + } + } + + + public static void main(String[] args) throws Exception { + if (args.length != 2) { + System.err.println("Usage: WordCount "); + System.exit(-1); + } + + Configuration conf = new Configuration(); + Job job = Job.getInstance(conf, "word count"); + + job.setJarByClass(WordCount.class); + job.setMapperClass(TokenizerMapper.class); + job.setCombinerClass(IntSumReducer.class); // optional + job.setReducerClass(IntSumReducer.class); + + job.setOutputKeyClass(Text.class); + job.setOutputValueClass(IntWritable.class); + + FileInputFormat.addInputPath(job, new Path(args[0])); + FileOutputFormat.setOutputPath(job, new Path(args[1])); + + System.exit(job.waitForCompletion(true) ? 0 : 1); + } +} +``` + +2. Create an `input.txt` file in the same directory as the above code: + +```text +This is a sample code. +All the way from KSKA Git. +Hello world +Meow meow meow meow +``` + +3. In the same directory, open a `Terminal` window and compile the Java code: + +```shell +javac -classpath `hadoop classpath` -d . WordCount.java +jar cvf WordCount.jar *.class +jar tf WordCount.jar +``` + +> [!NOTE] +> Compiled code will be saved in the current working directory. + +4. Create an input and output directory in Hadoop FS: + +```shell +hadoop fs -mkdir /user/hadoop/input +hadoop fs -mkdir /user/hadoop/output +``` + +5. Upload the `input.txt` file to Hadoop FS: + +```shell +hadoop fs -put input.txt /user/hadoop/input/ +``` + +6. Run the WordCount job: + +```shell +hadoop jar WordCount.jar WordCount /user/hadoop/input/input.txt /user/hadoop/output +``` + +7. View the output: + +```shell +hadoop fs -cat /user/hadoop/output/part-r-00000 +``` + +--- diff --git a/Codes/Code-B1 (Hadoop Word Count)/WordCount.jar b/Codes/Code-B1 (Hadoop Word Count)/WordCount.jar new file mode 100755 index 0000000000000000000000000000000000000000..b08f349be6d20470a1881d7d34a28aff366cd77d GIT binary patch literal 3133 zcmaJ@2{e>@A0E3HNi&Aw64~7mBgqoc7-lfGk!28bQ6&3}F;WU6-7ca=Mlr_HSSlrD zx|BWhS;vwj$t2mXtcfgr-1~jycE0aE?|IMpzvun^p8x-S&v|~&<6y(b4+aPe3j_4^ zXgI(Q>;muuFi2-}Ewr7b_GT*pzz1-!5fa|6;QddT!~bmtZ&iG2#+cioEs!5B+d#xvjUZp%H$FP+|x{8685v5`&%m{fNH)5eIzF;3FeD zoNequj^ND@M|4@qNHPR4nYW zpVtdXO+DSGqo+M!rxVgbrx->P2^->LX%PCdi`0{YRR^0&-SO|~NA;|$Nx`vNT{aDsTCUB( zNilS210-}+M>GoU?w8E|V4MJQUiN{92ZHudKtGZXhGl+#q6x~cks}mrv{)gJOZ0FPF*$Z2`eJ%J;;@S5%@i>PD`G*9?_(x#y zVPQMug9VxI*;L)-?j|KXdqZ7YaaS609t~&~ju$jYjBj|IVN0Rhzd2}|xIm9ydJo;l zur7slZi<#~3fj!LA2S1)l~uNyoawT)C&hV_?Bl*HbCoWjVa0QGWpzvj@A)M8*XT*h z=cqGb=NeIiQI>D@b$8o;*z4)7qYM40v!Z6(2F3!1eFBi?DhQ7fTHthBtZT8u$lV5& 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context) throws IOException, InterruptedException { + StringTokenizer itr = new StringTokenizer(value.toString()); + while (itr.hasMoreTokens()) { + word.set(itr.nextToken().toLowerCase().replaceAll("[^a-zA-Z0-9]", "")); + if (!word.toString().isEmpty()) { + context.write(word, one); + } + } + } + } + + // Reducer Class + public static class IntSumReducer extends Reducer { + private IntWritable result = new IntWritable(); + + public void reduce(Text key, Iterable values, Context context) + throws IOException, InterruptedException { + int sum = 0; + for (IntWritable val : values) { + sum += val.get(); + } + result.set(sum); + context.write(key, result); + } + } + + + public static void main(String[] args) throws Exception { + if (args.length != 2) { + System.err.println("Usage: WordCount "); + System.exit(-1); + } + + Configuration conf = new Configuration(); + Job job = Job.getInstance(conf, "word count"); + + job.setJarByClass(WordCount.class); + 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zUrpAB^ZS44Mocp{l^#iCvy=dP7jmpBF_7%=qv8}ajYv_FVLhWT_KA>s8Q;|hD2cE5RCb?W9RvpTosiiA5-uPm*whia82Nsgba z@yp5roA0(yCZ&k8Fu!a zG8uC>*RGrMCwjcHA}Kn36e9O+kDSSgZ$FvjiQk7z%5GUIxF2olBGXd(z9G|!8J#`3 zs_gWEpB(aSC9|yR%Higk-(JQi{$3xjsc#o4(#rP(DMZI7r6`IHHc`nA4w-iCBGIw0 zi^ScgPFczQe%mfNo=?E4s&^0<>`2oCo(@N za5MAxIU>JCqs8>(Q$78B|8N^b#i%&N=o!8d num1 + num2 + case '-' => num1 - num2 + case '*' => num1 * num2 + case '/' => if (num2 != 0) num1 / num2 else "undefined (division by zero)" + case _ => "Invalid operator" + } + + println(s"The result is: $result") + } +} +``` + +--- diff --git a/Codes/Code-B4 (Apache Scala).md b/Codes/Code-B4 (Apache Scala).md new file mode 100644 index 0000000..dbe11ae --- /dev/null +++ b/Codes/Code-B4 (Apache Scala).md @@ -0,0 +1,72 @@ +# B4 - Apache Scala + +✅ Tested and working as intended. + +--- + +1. Open your `Terminal` and run the following commands: + +```shell +source ~/.bashrc # Not really needed but still +start-master.sh # Considering the shell script is defined in PATH +spark-shell # This will start scala CLI +``` + +2. Enter paste mode: + +```scala +:paste +``` + +3. Paste the following code: + +```scala +object EvenOddCheck { + def main(args: Array[String]): Unit = { + val number = 15 + if (number % 2 == 0) { + println(s"$number is even") + } else { + println(s"$number is odd") + } + } +} +``` + +> [!NOTE] +> IF USER INPUT REQUIRED, USE THIS CODE INSTEAD: + +```scala +import scala.io.StdIn + +object AddTwoNumbers { + def main(args: Array[String]): Unit = { + println("Enter the first number:") + val num1 = StdIn.readInt() + println("Enter the second number:") + val num2 = StdIn.readInt() + val sum = num1 + num2 + println(s"The sum of $num1 and $num2 is $sum") + } +} +``` + +4. Press `Ctrl + D` to exit paste mode + +5. Execute: + +```scala +EvenOddCheck.main(Array.empty[String]) +``` + +> [!NOTE] +> TO EXECUTE USER INPUT WALA CODE, RUN: + +```scala +AddTwoNumbers.main(Array.empty[String]) +``` + +> [!TIP] +> Additional Scala codes available at [here](https://git.kska.io/sppu-te-comp-content/DataScienceAndBigDataAnalytics/src/branch/main/Codes/Code-B4%20%28Apache%20Scala%29%20-%20Alternatives.md). + +--- diff --git a/Datasets/Assignment-A1-Survey.csv b/Datasets/Assignment-A1-Survey.csv new file mode 100644 index 0000000..b46da54 --- /dev/null +++ b/Datasets/Assignment-A1-Survey.csv @@ -0,0 +1,727 @@ +Election Year,Expert ID,State,Sex,Age Range,Politician,Candidate,Activist,Monitor,Election Official,Voter,Citizen,Political Scale,Candidate Supported,Perceptions of Electoral Integrity Index,State Electoral Integrity,National Electoral Integrity,Laws Discriminated,Laws Favored Incumbent,Laws Restricted Citizen Rights,Electoral Laws Index,Election Managed Well,Voting Information Available,Election Officials Fair,Election Followed Law,Election Procedures Index,Boundaries Discriminated,Boundaries Favored Incumbent,Boundaries Impartial,Voting District Boundaries Index,Citizens Not Found in Register,Register Inaccurate,Ineligible Voters Registered,Voter Registration Index,Opposition Prevented,Women Provided Opportunity,Leaders Selected Candidates,Campaign Rallies Restricted,Party/Candidate Registration Index,Newspapers Balanced,Television Favored Incumbent,Media Access Fair,Media Coverage Fair,Social Media Exposed Fraud,Media Coverage Index,Subsidy Access Fair,Donation Access Fair,Campaign Accounts Transparent,Elections Bought by Rich,Resources Improperly Used,Campaign Finance Index,Voters Threatened with Violence,Fradulent Votes Cast,Voting Process Easy,Choice of Candidates,Postal Ballots Available,Disabled Provided Access,Expatriates Able to Vote,Internet Ballots Available,Voting Process Index,Ballot Boxes Secure,Results Announced Without Delay,Vote Count Fair,International Monitors Restricted,Domestic Monitors Restricted,Vote Count Index,Results Challenged,Protests Peaceful,Protests Violent,Dispute Resolved in Courts,Election Results Index,Authorities Impartial,Information Distributed,Authorities Scrutinized,Authorities Performed Well,Electoral Authorities Index,Election Rigged,Deadlines Restrictive,Voters Waited,Voters Intimidated,Multiple Ballots Cast,Machines Accurate,Records Secure,Votes Counted Quickly,Outcome Reflected Popular Will +2016,1,Alabama,Male,50-59,,,,,,1,1,3,Clinton,55.48,5,7,Agree,Agree,Agree,25,Disagree,Agree,Agree,Don't Know,64.69,Strongly Agree,Agree,Disagree,16.67,Don't Know,Don't Know,Don't Know,52.08,Agree,Neither Agree Nor Disagree,Disagree,Disagree,50,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Disagree,50,Not Applicable,Agree,Agree,Disagree,Agree,60.75,Don't Know,Don't Know,Neither Agree Nor Disagree,Disagree,Not Applicable,Agree,Don't Know,Not Applicable,60,Don't Know,Agree,Agree,Don't Know,Don't Know,73.5,Disagree,Agree,Disagree,Don't Know,63.13,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Disagree,Disagree,Strongly Agree,Don't Know,Don't Know,Agree,Don't Know,Agree,Disagree +2016,2,Alabama,Male,60-69,,,,,,1,1,2,Clinton,49.36,7,5,Strongly Agree,Strongly Agree,Agree,8.33,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,16.67,Agree,Agree,Disagree,Disagree,65,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,Disagree,55,Disagree,Disagree,Strongly Disagree,Agree,Neither Agree Nor Disagree,25,Disagree,Strongly Disagree,Agree,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Not Applicable,54.22,Don't Know,Agree,Agree,Don't Know,Don't Know,77,Strongly Disagree,Agree,Strongly Disagree,Don't Know,75,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,56.25,Strongly Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Don't Know,Agree,Agree +2016,3,Alabama,Male,60-69,,,,,,1,1,5,Stein,53.49,7,6,Strongly Agree,Strongly Agree,Agree,8.33,Agree,Strongly Agree,Agree,Strongly Agree,87.5,Agree,Strongly Agree,Disagree,16.67,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Agree,Strongly Agree,Don't Know,48.5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,45,Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,40,Neither Agree Nor Disagree,Disagree,Agree,Disagree,Don't Know,Agree,Agree,Don't Know,58.75,Don't Know,Agree,Don't Know,Don't Know,Don't Know,71.75,Disagree,Disagree,Disagree,Agree,75,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,62.5,Disagree,Disagree,Agree,Disagree,Don't Know,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree +2016,4,Alabama,Male,50-59,,,,,,1,1,3,Clinton,61.76,8,7,Agree,Agree,Neither Agree Nor Disagree,33.33,Agree,Agree,Agree,Agree,75,Agree,Strongly Agree,Disagree,16.67,Don't Know,Disagree,Disagree,62.08,Don't Know,Agree,Disagree,Disagree,73.25,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,Don't Know,54.5,Don't Know,Agree,Agree,Neither Agree Nor Disagree,Don't Know,64.25,Don't Know,Don't Know,Agree,Agree,Neither Agree Nor Disagree,Agree,Don't Know,Strongly Disagree,64.06,Don't Know,Agree,Agree,Don't Know,Disagree,73.5,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Disagree,Strongly Agree,Strongly Agree,Don't Know,Disagree,Agree,Agree,Agree,Strongly Disagree +2016,5,Alabama,Male,40-49,,,,,,,1,6,Clinton,66.43,8,7,Neither Agree Nor Disagree,Strongly Agree,Disagree,41.67,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Don't Know,Agree,Agree,44.58,Don't Know,Don't Know,Don't Know,57.5,Don't Know,Neither Agree Nor Disagree,Don't Know,Don't Know,65.5,Disagree,Neither Agree Nor Disagree,Don't Know,Agree,Don't Know,51.25,Don't Know,Agree,Agree,Disagree,Don't Know,68,Strongly Disagree,Strongly Disagree,Agree,Disagree,Agree,Don't Know,Agree,Don't Know,67.5,Agree,Agree,Agree,Don't Know,Don't Know,76,Disagree,Disagree,Disagree,Don't Know,77.19,Agree,Agree,Don't Know,Agree,74.06,Disagree,Disagree,Disagree,Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,6,Alabama,Male,40-49,,,,,,1,1,3,Clinton,60.56,8,7,Agree,Agree,Agree,25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Agree,Strongly Disagree,8.33,Don't Know,Don't Know,Don't Know,45.42,Don't Know,Neither Agree Nor Disagree,Don't Know,Don't Know,67.5,Agree,Agree,Disagree,Neither Agree Nor Disagree,Don't Know,42.5,Agree,Disagree,Agree,Strongly Agree,Don't Know,48.75,Disagree,Don't Know,Strongly Agree,Disagree,Agree,Agree,Strongly Agree,Strongly Disagree,66.72,Agree,Strongly Agree,Agree,Don't Know,Don't Know,82.5,Don't 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Agree,Don't Know,Don't Know,Disagree,55,Don't Know,Disagree,Agree,Not Applicable,Don't Know,61.5,,,,,59.69,Don't Know,Disagree,Don't Know,Disagree,40.94,Disagree,Agree,Strongly Agree,Don't Know,Disagree,Agree,Agree,Disagree,Disagree +2016,11,Arizona,Male,80-89,,,,,,1,1,4,Clinton,44.62,8,8,Strongly Agree,Disagree,Strongly Agree,25,Disagree,Agree,Neither Agree Nor Disagree,Agree,56.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Strongly Agree,Strongly Agree,Disagree,25,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,60,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Disagree,55,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Agree,Disagree,30,Disagree,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Don't Know,Don't Know,Strongly Disagree,63.44,Agree,Agree,Disagree,Not Applicable,Don't Know,60.75,Disagree,Strongly Agree,Disagree,Disagree,43.75,Disagree,Agree,Strongly Disagree,Strongly Disagree,25,Strongly Disagree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,Agree,Agree,Strongly Disagree,Strongly Disagree +2016,12,Arizona,Female,60-69,,,,,,1,1,2,Clinton,41.91,3,3,Don't Know,Agree,Agree,,Disagree,Disagree,Neither Agree Nor Disagree,Agree,43.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Don't Know,Don't Know,47.08,Don't Know,Agree,Strongly Agree,Disagree,44.25,Strongly Disagree,Disagree,Don't Know,Strongly Disagree,Strongly Disagree,23.75,Disagree,Disagree,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,30.75,Agree,Agree,Neither Agree Nor Disagree,Agree,Agree,Don't Know,Agree,Agree,58.59,Agree,Disagree,Don't Know,Agree,Disagree,56.75,Agree,Agree,Disagree,Don't Know,43.75,Disagree,Agree,Agree,Neither Agree Nor Disagree,56.25,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree +2016,13,Arizona,Female,30-39,,,,,,1,1,2,Clinton,52.63,7,7,Agree,Strongly Agree,Agree,16.67,Disagree,Disagree,Agree,Agree,50,Don't Know,Don't Know,Don't Know,16.25,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Disagree,Agree,Disagree,Disagree,75,Agree,Disagree,Disagree,Disagree,Disagree,45,Agree,Agree,Strongly Disagree,Strongly Agree,Agree,35,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Strongly Agree,Agree,Don't Know,,Agree,71.09,Agree,Agree,Agree,Don't Know,Don't Know,72.25,Disagree,Agree,Disagree,Agree,62.5,Disagree,Agree,Disagree,Agree,50,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,Strongly Disagree +2016,14,Arizona,Male,30-39,,,,,,1,1,3,Clinton,52.83,7,8,Agree,Strongly Agree,Agree,16.67,Disagree,Agree,Agree,Agree,62.5,Agree,Strongly Agree,Disagree,16.67,Don't Know,Don't Know,Don't Know,52.5,Don't Know,Disagree,Don't Know,Disagree,54,Agree,Agree,Disagree,Agree,Disagree,45,Agree,Don't Know,Disagree,Neither Agree Nor Disagree,Agree,45.75,Don't Know,Disagree,Agree,Agree,Strongly Agree,Don't Know,Don't Know,Strongly Disagree,66.56,Don't Know,Agree,Agree,Don't Know,Don't Know,75,Disagree,Agree,Disagree,Agree,62.5,Disagree,Agree,Agree,Disagree,50,Disagree,Agree,Agree,Don't Know,Disagree,Agree,Don't Know,Agree,Agree +2016,15,Arizona,Female,60-69,,,,,,1,1,3,,74.26,9,7,Agree,Strongly Agree,Strongly Agree,8.33,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,58.33,Neither Agree Nor Disagree,Disagree,Strongly Disagree,75,Disagree,Agree,Not Applicable,Strongly Disagree,78,Agree,Disagree,Strongly Agree,Agree,Disagree,70,Agree,Agree,Agree,Disagree,Strongly Disagree,80,Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,81.25,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Disagree,84.75,Disagree,Agree,Disagree,Neither Agree Nor Disagree,56.25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Agree,Disagree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,16,Arkansas,Male,60-69,,,,,,1,1,4,Clinton,61.35,8,8,Agree,Strongly Agree,Disagree,33.33,Agree,Agree,Agree,Agree,75,Disagree,Agree,Agree,58.33,Agree,Agree,Agree,25,Disagree,Agree,Disagree,Disagree,75,Disagree,Neither Agree Nor Disagree,Agree,Agree,Don't Know,49.25,Agree,Disagree,Disagree,Disagree,Disagree,55,Disagree,Agree,Agree,Agree,Agree,Agree,Agree,Disagree,62.5,Agree,Agree,Agree,Don't Know,Disagree,72.25,Disagree,Disagree,Disagree,Agree,75,Agree,,Agree,Agree,74.69,Disagree,Disagree,Agree,Agree,Disagree,Agree,Agree,Agree,Agree +2016,17,Arkansas,Female,40-49,,,,,,1,1,3,Clinton,63.49,9,8,Neither Agree Nor Disagree,Agree,Disagree,50,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,47.92,Disagree,Strongly Agree,Don't Know,Disagree,82.75,Disagree,Disagree,Disagree,Disagree,Disagree,35,Don't Know,Don't Know,Disagree,Agree,Don't Know,42.75,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,77.03,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,84.75,Disagree,Disagree,Disagree,Agree,75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Agree,Disagree,Don't Know,Strongly Agree,Don't Know,Strongly Agree,Strongly Agree +2016,18,Arkansas,Male,50-59,,,,,,,1,4,Clinton,66.76,9,8,Agree,Disagree,Neither Agree Nor Disagree,50,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Strongly Agree,Strongly Agree,Disagree,8.33,Agree,Agree,Disagree,41.67,Disagree,Agree,Disagree,Strongly Disagree,80,Agree,Agree,Agree,Agree,Neither Agree Nor Disagree,60,Agree,Agree,Agree,Disagree,Disagree,75,Strongly Disagree,Strongly Disagree,Agree,Disagree,Strongly Disagree,Disagree,Disagree,Strongly Disagree,43.75,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Disagree,88.25,Not Applicable,Strongly Disagree,Strongly Disagree,Not Applicable,88.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Agree,Disagree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,19,Arkansas,Male,40-49,,,,,,1,1,4,Clinton,53.11,7,6,Strongly Agree,Strongly Agree,Disagree,25,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,48.33,Don't Know,Agree,Disagree,Don't Know,63.5,Don't Know,Strongly Agree,Disagree,Disagree,Don't Know,23.75,Disagree,Disagree,Disagree,Disagree,Don't Know,41,Disagree,Agree,Strongly Agree,Agree,Don't Know,Agree,Agree,Strongly Disagree,63.13,Agree,Agree,Agree,Don't Know,Don't Know,72.25,Disagree,Agree,Disagree,Agree,62.5,Disagree,Agree,Agree,Agree,62.5,Strongly Disagree,Disagree,Disagree,Strongly Disagree,Disagree,Agree,Agree,Strongly Agree,Strongly Disagree +2016,20,Arkansas,Male,40-49,,,,,,1,1,4,Stein,70.41,10,7,Agree,Agree,Strongly Disagree,50,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Disagree,Disagree,Disagree,66.67,Strongly Disagree,Strongly Agree,Agree,41.67,Strongly Disagree,Strongly Agree,Agree,Strongly Disagree,85,Strongly Disagree,Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,35,Disagree,Strongly Disagree,Strongly Disagree,Disagree,Agree,25,Strongly Disagree,Agree,Strongly Agree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,71.88,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,100,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Disagree,Disagree,Agree,Strongly Agree,Agree,Agree,Agree +2016,21,California,Male,70-79,,,,,,1,1,4,Clinton,76.45,10,6,Agree,Disagree,Strongly Disagree,66.67,Agree,Strongly Agree,Agree,Agree,81.25,Strongly Disagree,Strongly Disagree,Don't Know,76.67,Disagree,Strongly Disagree,Strongly Disagree,91.67,Disagree,Strongly Agree,Disagree,Strongly Disagree,90,Neither Agree Nor Disagree,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,60,Agree,Agree,Agree,Agree,Disagree,65,Strongly Disagree,Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,84.38,Agree,Neither Agree Nor Disagree,Agree,Don't Know,Don't Know,68.25,Disagree,Agree,Disagree,Agree,62.5,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Disagree,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,22,California,Male,40-49,,,,,,1,1,3,Clinton,57.04,10,5,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,66.67,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Strongly Agree,87.5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,55,Agree,Strongly Agree,Agree,Strongly Agree,Strongly Disagree,50,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,20,Neither Agree Nor Disagree,Strongly Disagree,Agree,Agree,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,50,Don't Know,Disagree,Don't Know,Don't Know,Don't Know,69.5,Strongly Disagree,Strongly Agree,Disagree,Don't Know,61.88,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Agree,81.25,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,Don't Know,Don't Know,Disagree,Strongly Disagree +2016,23,California,Male,30-39,,,,,,1,1,8,Clinton,79.36,10,8,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Strongly Agree,100,Agree,Disagree,Agree,41.67,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Disagree,Disagree,Agree,Agree,Strongly Disagree,50,Strongly Agree,Strongly Agree,Disagree,Strongly Disagree,Strongly Disagree,85,Strongly Disagree,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,Agree,Strongly Agree,Agree,Disagree,78.13,Strongly Agree,Agree,Strongly Agree,Not Applicable,Not Applicable,87.75,Agree,Strongly Agree,Agree,Agree,31.25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable +2016,24,California,Male,40-49,,,,,,1,1,2,Clinton,85.41,10,9,Agree,Strongly Disagree,Strongly Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Strongly Agree,91.67,Strongly Disagree,Strongly Disagree,Disagree,91.67,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Disagree,85,Agree,Agree,Agree,Strongly Disagree,Disagree,80,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,87.5,Strongly Agree,Agree,Strongly Agree,Not Applicable,Not Applicable,85.25,Strongly Agree,,Disagree,Strongly Agree,45.94,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Disagree,Agree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,Agree,Agree,Agree,Strongly Agree +2016,25,California,Male,40-49,,,,,,1,1,6,Clinton,71.68,9,9,Agree,Neither Agree Nor Disagree,Strongly Disagree,58.33,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,95.31,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,57.08,Strongly Disagree,Strongly Agree,Don't Know,Strongly Disagree,95.25,Agree,Strongly Disagree,Agree,Agree,Don't Know,73.75,Don't Know,Don't Know,Don't Know,Neither Agree Nor Disagree,Don't Know,59.5,Disagree,Don't Know,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,75.78,Don't Know,Strongly Agree,Don't Know,Don't Know,Don't Know,83.75,Disagree,Agree,Disagree,Don't Know,61.88,Agree,Agree,Don't Know,Agree,73.75,Strongly Disagree,Disagree,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,Disagree,Neither Agree Nor Disagree +2016,26,California,Male,30-39,,,,,,1,1,3,Clinton,60.74,5,3,Agree,Agree,Neither Agree Nor Disagree,33.33,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Disagree,Disagree,Agree,75,Don't Know,Don't Know,Don't Know,54.58,Don't Know,Agree,Agree,Don't Know,68.5,Disagree,Disagree,Disagree,Disagree,Disagree,35,Disagree,Disagree,Don't Know,Strongly Agree,Disagree,32.75,Disagree,Disagree,Agree,Agree,Agree,Agree,Strongly Agree,Don't Know,69.38,Agree,Agree,Agree,Don't Know,Disagree,74.75,Disagree,Agree,Agree,Don't Know,50.63,Agree,Agree,Agree,Agree,75,Disagree,Strongly Agree,Don't Know,Disagree,Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,27,California,Male,80-89,,,,,,1,1,3,Clinton,72.76,9,5,Agree,Strongly Agree,Strongly Disagree,41.67,Strongly Agree,Strongly Agree,Agree,Strongly Agree,93.75,Disagree,Strongly Agree,Disagree,33.33,Don't Know,Don't Know,Don't Know,64.58,Disagree,Strongly Agree,Strongly Disagree,Disagree,90,Agree,Neither Agree Nor Disagree,Agree,Agree,Don't Know,63,Disagree,Strongly Agree,Neither Agree Nor Disagree,Disagree,Disagree,65,Strongly Disagree,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Agree,Strongly Disagree,78.75,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Don't Know,88,Strongly Disagree,Agree,Agree,Don't Know,52.81,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Don't Know,Disagree,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree +2016,28,California,Male,70-79,,,,,,1,1,2,Clinton,74.31,10,8,Strongly Disagree,Agree,Strongly Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Disagree,Strongly Disagree,Strongly Disagree,91.67,Disagree,Agree,Disagree,Strongly Disagree,80,Agree,Don't Know,Agree,Agree,Neither Agree Nor Disagree,67.75,Agree,Agree,Agree,Disagree,Strongly Disagree,80,Agree,Strongly Disagree,Strongly Agree,Agree,Agree,Don't Know,Strongly Agree,Strongly Disagree,69.06,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,90,Disagree,Strongly Agree,Agree,Agree,43.75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Don't Know,Don't Know,Strongly Disagree,Agree,Agree,Agree,Agree +2016,29,California,Male,50-59,,,,,,1,1,4,Clinton,81.94,10,10,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Strongly Disagree,58.33,Neither Agree Nor Disagree,Strongly Agree,Disagree,41.67,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Disagree,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,40,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,83.75,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,94,Strongly Disagree,Strongly Agree,Strongly Disagree,Not Applicable,68.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,30,California,Female,40-49,,,,,,1,1,2,Clinton,61.12,9,2,Strongly Agree,Disagree,Disagree,50,Agree,Strongly Agree,Agree,Agree,81.25,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Don't Know,Don't Know,Don't Know,52.92,Disagree,Agree,Disagree,Disagree,75,Strongly Disagree,Don't Know,Agree,Strongly Disagree,Strongly Disagree,28.5,Agree,Disagree,Agree,Agree,Disagree,55,Don't Know,Disagree,Agree,Agree,Strongly Agree,Agree,Strongly Agree,Strongly Disagree,70.16,Don't Know,Disagree,Agree,Don't Know,Don't Know,66.5,Strongly Disagree,Strongly Agree,Agree,Neither Agree Nor Disagree,43.75,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Disagree,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree +2016,31,California,Female,30-39,,,,,,1,1,3,Clinton,74.49,10,10,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Disagree,Agree,Agree,58.33,Don't Know,Don't Know,Disagree,58.33,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Agree,Disagree,Agree,Agree,Disagree,65,Not Applicable,Agree,Agree,Disagree,Strongly Disagree,75.25,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Disagree,68.75,Agree,Agree,Agree,Not Applicable,Disagree,74.75,Disagree,Agree,Disagree,Not Applicable,62.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Agree,Don't Know,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree +2016,32,California,Male,40-49,,,,,,1,1,5,Clinton,59.54,8,4,Agree,Agree,Neither Agree Nor Disagree,33.33,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Agree,75,Agree,Agree,Agree,25,Agree,Agree,Disagree,Disagree,65,Agree,Disagree,Agree,Agree,Neither Agree Nor Disagree,70,Agree,Disagree,Strongly Disagree,Disagree,Disagree,50,Strongly Agree,Neither Agree Nor Disagree,Agree,Agree,Agree,Strongly Agree,Don't Know,Strongly Disagree,57.03,Don't Know,Disagree,Don't Know,Don't Know,Neither Agree Nor Disagree,62.25,Disagree,Strongly Agree,Disagree,Agree,56.25,Agree,Agree,Agree,Agree,75,Agree,Agree,Agree,Agree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,Neither Agree Nor Disagree +2016,33,California,Male,40-49,,,,,,1,1,5,Clinton,58.6,8,7,Agree,Agree,Disagree,41.67,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Don't Know,Don't Know,Disagree,57.08,Don't Know,Don't Know,Agree,Don't Know,68.75,Neither Agree Nor Disagree,Agree,Agree,Agree,Agree,60,Don't Know,Disagree,Strongly Disagree,Strongly Agree,Don't Know,27.5,Don't Know,Don't Know,Agree,Neither Agree Nor Disagree,Agree,Don't Know,Don't Know,Don't Know,67.66,Agree,Agree,Don't Know,Don't Know,Don't Know,75.75,Disagree,Don't Know,Disagree,Don't Know,62.19,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,62.5,Strongly Disagree,Agree,Don't Know,Agree,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Disagree +2016,34,California,Male,60-69,,,,,,1,1,3,Clinton,70.59,8,2,Disagree,Disagree,Disagree,75,Agree,Strongly Agree,Don't Know,Agree,84.06,Disagree,Disagree,Agree,75,Don't Know,Don't Know,Disagree,63.75,Agree,Agree,Strongly Disagree,Disagree,70,Agree,Disagree,Agree,Agree,Don't Know,66.75,Don't Know,Don't Know,Don't Know,Disagree,Disagree,61.75,Disagree,Disagree,Agree,Agree,Agree,Don't Know,Agree,Disagree,69.38,Don't Know,Agree,Agree,Disagree,Disagree,76.75,Disagree,Agree,Disagree,Don't Know,62.5,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Don't Know,Disagree,Disagree,Agree,Agree,Agree,Agree +2016,35,California,Male,70-79,,,,,,1,1,1,Clinton,57.27,10,10,Strongly Disagree,Strongly Disagree,Disagree,91.67,Agree,Agree,Agree,Agree,75,Disagree,Agree,Agree,58.33,Don't Know,Don't Know,Don't Know,63.75,Neither Agree Nor Disagree,Agree,Strongly Agree,Strongly Disagree,65,Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Don't Know,47,Disagree,Disagree,Disagree,Agree,Don't Know,34.25,Don't Know,Strongly Disagree,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Agree,Don't Know,54.22,Agree,Agree,Don't Know,Don't Know,Agree,65,Agree,Strongly Agree,Disagree,Disagree,31.25,Agree,Agree,Disagree,Agree,62.5,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Agree +2016,36,California,Male,40-49,,,,,,1,1,7,,66.38,9,8,Agree,Neither Agree Nor Disagree,Disagree,50,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Agree,Disagree,Agree,58.33,Don't Know,Don't Know,Agree,46.67,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,95,Neither Agree Nor Disagree,Disagree,Agree,Disagree,Not Applicable,53,Not Applicable,Strongly Disagree,Strongly Disagree,Disagree,Disagree,39.5,Strongly Disagree,Strongly Disagree,Agree,Neither Agree Nor Disagree,Agree,Agree,Disagree,Strongly Disagree,62.5,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Disagree,88.75,Not Applicable,Agree,Agree,Agree,51.56,Strongly Agree,Agree,Agree,Strongly Agree,87.5,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Disagree,Disagree +2016,37,California,Male,60-69,,,,,,1,1,2,Clinton,73.88,10,9,Neither Agree Nor Disagree,Disagree,Strongly Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Neither Agree Nor Disagree,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Don't Know,55,Don't Know,Agree,Neither Agree Nor Disagree,Disagree,Disagree,63.75,Disagree,Disagree,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,75.94,Agree,Agree,Strongly Agree,Don't Know,Don't Know,80.25,Don't Know,Agree,Agree,Don't Know,48.13,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree +2016,38,California,Male,50-59,,,,,,1,1,2,Stein,43.37,4,3,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,16.67,Agree,Agree,Agree,Agree,75,Disagree,Agree,Agree,58.33,Strongly Agree,Agree,Neither Agree Nor Disagree,25,Neither Agree Nor Disagree,Disagree,Disagree,Disagree,50,Disagree,Agree,Disagree,Disagree,Neither Agree Nor Disagree,30,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,35,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Agree,Neither Agree Nor Disagree,Agree,Disagree,43.75,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,55,Agree,Strongly Agree,Agree,Neither Agree Nor Disagree,25,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,56.25,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree +2016,39,California,Male,30-39,,,,,,1,1,2,Stein,75,9,7,Disagree,Disagree,Agree,58.33,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Strongly Disagree,Strongly Disagree,Agree,91.67,Disagree,Disagree,Disagree,75,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,90,Agree,Disagree,Agree,Agree,Neither Agree Nor Disagree,70,Neither Agree Nor Disagree,Agree,Agree,Disagree,Disagree,70,Disagree,Strongly Disagree,Agree,Neither Agree Nor Disagree,Agree,Agree,Agree,Disagree,68.75,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Disagree,Strongly Disagree,Strongly Disagree,Agree,Agree,Agree,Agree +2016,40,California,Male,50-59,,,,,,,1,2,Stein,44.39,7,5,Agree,Agree,Neither Agree Nor Disagree,33.33,Agree,Agree,Agree,Agree,75,Strongly Agree,Agree,Disagree,16.67,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Disagree,Disagree,Agree,Neither Agree Nor Disagree,40,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,35,Disagree,Disagree,Disagree,Strongly Agree,Agree,20,Disagree,Disagree,Disagree,Disagree,Agree,Agree,Agree,Disagree,56.25,Agree,Disagree,Agree,Disagree,Disagree,65,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,37.5,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Disagree,Agree,Agree,Disagree,Disagree +2016,41,California,Male,60-69,,,,,,1,1,3,Clinton,75.36,10,8,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Neither Agree Nor Disagree,Agree,75,Don't Know,Don't Know,Don't Know,55,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,60,Agree,Disagree,Don't Know,Agree,Don't Know,64.25,Not Applicable,Disagree,Don't Know,Neither Agree Nor Disagree,Strongly Disagree,55,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,Not Applicable,80.63,Don't Know,Strongly Agree,Strongly Agree,Not Applicable,Not Applicable,86.25,Disagree,Don't Know,Strongly Disagree,Don't Know,65,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,92.5,Strongly Disagree,Strongly Disagree,Don't Know,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,42,California,Male,40-49,,,,,,1,1,3,,78.9,10,6,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,83.33,Strongly Agree,Strongly Agree,Strongly Agree,Agree,93.75,Strongly Disagree,Strongly Disagree,Strongly Agree,100,Don't Know,Agree,Strongly Disagree,50.42,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,95,Agree,Neither Agree Nor Disagree,Strongly Agree,Agree,Don't Know,67.75,Strongly Agree,Disagree,Agree,Disagree,Agree,60,Strongly Disagree,Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,82.19,Strongly Agree,Agree,Strongly Agree,Don't Know,Don't Know,83.75,Strongly Disagree,Strongly Agree,Agree,Agree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Agree,Neither Agree Nor Disagree,Don't Know,Strongly Disagree,Agree,Agree,Agree,Strongly Agree +2016,43,California,Female,60-69,,,,,1,1,1,1,Clinton,72.5,10,1,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Don't Know,Strongly Agree,74.17,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,60,Strongly Disagree,Don't Know,Strongly Disagree,Strongly Disagree,Strongly Disagree,14.75,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Disagree,35,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,87.5,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,93,Don't Know,Strongly Agree,Strongly Disagree,Don't Know,54.06,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,44,California,Male,60-69,,,,,,1,1,3,Clinton,86.07,10,9,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,70,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree,65,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,86.56,Strongly Agree,Agree,Strongly Agree,Don't Know,Strongly Disagree,90,Disagree,Strongly Agree,Agree,Strongly Agree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Don't Know,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know +2016,45,California,Female,80-89,,,,,,1,1,1,Clinton,37.35,2,2,Strongly Agree,Strongly Agree,Strongly Agree,0,Strongly Disagree,Strongly Disagree,Disagree,Strongly Disagree,6.25,Strongly Agree,Not Applicable,,16.67,Don't Know,Don't Know,Don't Know,55.42,Don't Know,Don't Know,Agree,Disagree,46.5,Disagree,Strongly Agree,Strongly Disagree,Disagree,Don't Know,16.5,Don't Know,Don't Know,Don't Know,Agree,Don't Know,40.25,Don't Know,Don't Know,Strongly Disagree,Strongly Disagree,Disagree,Don't Know,Don't Know,Don't Know,42.34,Don't Know,Agree,Don't Know,Don't Know,Don't Know,70.25,Don't Know,Agree,Agree,Don't Know,44.06,Don't Know,Disagree,Don't Know,Don't Know,51.56,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree +2016,46,California,Male,30-39,,,,,,,,6,,84.87,9,8,Disagree,Strongly Disagree,Disagree,83.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Don't Know,Don't Know,Don't Know,36.25,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,90,Agree,Neither Agree Nor Disagree,Strongly Agree,Agree,Agree,75,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,90.63,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Disagree,Agree,68.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Agree,Disagree,Disagree,Agree,Agree,Strongly Agree,Strongly Disagree +2016,47,California,Male,60-69,,,,,,1,1,4,Clinton,70.92,9,5,Agree,Agree,Neither Agree Nor Disagree,33.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Neither Agree Nor Disagree,Disagree,Agree,66.67,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,58.33,Disagree,Strongly Agree,Strongly Disagree,Disagree,90,Agree,Disagree,Agree,Agree,Don't Know,66.25,Agree,Neither Agree Nor Disagree,Agree,Disagree,Don't Know,68.25,Disagree,Neither Agree Nor Disagree,Agree,Agree,Strongly Agree,Agree,Agree,Disagree,68.75,Agree,Agree,Agree,Don't Know,Disagree,75.5,Strongly Disagree,Strongly Agree,Disagree,Neither Agree Nor Disagree,56.25,Agree,Strongly Agree,Agree,Agree,81.25,Disagree,Disagree,Disagree,Disagree,Disagree,Agree,Agree,Agree,Agree +2016,48,California,Male,60-69,,,,,,1,1,3,Clinton,53.52,9,4,Strongly Agree,Strongly Agree,Strongly Agree,0,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Don't Know,Neither Agree Nor Disagree,Don't Know,59.17,Strongly Agree,Agree,Agree,Don't Know,52.75,Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Don't Know,35.5,Disagree,Agree,Disagree,Neither Agree Nor Disagree,Agree,40,Don't Know,Don't Know,Agree,Agree,Strongly Agree,Don't Know,Don't Know,Don't Know,73.59,Agree,Disagree,Agree,Don't Know,Don't Know,63.25,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Don't Know,55.94,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,Don't Know,Agree,Agree,Disagree,Agree +2016,49,California,Male,30-39,,,,,,1,1,6,Stein,75.99,10,10,Agree,Agree,Strongly Disagree,50,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Neither Agree Nor Disagree,Disagree,Disagree,50,Strongly Agree,Disagree,Agree,33.33,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,65,Not Applicable,Strongly Agree,Agree,Strongly Disagree,Strongly Disagree,86.25,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,79.22,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Not Applicable,Not Applicable,81.75,Strongly Disagree,Agree,Neither Agree Nor Disagree,Strongly Agree,68.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Disagree +2016,50,California,Male,30-39,,,,,,,1,2,Clinton,68.14,9,7,Disagree,Disagree,Disagree,75,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Don't Know,Don't Know,Don't Know,52.92,Disagree,Disagree,Disagree,Strongly Disagree,60,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Agree,Disagree,Neither Agree Nor Disagree,55,Agree,Agree,Don't Know,Strongly Agree,Neither Agree Nor Disagree,46.75,Agree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,Don't Know,66.72,Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,87.5,Strongly Disagree,Strongly Agree,Strongly Disagree,Agree,68.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Strongly Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,51,California,Male,30-39,,,,,,1,1,8,,60.99,9,9,Strongly Agree,Disagree,Agree,33.33,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,97.5,Agree,Agree,Disagree,25,Don't Know,Don't Know,Strongly Disagree,67.92,Agree,Agree,Agree,Disagree,50,Disagree,Don't Know,Don't Know,Disagree,Don't Know,40.5,Don't Know,Agree,Don't Know,Disagree,Don't Know,63.5,Strongly Disagree,Disagree,Agree,Disagree,Strongly Agree,Disagree,Strongly Agree,Strongly Disagree,62.5,Agree,Agree,Agree,Not Applicable,Strongly Disagree,78.25,Disagree,Agree,Disagree,Don't Know,64.06,Agree,Agree,Don't Know,Agree,75.63,Strongly Disagree,Strongly Disagree,Agree,Strongly Disagree,Disagree,Agree,Strongly Agree,Agree,Neither Agree Nor Disagree +2016,52,California,Male,50-59,,,,,,1,1,3,Clinton,65.23,8,7,Agree,Agree,Disagree,41.67,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Strongly Agree,Agree,Agree,16.67,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,65,Agree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Disagree,70,Disagree,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,30,Disagree,Strongly Disagree,Disagree,Strongly Agree,,Agree,Strongly Agree,Strongly Disagree,68.28,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,90,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,87.5,Strongly Agree,Agree,Agree,Strongly Agree,87.5,Strongly Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree +2016,53,California,Female,40-49,,,,,,1,1,1,Clinton,68.62,10,7,Agree,Agree,Disagree,41.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,52.08,Disagree,Agree,Disagree,Strongly Disagree,80,Agree,Disagree,Agree,Agree,Disagree,65,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Agree,Don't Know,53.75,Don't Know,Don't Know,Agree,Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,71.72,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,Strongly Disagree,95.75,Disagree,Strongly Agree,Disagree,Don't Know,52.5,Agree,Strongly Agree,Agree,Strongly Agree,87.5,Strongly Disagree,Agree,Don't Know,Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Disagree +2016,54,California,Male,30-39,,,,,,1,1,3,Clinton,71.56,8,8,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Don't Know,Agree,Don't Know,Strongly Agree,83.75,Strongly Disagree,Disagree,Strongly Agree,91.67,Don't Know,Don't Know,Don't Know,57.08,Don't Know,Don't Know,Don't Know,Don't Know,76.75,Disagree,Neither Agree Nor Disagree,Agree,Disagree,Strongly Disagree,35,Don't Know,Don't Know,Don't Know,Disagree,Don't Know,53.75,Don't Know,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,79.22,Don't Know,Strongly Agree,Agree,Don't Know,Don't Know,84.75,Don't Know,Don't Know,Don't Know,Don't Know,66.56,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,93.44,Strongly Disagree,Disagree,Don't Know,Don't Know,Strongly Disagree,Strongly Agree,Don't Know,Don't Know,Not Applicable +2016,55,California,Male,80-89,,,,,,1,1,3,Clinton,63.27,8,4,Agree,Agree,Disagree,41.67,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Strongly Agree,Disagree,25,Don't Know,Don't Know,Don't Know,62.5,Don't Know,Agree,Disagree,Disagree,72,Disagree,Disagree,Don't Know,Disagree,Neither Agree Nor Disagree,46.75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Disagree,Don't Know,64,Disagree,Don't Know,Disagree,Agree,Agree,Agree,Don't Know,Disagree,62.03,Agree,Agree,Agree,Don't Know,Don't Know,71,Disagree,Disagree,Disagree,Don't Know,74.38,Agree,Strongly Agree,Strongly Agree,Agree,87.5,Neither Agree Nor Disagree,Disagree,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,Strongly Agree,Strongly Agree +2016,56,California,Male,50-59,,,,,,1,1,3,Clinton,48.06,4,3,Strongly Agree,Strongly Agree,Agree,8.33,Disagree,Agree,Agree,Agree,62.5,Agree,Agree,Disagree,25,Agree,Disagree,Disagree,58.33,Disagree,Agree,Disagree,Disagree,65,Disagree,Agree,Disagree,Disagree,Disagree,25,Disagree,Disagree,Strongly Disagree,Strongly Agree,Disagree,25,Disagree,Disagree,Agree,Agree,Agree,Don't Know,Disagree,Strongly Disagree,60,Agree,Agree,Agree,Disagree,Disagree,75,Strongly Disagree,Agree,Agree,Agree,56.25,Disagree,Agree,Disagree,Neither Agree Nor Disagree,43.75,Disagree,Strongly Agree,Agree,Strongly Disagree,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree +2016,57,California,Male,30-39,,,,,,1,1,4,Stein,53.49,8,8,Strongly Agree,Strongly Agree,Disagree,25,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Neither Agree Nor Disagree,Strongly Agree,Disagree,25,Don't Know,Don't Know,Don't Know,47.92,Don't Know,Don't Know,Don't Know,Don't Know,74,Strongly Disagree,Don't Know,Strongly Disagree,Strongly Disagree,Don't Know,18.25,Don't Know,Disagree,Disagree,Don't Know,Don't Know,43.5,Neither Agree Nor Disagree,Don't Know,Agree,Disagree,Strongly Agree,Don't Know,Agree,Strongly Disagree,60.94,Agree,Agree,Agree,Don't Know,Don't Know,74.25,Disagree,Strongly Agree,Strongly Agree,Don't Know,37.19,Don't Know,Agree,Don't Know,Neither Agree Nor Disagree,66.56,Strongly Disagree,Disagree,Agree,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Strongly Agree,Strongly Agree +2016,58,California,Female,50-59,,,,,,1,1,2,Clinton,61.86,8,6,Disagree,Agree,Disagree,58.33,Agree,Agree,Agree,Strongly Agree,81.25,Don't Know,Don't Know,Don't Know,20,Agree,Agree,Agree,25,Disagree,Agree,Strongly Disagree,Strongly Disagree,85,Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Don't Know,46.5,Don't Know,Strongly Agree,Disagree,Disagree,Don't Know,61,Disagree,Agree,Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,68.75,Strongly Agree,Strongly Agree,Don't Know,Don't Know,Don't Know,84,Disagree,Strongly Agree,Neither Agree Nor Disagree,Don't Know,47.19,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Strongly Disagree,Strongly Agree,Don't Know,Don't Know,Don't Know,Agree,Agree,Agree,Agree +2016,59,California,Female,50-59,,,,,1,1,1,3,Clinton,73.98,10,6,Agree,Disagree,Strongly Disagree,66.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Neither Agree Nor Disagree,Agree,75,Neither Agree Nor Disagree,Disagree,Strongly Disagree,75,Disagree,Agree,Strongly Disagree,Strongly Disagree,85,Agree,Disagree,Agree,Strongly Agree,Disagree,70,Strongly Disagree,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Agree,15,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,71.88,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Neither Agree Nor Disagree,Agree,62.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Disagree,Strongly Disagree,Strongly Disagree,Not Applicable,Strongly Disagree,Strongly Disagree,Strongly Disagree +2016,60,California,Male,30-39,,,,,,1,1,2,Clinton,86.91,10,8,Disagree,Disagree,Strongly Disagree,83.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Agree,Agree,66.67,Disagree,Strongly Disagree,Disagree,83.33,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Disagree,85,Strongly Agree,Strongly Agree,Agree,Agree,Strongly Disagree,80,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,82.34,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree,Agree,Agree,Agree,Disagree +2016,61,California,Male,80-89,,,,,,1,1,2,Clinton,75.51,10,7,Disagree,Strongly Disagree,Strongly Disagree,91.67,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Strongly Disagree,Disagree,Strongly Agree,91.67,Agree,Strongly Disagree,Strongly Disagree,75,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Agree,Disagree,Agree,Agree,Don't Know,67,Agree,Agree,Don't Know,Neither Agree Nor Disagree,Strongly Disagree,67.75,Disagree,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,Don't Know,74.06,Agree,Agree,Agree,Don't Know,Don't Know,68.75,Agree,Strongly Agree,Strongly Agree,Don't Know,22.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Don't Know,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Disagree,Strongly Agree +2016,62,California,Male,60-69,,,,,,,1,3,Clinton,73.93,10,8,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,83.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Don't Know,Disagree,Agree,57.92,Strongly Agree,Don't Know,Don't Know,51.67,Don't Know,Agree,Strongly Disagree,Strongly Disagree,83.25,Agree,Disagree,Agree,Agree,Don't Know,66.25,Strongly Disagree,Disagree,Agree,Strongly Disagree,Disagree,55,Strongly Disagree,Strongly Agree,Agree,Agree,Strongly Agree,Don't Know,Strongly Agree,Don't Know,68.59,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,91,Don't Know,Strongly Agree,Strongly Disagree,Don't Know,59.69,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,94.69,Strongly Disagree,Strongly Disagree,Don't Know,Strongly Agree,Don't Know,Strongly Agree,Don't Know,Strongly Agree,Agree +2016,63,California,Male,60-69,,,,,,1,1,2,Clinton,71.91,8,6,Disagree,Strongly Agree,Disagree,50,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Disagree,Disagree,75,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,70,Agree,Disagree,Strongly Agree,Agree,Not Applicable,70.25,Not Applicable,Disagree,Agree,Agree,Disagree,50,Strongly Disagree,Strongly Disagree,Disagree,Agree,Strongly Agree,Agree,Strongly Agree,Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Strongly Disagree,93,Disagree,Agree,Disagree,Not Applicable,64.38,Strongly Agree,Agree,Agree,Strongly Agree,87.5,Strongly Disagree,Agree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Don't Know,Don't Know +2016,64,California,Female,50-59,,,,,,,1,2,Clinton,58.49,9,5,Agree,Strongly Agree,Disagree,33.33,Agree,Strongly Agree,Strongly Agree,Don't Know,89.06,Don't Know,Agree,Disagree,27.92,Don't Know,Don't Know,Don't Know,59.17,Don't Know,Don't Know,Don't Know,Disagree,59.5,Disagree,Strongly Disagree,Don't Know,Strongly Disagree,Neither Agree Nor Disagree,45,Don't Know,Disagree,Disagree,Neither Agree Nor Disagree,Don't Know,44.75,Don't Know,Don't Know,Agree,Disagree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,62.5,Don't Know,Agree,Don't Know,Don't Know,Don't Know,74.5,Disagree,Strongly Agree,Strongly Disagree,Don't Know,59.38,Don't Know,Strongly Agree,Don't Know,Don't Know,73.13,Disagree,Disagree,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,Strongly Disagree +2016,65,California,Female,40-49,,,,,,1,1,3,Clinton,47.53,8,3,Disagree,Disagree,Strongly Agree,50,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Strongly Agree,Strongly Agree,Disagree,25,Strongly Agree,Don't Know,Don't Know,Don't Know,45.25,Strongly Disagree,Don't Know,Disagree,Strongly Disagree,Neither Agree Nor Disagree,26.5,Don't Know,Don't Know,Don't Know,Strongly Agree,Don't Know,37,Agree,Disagree,Agree,Agree,Agree,Don't Know,Don't Know,Don't Know,60,Don't Know,Strongly Agree,Disagree,Don't Know,Don't Know,69.25,Neither Agree Nor Disagree,Strongly Agree,Agree,Don't Know,35.63,Agree,Agree,Don't Know,Agree,72.81,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Agree,Agree +2016,66,California,Male,50-59,,,,,,1,1,2,Clinton,61.76,9,2,Agree,Agree,Strongly Disagree,50,Agree,Agree,Agree,Agree,75,Disagree,Agree,Agree,58.33,Agree,Agree,Disagree,41.67,Disagree,Disagree,Disagree,Disagree,55,Disagree,Agree,Agree,Agree,Don't Know,45,Agree,Agree,Agree,Strongly Agree,Disagree,60,Strongly Disagree,Strongly Disagree,Agree,Agree,Agree,Agree,Agree,Disagree,75,Agree,Agree,Agree,Not Applicable,Disagree,75.75,Disagree,Agree,Agree,Don't Know,49.38,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Disagree,Strongly Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,67,California,Male,40-49,,,,,,,1,3,Clinton,65.97,9,5,Agree,Agree,Disagree,41.67,Agree,Agree,Agree,Strongly Agree,81.25,Disagree,Disagree,Agree,75,Don't Know,Don't Know,Don't Know,56.67,Disagree,Agree,Disagree,Disagree,75,Agree,Disagree,Agree,Agree,Neither Agree Nor Disagree,70,Don't Know,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,48,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Don't Know,66.56,Agree,Neither Agree Nor Disagree,Agree,Not Applicable,Not Applicable,72.25,Disagree,Agree,Disagree,Don't Know,63.44,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Strongly Disagree,Agree,Don't Know,Don't Know,Disagree,Disagree,Agree,Agree,Disagree +2016,68,California,Female,40-49,,,,,,1,1,3,,74.08,9,7,Agree,Disagree,Strongly Disagree,66.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Neither Agree Nor Disagree,Agree,66.67,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,58.33,Disagree,Strongly Agree,Disagree,Strongly Disagree,90,Agree,Disagree,Agree,Agree,Neither Agree Nor Disagree,70,Neither Agree Nor Disagree,Agree,Agree,Disagree,Disagree,70,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Disagree,68.75,Don't Know,Agree,Agree,Disagree,Disagree,76,Disagree,Agree,Disagree,Agree,62.5,Agree,Strongly Agree,Agree,Agree,81.25,Strongly Disagree,Disagree,Agree,Disagree,Disagree,Agree,Don't Know,Agree,Strongly Agree +2016,69,California,Female,30-39,,,,,1,1,1,1,Stein,16.94,4,2,Agree,Strongly Agree,Strongly Agree,8.33,Disagree,Disagree,Disagree,Strongly Disagree,18.75,Agree,Strongly Agree,Strongly Disagree,8.33,Strongly Agree,Strongly Agree,Don't Know,27.92,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Agree,0,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,Strongly Disagree,0,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,0,Agree,Don't Know,Strongly Disagree,Strongly Disagree,Agree,Strongly Disagree,Agree,Strongly Disagree,30.94,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Don't Know,Agree,39.75,Disagree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,43.75,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,0,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree +2016,70,California,Female,50-59,,,,,,1,1,3,Clinton,73.09,9,9,Agree,Agree,Strongly Disagree,50,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Agree,Agree,Disagree,25,Don't Know,Disagree,Strongly Disagree,68.75,Strongly Disagree,Disagree,Disagree,Strongly Disagree,65,Agree,Disagree,Agree,Agree,Strongly Disagree,60,Agree,Strongly Disagree,Disagree,Disagree,Strongly Disagree,55,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,87.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Disagree,Agree,68.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree +2016,71,California,Male,40-49,,,,,,1,1,3,Clinton,66.66,,9,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Neither Agree Nor Disagree,Agree,Agree,Agree,68.75,Disagree,Disagree,Agree,75,Don't Know,Don't Know,Don't Know,53.75,Don't Know,Agree,Disagree,Disagree,74.5,Don't Know,Disagree,Agree,Don't Know,Don't Know,56.75,Not Applicable,Don't Know,Don't Know,Don't Know,Disagree,53.25,Disagree,Don't Know,Agree,Agree,Agree,Don't Know,Agree,Disagree,69.69,Agree,Agree,Agree,Not Applicable,Not Applicable,75.5,Disagree,Agree,Disagree,Don't Know,61.25,Agree,Agree,Agree,Don't Know,75.63,Disagree,Disagree,Don't Know,Disagree,Don't Know,Agree,Agree,Strongly Agree,Strongly Agree +2016,72,California,Female,60-69,,,,,,1,1,3,Clinton,59.34,7,3,Disagree,Strongly Agree,Disagree,50,Agree,Agree,Agree,Agree,75,Agree,Disagree,,40.42,Don't Know,Don't Know,Don't Know,59.17,Don't Know,Disagree,Disagree,Don't Know,53.75,Disagree,Disagree,Agree,Strongly Disagree,Disagree,40,Don't Know,Don't Know,Agree,Disagree,Don't Know,58.75,Don't Know,Don't Know,Agree,Agree,Strongly Agree,Don't Know,Don't Know,Don't Know,70.94,Don't Know,Agree,Don't Know,Don't Know,Don't Know,75,Agree,Agree,Disagree,Don't Know,48.75,Don't Know,Don't Know,Don't Know,Don't Know,64.69,Disagree,Disagree,Disagree,Don't Know,Disagree,Agree,Don't Know,Agree,Disagree +2016,73,California,Male,40-49,,,,,,1,1,3,Clinton,74.39,10,5,Disagree,Strongly Disagree,Disagree,83.33,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Disagree,Disagree,Strongly Agree,83.33,Agree,Don't Know,Disagree,50.42,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,90,Neither Agree Nor Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Don't Know,46.25,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,40,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Don't Know,Agree,Don't Know,76.56,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,90,Strongly Disagree,Agree,Neither Agree Nor Disagree,Strongly Agree,68.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,74,California,Male,30-39,,,,,,1,1,3,Clinton,63.34,8,6,Agree,Strongly Agree,Disagree,33.33,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Disagree,Disagree,Neither Agree Nor Disagree,66.67,Disagree,Disagree,Strongly Disagree,83.33,Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,70,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,20,Disagree,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,29.5,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Strongly Agree,Strongly Agree,Agree,Disagree,71.88,Agree,Agree,Agree,Don't Know,Disagree,76.25,Disagree,Agree,Disagree,Neither Agree Nor Disagree,56.25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree +2016,75,California,Male,60-69,,,,,,1,1,3,Clinton,67.45,9,7,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Disagree,Disagree,Agree,75,Agree,Don't Know,Disagree,54.17,Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,75,Agree,Disagree,Neither Agree Nor Disagree,Agree,Disagree,60,Not Applicable,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,55.25,Disagree,Strongly Disagree,Disagree,Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,69.69,Agree,Agree,Strongly Agree,Not Applicable,Disagree,76.75,Disagree,Agree,Disagree,Agree,62.5,Agree,Strongly Agree,Neither Agree Nor Disagree,Agree,75,Strongly Disagree,Agree,Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree +2016,76,California,Female,40-49,,,,1,,1,1,2,Clinton,60.71,10,4,Agree,Strongly Agree,Strongly Disagree,41.67,Strongly Agree,Agree,Agree,Agree,81.25,Disagree,Disagree,Neither Agree Nor Disagree,66.67,Strongly Agree,Disagree,Strongly Disagree,58.33,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,50,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,20,Strongly Disagree,Strongly Disagree,Strongly Disagree,Disagree,Disagree,30,Agree,Strongly Disagree,Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,Strongly Disagree,65.63,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Strongly Disagree,Neither Agree Nor Disagree,62.5,Strongly Agree,Strongly Agree,Strongly Agree,Agree,93.75,Disagree,Agree,Strongly Disagree,Agree,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,Agree,Disagree +2016,77,California,Female,30-39,,,,,,1,1,2,,61.73,8,4,Disagree,Disagree,Disagree,75,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Agree,Neither Agree Nor Disagree,Disagree,50,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Disagree,60,Agree,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,65,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,45,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Agree,Strongly Agree,Neither Agree Nor Disagree,Agree,Disagree,62.5,Agree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65,Disagree,Agree,Disagree,Neither Agree Nor Disagree,56.25,Agree,Agree,Agree,Agree,75,Disagree,Strongly Agree,Agree,Agree,Strongly Disagree,Agree,Agree,Agree,Disagree +2016,78,California,Male,60-69,,,,,,1,1,2,Clinton,63.44,10,9,Agree,Agree,Strongly Agree,16.67,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Agree,Agree,Disagree,25,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Agree,Disagree,Disagree,Disagree,45,Agree,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,50,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,,Disagree,56.25,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,,Disagree,65.94,Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Disagree,Agree,Strongly Disagree,Strongly Agree,75,Agree,Strongly Agree,Agree,Strongly Agree,87.5,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,79,California,Female,70-79,,,,,,1,1,5,,55.94,8,7,Strongly Agree,Agree,Disagree,33.33,Agree,Agree,Agree,Agree,75,Don't Know,Don't Know,Don't Know,25.42,Don't Know,Don't Know,Don't Know,53.75,Not Applicable,Agree,Disagree,Disagree,73.75,Agree,Disagree,Neither Agree Nor Disagree,Agree,Disagree,60,Not Applicable,Strongly Disagree,Don't Know,Neither Agree Nor Disagree,Don't Know,39,Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Agree,Agree,Agree,Strongly Disagree,59.38,Agree,Disagree,Agree,Not Applicable,Don't Know,59,Don't Know,Strongly Agree,Neither Agree Nor Disagree,Agree,45.31,Agree,Don't Know,Don't Know,Agree,72.19,Strongly Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Agree,Disagree,Agree +2016,80,California,Male,40-49,,,,,,1,1,3,Clinton,57.04,9,6,Agree,Agree,Agree,25,Agree,Agree,Strongly Agree,Agree,81.25,Strongly Agree,Agree,Strongly Disagree,8.33,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,80,Disagree,Strongly Agree,Agree,Agree,Disagree,40,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Agree,Don't Know,45,Agree,Disagree,Disagree,Agree,Agree,Don't Know,Agree,Don't Know,54.84,Agree,Agree,Agree,Don't Know,Don't Know,76,Disagree,Agree,Agree,Don't Know,50.31,Agree,Strongly Agree,Agree,Agree,81.25,Disagree,Strongly Agree,Agree,Agree,Disagree,Agree,Agree,Agree,Strongly Disagree +2016,81,California,Male,30-39,,,,,,1,1,2,Clinton,78.01,10,8,Disagree,Disagree,Neither Agree Nor Disagree,66.67,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Strongly Disagree,Agree,Agree,66.67,Don't Know,Disagree,Disagree,62.08,Strongly Disagree,Strongly Agree,Disagree,Don't Know,91.75,Agree,Don't Know,Agree,Agree,Don't Know,64.25,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Disagree,80,Disagree,Disagree,Agree,Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,72.5,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,95.25,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,56.25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Disagree,Agree,Agree,Strongly Agree,Strongly Disagree +2016,82,California,Female,40-49,,,,,,1,1,1,Stein,41.79,6,3,Strongly Agree,Strongly Agree,Agree,8.33,Don't Know,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,47.81,Neither Agree Nor Disagree,Agree,Disagree,33.33,Agree,Agree,Strongly Disagree,50,Strongly Agree,Disagree,Agree,Agree,15,Disagree,Agree,Strongly Disagree,Disagree,Not Applicable,22,Disagree,Disagree,Neither Agree Nor Disagree,Strongly Agree,Disagree,35,Agree,Strongly Disagree,Agree,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Disagree,50,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,72.75,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree,Agree,56.25,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Don't Know,58.13,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Don't Know,Don't Know,Strongly Disagree,Strongly Disagree +2016,83,California,Male,40-49,,,,,,1,1,6,Clinton,57.14,9,7,Disagree,Disagree,Disagree,75,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Agree,Strongly Agree,Disagree,16.67,Strongly Agree,Strongly Agree,Agree,8.33,Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,55,Disagree,Agree,Disagree,Strongly Disagree,Strongly Disagree,15,Strongly Disagree,Strongly Disagree,Agree,Disagree,Neither Agree Nor Disagree,40,Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,68.75,Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Disagree,80,Disagree,Agree,Disagree,Strongly Agree,68.75,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Disagree,Strongly Disagree,Agree,Agree,Agree,Agree,Agree,Strongly Agree,Agree +2016,84,California,Female,40-49,,,,,,1,1,3,Clinton,76.89,10,9,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Don't Know,Don't Know,46.67,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Disagree,Disagree,90,Disagree,Disagree,Disagree,Strongly Disagree,Strongly Disagree,25,Agree,Agree,Disagree,Neither Agree Nor Disagree,Strongly Disagree,65,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,78.91,Strongly Agree,Disagree,Strongly Agree,Don't Know,Strongly Disagree,79.25,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree +2016,85,California,Male,20-29,,,,,,,1,4,,73.24,9,8,Disagree,Disagree,Strongly Disagree,83.33,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Disagree,Disagree,Agree,75,Don't Know,Disagree,Agree,45,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Agree,Disagree,Neither Agree Nor Disagree,Strongly Agree,Not Applicable,63.75,Not Applicable,Agree,Don't Know,Disagree,Strongly Disagree,67,Strongly Disagree,Don't Know,Disagree,Agree,Don't Know,Don't Know,Strongly Disagree,Strongly Disagree,53.59,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Disagree,89.25,Disagree,Strongly Agree,Neither Agree Nor Disagree,Agree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Don't Know,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,86,California,Male,40-49,,,,,,1,1,3,Clinton,74.64,10,9,Agree,Neither Agree Nor Disagree,Strongly Disagree,58.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Agree,75,Strongly Agree,Agree,Agree,16.67,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Disagree,Agree,Disagree,Strongly Disagree,50,Not Applicable,Strongly Agree,Agree,Neither Agree Nor Disagree,Not Applicable,71.25,Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,78.13,Strongly Agree,Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Strongly Disagree,Strongly Agree,Agree,Not Applicable,50.31,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Agree,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,87,California,Male,70-79,,,,,,1,1,3,Clinton,76.99,10,8,Strongly Agree,Strongly Disagree,Disagree,58.33,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Agree,Disagree,Strongly Agree,66.67,Strongly Agree,Disagree,Disagree,50,Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Agree,Disagree,Strongly Agree,Strongly Agree,Don't Know,76,Not Applicable,Disagree,Agree,Strongly Disagree,Disagree,63.5,Strongly Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,81.25,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,80,Strongly Disagree,Strongly Agree,Disagree,Not Applicable,62.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Don't Know,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Disagree,Strongly Agree +2016,88,California,Male,70-79,,,,,,1,1,3,Clinton,66.13,8,3,Disagree,Disagree,Disagree,75,Agree,Agree,Agree,Agree,75,Disagree,Agree,Neither Agree Nor Disagree,37.5,Don't Know,Disagree,Strongly Disagree,63.89,Disagree,Agree,Strongly Disagree,Strongly Disagree,80,Neither Agree Nor Disagree,Disagree,Agree,Disagree,Strongly Disagree,42.5,Not Applicable,Agree,Neither Agree Nor Disagree,Agree,Disagree,49.38,Neither Agree Nor Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree,78.13,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,85.36,Disagree,Strongly Agree,Disagree,Agree,59.38,Agree,Agree,Agree,Agree,78.13,Strongly Disagree,Neither Agree Nor Disagree,Agree,Disagree,Strongly Disagree,Agree,Agree,Agree,Agree +2016,89,California,Male,40-49,,,,,,1,1,3,Clinton,69.95,8,6,Strongly Agree,Strongly Agree,Agree,8.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Disagree,Strongly Agree,66.67,Don't Know,Strongly Disagree,Strongly Disagree,83.75,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,75,Agree,Disagree,Disagree,Agree,Neither Agree Nor Disagree,60,Strongly Disagree,Strongly Disagree,Agree,Agree,Disagree,35,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Agree,Agree,Strongly Agree,Neither Agree Nor Disagree,78.13,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Strongly Disagree,95.25,Strongly Disagree,Agree,Agree,Neither Agree Nor Disagree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Agree,Strongly Agree,Agree,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree +2016,90,California,Female,50-59,,,,,,1,1,3,Clinton,51.76,8,6,Agree,Agree,Disagree,41.67,Agree,Agree,Don't Know,Don't Know,73.44,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,61.25,Disagree,Agree,Disagree,Disagree,75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Disagree,35,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Agree,30,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Agree,Don't Know,45.16,Neither Agree Nor Disagree,Agree,Agree,Don't Know,Don't Know,66.5,Disagree,Agree,Disagree,Don't Know,60,Disagree,Agree,Don't Know,Neither Agree Nor Disagree,56.25,Disagree,Agree,Strongly Agree,Agree,Disagree,Agree,Neither Agree Nor Disagree,Agree,Strongly Disagree +2016,91,California,Male,20-29,,,,,,1,1,4,Clinton,54.82,8,6,Agree,Agree,Neither Agree Nor Disagree,33.33,Disagree,Agree,Agree,Agree,62.5,Neither Agree Nor Disagree,Agree,Agree,50,Don't Know,Don't Know,Don't Know,50.83,Don't Know,Agree,Disagree,Don't Know,76,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Strongly Disagree,35,Disagree,Disagree,Don't Know,Agree,Don't Know,38,Agree,Disagree,Agree,Disagree,Strongly Agree,Agree,Agree,Strongly Disagree,56.25,Agree,Strongly Disagree,Agree,Don't Know,Don't Know,61,Disagree,Strongly Agree,Disagree,Don't Know,58.44,Agree,Agree,Agree,Agree,75,Disagree,Strongly Agree,Neither Agree Nor Disagree,Don't Know,Strongly Disagree,Agree,Agree,Strongly Disagree,Strongly Agree +2016,92,California,Female,40-49,,,,,,1,1,2,,66.61,10,7,Agree,Strongly Agree,Strongly Disagree,41.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Agree,Disagree,16.67,Don't Know,Don't Know,Disagree,45.83,Disagree,Strongly Agree,Disagree,Disagree,85,Agree,Strongly Agree,Strongly Disagree,Agree,Don't Know,34,Agree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Strongly Disagree,50,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,81.56,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,90.75,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Don't Know,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree +2016,93,California,Female,40-49,,,,,,1,1,3,Clinton,46.73,7,6,Agree,Agree,Disagree,41.67,Agree,Strongly Agree,Agree,Agree,81.25,Strongly Agree,Strongly Agree,Disagree,8.33,Agree,Agree,Don't Know,44.17,Agree,Agree,Agree,Don't Know,42.25,Strongly Disagree,Agree,Disagree,Strongly Disagree,Agree,25,Disagree,Disagree,Disagree,Agree,Agree,25,Disagree,Don't Know,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,53.28,Agree,Agree,Agree,Don't Know,Disagree,74,Disagree,Strongly Agree,Agree,Agree,43.75,Disagree,Agree,Agree,Agree,62.5,Disagree,Disagree,Disagree,Don't Know,Don't Know,Disagree,Neither Agree Nor Disagree,Agree,Strongly Disagree +2016,94,California,Female,30-39,,,,,,,,4,,74.77,8,4,Strongly Agree,Agree,Strongly Disagree,41.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Agree,75,Agree,Agree,Disagree,41.67,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Strongly Disagree,Strongly Disagree,Agree,Strongly Disagree,Disagree,40,Don't Know,Agree,Don't Know,Agree,Disagree,56.25,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,87.5,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Strongly Disagree,91.5,Strongly Disagree,Strongly Agree,Strongly Disagree,Agree,68.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree +2016,95,California,Male,60-69,,,,,,1,1,3,Clinton,66.13,8,3,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,41.67,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,37.5,Agree,Neither Agree Nor Disagree,Disagree,63.89,Disagree,Agree,Disagree,Disagree,80,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,42.5,Not Applicable,Neither Agree Nor Disagree,Disagree,Agree,Disagree,49.38,Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Neither Agree Nor Disagree,78.13,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Neither Agree Nor Disagree,85.36,Disagree,Agree,Disagree,Agree,59.38,Agree,Strongly Agree,Agree,Agree,78.13,Strongly Disagree,Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,96,California,Male,20-29,,,,,,1,1,3,Clinton,64.29,9,8,Disagree,Disagree,Disagree,75,Agree,Agree,Agree,Agree,75,Agree,Agree,Neither Agree Nor Disagree,33.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Disagree,70,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,Disagree,55,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Neither Agree Nor Disagree,Agree,Agree,Strongly Agree,Strongly Agree,Don't Know,Disagree,73.13,Agree,Agree,Agree,Don't Know,Don't Know,78,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Agree,Agree,Agree,Agree,75,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,Strongly Agree,Strongly Disagree,Disagree,Strongly Agree +2016,97,California,Female,70-79,,,,,,1,1,1,Clinton,43.88,7,1,Agree,Agree,Strongly Agree,16.67,Agree,Agree,Agree,Agree,75,Agree,Agree,Neither Agree Nor Disagree,33.33,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,15,Disagree,Agree,Disagree,Disagree,Disagree,25,Disagree,Disagree,Disagree,Strongly Agree,Strongly Agree,15,Agree,Agree,Agree,Agree,Agree,Agree,Agree,Neither Agree Nor Disagree,59.38,Agree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65,Disagree,Agree,Agree,Agree,50,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Agree,Strongly Agree,Agree,Neither Agree Nor Disagree,Agree,Agree,Strongly Agree,Strongly Disagree +2016,98,California,Female,40-49,,,,,,1,1,3,Clinton,69.08,9,6,Disagree,Disagree,Strongly Disagree,83.33,Agree,Agree,Agree,Agree,75,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,58.33,Don't Know,Don't Know,Don't Know,46.67,Disagree,Agree,Disagree,Disagree,75,Agree,Don't Know,Agree,Agree,Don't Know,59.75,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Disagree,Agree,Agree,Agree,Don't Know,Agree,Disagree,68.13,Agree,Agree,Agree,Don't Know,Don't Know,75.25,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Don't Know,Disagree,Disagree,Agree,Don't Know,Agree,Agree +2016,99,Colorado,Male,40-49,,,,,,,1,3,Clinton,68.83,10,8,Disagree,Disagree,Disagree,75,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Disagree,Disagree,Disagree,75,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,50,Agree,Disagree,Agree,Agree,Agree,75,Not Applicable,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,54.5,Disagree,Neither Agree Nor Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,Agree,Disagree,75,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Disagree,Disagree,Agree,75,Agree,Agree,Agree,Strongly Agree,81.25,Disagree,Strongly Disagree,Disagree,Disagree,Disagree,Agree,Agree,Agree,Agree +2016,100,Colorado,Male,30-39,,,,,,1,1,3,Clinton,67.42,8,8,Agree,Agree,Neither Agree Nor Disagree,33.33,Agree,Strongly Agree,Strongly Agree,Agree,87.5,Neither Agree Nor Disagree,Agree,Disagree,33.33,Don't Know,Disagree,Don't Know,61.67,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,55,Agree,Disagree,Agree,Agree,Disagree,65,Agree,Agree,Neither Agree Nor Disagree,Disagree,Disagree,70,Don't Know,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,79.84,Don't Know,Strongly Agree,Strongly Agree,Disagree,Disagree,87.75,Don't Know,Strongly Agree,Disagree,Agree,54.06,Agree,Strongly Agree,Agree,Agree,81.25,Strongly Disagree,Disagree,Don't Know,Don't Know,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,101,Colorado,Male,50-59,,,,,,1,1,4,Clinton,64.59,10,9,Don't Know,Disagree,Disagree,,Strongly Agree,Strongly Agree,Don't Know,Agree,92.19,Agree,Don't Know,Disagree,32.08,Don't Know,Don't Know,Don't Know,56.25,Don't Know,Agree,Don't Know,Don't Know,75.5,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Don't Know,25.75,Don't Know,Don't Know,Don't Know,Agree,Don't Know,48,Don't Know,Don't Know,Strongly Agree,Agree,Strongly Agree,Agree,Agree,Don't Know,75.47,Don't Know,Agree,Don't Know,Don't Know,Don't Know,82.25,Don't Know,Agree,Disagree,Don't Know,65,Don't Know,Strongly Agree,Agree,Agree,78.44,Strongly Disagree,Disagree,Don't Know,Don't Know,Don't Know,Strongly Agree,Agree,Agree,Disagree +2016,102,Colorado,Female,30-39,,,,,,1,1,4,Clinton,78.65,10,2,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,66.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Agree,75,Disagree,Strongly Disagree,Strongly Disagree,91.67,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,75,Agree,Disagree,Agree,Don't Know,Not Applicable,60.75,Disagree,Agree,Agree,Disagree,Disagree,65,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,84.38,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,90,Strongly Disagree,Strongly Agree,Strongly Disagree,Neither Agree Nor Disagree,62.5,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Agree,Strongly Agree,Strongly Agree,Agree,Don't Know,Disagree,Strongly Disagree,Strongly Agree,Strongly Disagree +2016,103,Colorado,Female,60-69,,,,,,1,1,3,Clinton,76.02,8,6,Strongly Disagree,Disagree,Strongly Disagree,91.67,Agree,Strongly Agree,Agree,Strongly Agree,87.5,Neither Agree Nor Disagree,Agree,Disagree,33.33,Disagree,Strongly Disagree,Strongly Disagree,91.67,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,90,Agree,Disagree,Agree,Agree,Disagree,65,Neither Agree Nor Disagree,Agree,Agree,Disagree,Disagree,70,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,87.5,Agree,Agree,Agree,Disagree,Agree,65,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Strongly Agree,Agree,81.25,Strongly Disagree,Strongly Disagree,Disagree,Disagree,Strongly Disagree,Agree,Agree,Agree,Strongly Agree +2016,104,Colorado,Female,50-59,,,,,,1,1,3,Clinton,60.33,8,3,Neither Agree Nor Disagree,Strongly Agree,Agree,25,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Don't Know,Don't Know,Don't Know,62.5,Disagree,Agree,Strongly Agree,Disagree,60,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Don't Know,38.75,Agree,Don't Know,Disagree,Neither Agree Nor Disagree,Don't Know,53.5,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Agree,75,Don't Know,Agree,Agree,Don't Know,Don't Know,77.75,Neither Agree Nor Disagree,Agree,Disagree,Don't Know,54.69,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Agree,Strongly Agree,Neither Agree Nor Disagree,Don't Know,Don't Know,Don't Know,Agree,Disagree +2016,105,Colorado,Female,40-49,,,,,,1,1,3,Clinton,75.48,10,8,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Neither Agree Nor Disagree,Agree,Strongly Agree,Strongly Agree,81.25,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,58.33,Strongly Agree,Agree,Strongly Disagree,41.67,Don't Know,Agree,Strongly Disagree,Strongly Disagree,85.25,Strongly Disagree,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,35,Agree,Agree,Strongly Disagree,Strongly Disagree,Strongly Disagree,70,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,87.5,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,91.25,Strongly Disagree,Strongly Agree,Strongly Disagree,Don't Know,66.56,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Don't Know,Strongly Disagree,Strongly Agree,Don't Know,Strongly Agree,Strongly Agree +2016,106,Colorado,Female,30-39,,,,,,1,1,4,,65.77,8,7,Disagree,Disagree,Disagree,75,Agree,Strongly Agree,Don't Know,Agree,81.56,Don't Know,Don't Know,Don't Know,27.5,Don't Know,Don't Know,Don't Know,50.42,Disagree,Agree,Don't Know,Disagree,74.25,Don't Know,Neither Agree Nor Disagree,Agree,Agree,Agree,62.5,Don't Know,Don't Know,Don't Know,Disagree,Don't Know,61.75,Don't Know,Don't Know,Agree,Don't Know,Strongly Agree,Don't Know,Agree,Don't Know,64.84,Don't Know,Agree,Don't Know,Don't Know,Don't Know,77.25,Disagree,Agree,Disagree,Don't Know,61.56,Don't Know,Agree,Don't Know,Agree,73.44,Neither Agree Nor Disagree,Don't Know,Agree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Agree,Agree,Disagree +2016,107,Colorado,Female,50-59,,,,,,1,1,4,Clinton,77.09,10,10,Disagree,Disagree,Disagree,75,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Don't Know,Don't Know,Don't Know,24.17,Agree,Don't Know,Don't Know,52.08,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Don't Know,Agree,Agree,Disagree,61,Don't Know,Agree,Agree,Disagree,Disagree,68.75,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,87.5,Agree,Strongly Agree,Strongly Agree,Disagree,Strongly Disagree,90,Strongly Disagree,Strongly Agree,Disagree,Agree,62.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Disagree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree +2016,108,Colorado,Female,30-39,,,,,,1,1,3,Clinton,72.02,9,6,Disagree,Strongly Disagree,Disagree,83.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Don't Know,Don't Know,Don't Know,33.75,Agree,Disagree,Agree,41.67,Strongly Disagree,Strongly Agree,Agree,Agree,65,Strongly Agree,Disagree,Agree,Agree,Strongly Disagree,65,Agree,Agree,Don't Know,Agree,Don't Know,56.25,Don't Know,Don't Know,Strongly Agree,Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,74.06,Don't Know,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,97,Disagree,Strongly Agree,Strongly Disagree,Don't Know,60.94,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Don't Know,Don't Know,Agree,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Agree +2016,109,Connecticut,Male,40-49,,,,,,1,1,3,Clinton,83.75,9,8,Disagree,Strongly Disagree,Disagree,83.33,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Disagree,Agree,Disagree,50,Don't Know,Don't Know,Don't Know,63.75,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,90,Agree,Disagree,Strongly Agree,Agree,Not Applicable,72,Strongly Agree,Strongly Agree,Agree,Disagree,Strongly Disagree,90,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,84.38,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Strongly Disagree,Not Applicable,75.63,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,110,Connecticut,Female,60-69,,,,,,1,1,3,Clinton,50.23,7,4,Strongly Agree,Strongly Agree,Agree,8.33,Disagree,Strongly Disagree,Agree,Agree,43.75,Agree,Agree,Disagree,25,Agree,Neither Agree Nor Disagree,Don't Know,48.75,Don't Know,Agree,Don't Know,Don't Know,62,Agree,Agree,Disagree,Agree,Don't Know,47.25,Disagree,Disagree,Agree,Agree,Don't Know,44.25,Don't Know,Don't Know,Disagree,Disagree,Not Applicable,Don't Know,Don't Know,Not Applicable,57.34,Agree,Agree,Agree,Don't Know,Don't Know,73.25,Disagree,Agree,Disagree,Don't Know,61.88,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,50,Agree,Agree,Agree,Neither Agree Nor Disagree,Disagree,Disagree,Disagree,Agree,Strongly Disagree +2016,111,Connecticut,Male,50-59,,,,,,1,1,4,Clinton,59.85,9,7,Disagree,Strongly Disagree,Strongly Disagree,91.67,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,75,Strongly Disagree,Agree,Disagree,50,Don't Know,Agree,Disagree,51.25,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,80,Agree,Neither Agree Nor Disagree,Agree,Agree,Don't Know,61.75,Not Applicable,Not Applicable,Agree,Disagree,Neither Agree Nor Disagree,66,Strongly Disagree,Strongly Disagree,Agree,Agree,Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,68.75,Strongly Disagree,Strongly Disagree,Strongly Disagree,Don't Know,Strongly Disagree,33,Strongly Disagree,Agree,Strongly Disagree,Agree,75,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,0,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree +2016,112,Connecticut,Male,50-59,,,,,,1,1,3,Clinton,82.19,10,8,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Strongly Agree,83.33,Disagree,Disagree,Disagree,75,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Disagree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,80,Strongly Agree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Strongly Disagree,65,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,Strongly Disagree,81.25,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,95.5,Agree,Strongly Agree,Strongly Disagree,Strongly Agree,56.25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Don't Know,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,113,Connecticut,Male,40-49,,,,,,1,1,2,Clinton,54.44,9,7,Strongly Agree,Neither Agree Nor Disagree,Agree,25,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,62.5,Agree,Agree,Neither Agree Nor Disagree,33.33,Don't Know,Disagree,Disagree,65.83,Disagree,Neither Agree Nor Disagree,Agree,Disagree,55,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Neither Agree Nor Disagree,35,Agree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,55,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Don't Know,65.94,Agree,Agree,Agree,Don't Know,Don't Know,78.25,Disagree,Agree,Agree,Don't Know,50.31,Disagree,Disagree,Agree,Agree,50,Disagree,Strongly Disagree,Don't Know,Strongly Disagree,Strongly Disagree,Agree,Agree,Agree,Agree +2016,114,Connecticut,Female,40-49,,,,,,1,1,2,Clinton,79.59,10,10,Neither Agree Nor Disagree,Disagree,Strongly Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Strongly Agree,100,Don't Know,Don't Know,Don't Know,64.58,Disagree,Disagree,Agree,Strongly Disagree,50,Agree,Don't Know,Agree,Agree,Don't Know,66.25,Strongly Agree,Strongly Agree,Agree,Disagree,Disagree,85,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Disagree,Agree,Strongly Agree,Strongly Disagree,75,Strongly Agree,Strongly Agree,Agree,Strongly Disagree,Strongly Disagree,95,Disagree,Agree,Strongly Disagree,Strongly Agree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,115,Connecticut,Female,80-89,,,,,,,1,4,Clinton,73.57,10,9,Disagree,Disagree,Strongly Disagree,83.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Agree,75,Disagree,Disagree,Disagree,75,Disagree,Strongly Agree,Disagree,Strongly Disagree,90,Agree,Agree,Agree,Agree,Disagree,55,Don't Know,Agree,Don't Know,Agree,Disagree,52.25,Disagree,Disagree,Strongly Agree,Agree,Disagree,Agree,Strongly Agree,Disagree,68.75,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Strongly Disagree,94.5,Agree,Agree,Disagree,Agree,50,Agree,Agree,Don't Know,Agree,74.06,Strongly Disagree,Agree,Don't Know,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Agree +2016,116,Connecticut,Male,30-39,,,,,,,1,2,Clinton,51.53,7,6,Strongly Agree,Strongly Agree,Agree,8.33,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,62.5,Strongly Agree,Strongly Agree,Disagree,8.33,Agree,Agree,Neither Agree Nor Disagree,33.33,Neither Agree Nor Disagree,Agree,Disagree,Disagree,70,Disagree,Agree,Disagree,Neither Agree Nor Disagree,Strongly Agree,45,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,30,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Strongly Agree,Neither Agree Nor Disagree,62.5,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,80,Disagree,Strongly Agree,Disagree,Agree,56.25,Neither Agree Nor Disagree,Agree,Agree,Agree,68.75,Disagree,Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,117,Connecticut,Male,50-59,,,,,,1,1,4,Clinton,60.92,9,7,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree,33.33,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,65,Disagree,Agree,Disagree,Don't Know,72.75,Neither Agree Nor Disagree,Disagree,Don't Know,Disagree,Disagree,51.5,Don't Know,Don't Know,Don't Know,Agree,Don't Know,56.25,Strongly Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Agree,Agree,Don't Know,67.66,Agree,Agree,Agree,Don't Know,Don't Know,79,Disagree,Agree,Disagree,Don't Know,62.81,Agree,Agree,Agree,Agree,75,Strongly Disagree,Neither Agree Nor Disagree,Agree,Disagree,Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,118,Connecticut,Male,50-59,,,,,,1,1,5,Clinton,75,8,8,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Agree,75,Disagree,Disagree,Disagree,75,Disagree,Strongly Agree,Agree,Disagree,75,Agree,Disagree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Disagree,60,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Strongly Disagree,65.63,Agree,Strongly Agree,Strongly Agree,Not Applicable,Strongly Disagree,88,Don't Know,Disagree,Disagree,Agree,77.5,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Disagree,Disagree,Disagree,Agree,Agree,Agree,Disagree +2016,119,Connecticut,Male,50-59,,,,,,1,1,2,Clinton,71.58,10,2,Strongly Disagree,Strongly Disagree,Disagree,91.67,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,75,Disagree,Neither Agree Nor Disagree,Don't Know,52.5,Don't Know,Disagree,Strongly Disagree,71.25,Strongly Disagree,Agree,Disagree,Strongly Disagree,85,Agree,Disagree,Agree,Agree,Not Applicable,67,Don't Know,Agree,Don't Know,Disagree,Don't Know,65.25,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree,Don't Know,,,65.94,Agree,Strongly Agree,Strongly Agree,Not Applicable,Don't Know,85.75,Strongly Disagree,Strongly Agree,Strongly Disagree,Not Applicable,67.19,Agree,Disagree,Strongly Agree,Neither Agree Nor Disagree,62.5,Strongly Disagree,Agree,Agree,Disagree,Strongly Disagree,Don't Know,Don't Know,Strongly Agree,Agree +2016,120,Connecticut,Male,50-59,,,,,,1,1,,Clinton,,7,5,Disagree,Disagree,Disagree,75,Agree,Agree,Agree,Agree,75,Not Applicable,Not Applicable,Not Applicable,,Don't Know,Don't Know,Don't Know,,Disagree,Agree,Disagree,Disagree,75,Disagree,Disagree,Disagree,Disagree,Disagree,35,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Strongly Agree,Neither Agree Nor Disagree,35,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Agree,Agree,Disagree,62.5,Don't Know,Agree,Agree,Disagree,Disagree,,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Agree,Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Strongly Disagree +2016,121,Delaware,Male,50-59,,,,,,1,1,4,Clinton,75.31,10,6,Agree,Strongly Agree,Strongly Agree,8.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Agree,Don't Know,43.33,Don't Know,Don't Know,Don't Know,61.25,Don't Know,Strongly Agree,Don't Know,Don't Know,86.75,Strongly Agree,Don't Know,Strongly Agree,Strongly Agree,Don't Know,77.75,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,62,Strongly Disagree,Disagree,Strongly Agree,Agree,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,90.63,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,91.5,Don't Know,Don't Know,Strongly Disagree,Don't Know,64.06,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,95,Strongly Disagree,Agree,Don't Know,Don't Know,Strongly Disagree,Agree,Don't Know,Strongly Agree,Strongly Agree +2016,122,Delaware,Female,50-59,,,,,,1,1,3,Clinton,61.4,9,8,Neither Agree Nor Disagree,Strongly Agree,Don't Know,,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Agree,Disagree,33.33,Don't Know,Don't Know,Don't Know,57.5,Disagree,Strongly Agree,Neither Agree Nor Disagree,Don't Know,76,Disagree,Agree,Neither Agree Nor Disagree,Disagree,Don't Know,33.25,Don't Know,Agree,Agree,Neither Agree Nor Disagree,Don't Know,63,Disagree,Don't Know,Strongly Agree,Agree,Agree,Agree,Agree,Not Applicable,72.19,Don't Know,Strongly Agree,Agree,Don't Know,Don't Know,77,Not Applicable,Agree,Disagree,Don't Know,60,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Don't Know,Disagree,Agree,Don't Know,Disagree,Agree,Agree,Agree,Strongly Disagree +2016,123,Delaware,Female,40-49,,,,,,1,1,2,Clinton,66.22,8,4,Disagree,Neither Agree Nor Disagree,Disagree,66.67,Neither Agree Nor Disagree,Agree,Agree,Agree,68.75,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Don't Know,Don't Know,Don't Know,56.25,Disagree,Agree,Disagree,Disagree,75,Agree,Disagree,Agree,Agree,Don't Know,66.75,Don't Know,Don't Know,Don't Know,Neither Agree Nor Disagree,Don't Know,47.5,Don't Know,Don't Know,Strongly Agree,Strongly Agree,Don't Know,Don't Know,Strongly Agree,Strongly Disagree,75.31,Agree,Agree,Agree,Don't Know,Don't Know,77,Strongly Disagree,Strongly Agree,Disagree,Don't Know,60.63,Agree,Agree,Agree,Agree,75,Disagree,Strongly Agree,Agree,Agree,Agree,Agree,Agree,Strongly Agree,Strongly Disagree +2016,124,District of Columbia,Female,30-39,,,,,,1,1,4,Clinton,66.05,9,8,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,58.33,Agree,Agree,Agree,Agree,75,Don't Know,Don't Know,Don't Know,54.17,Disagree,Disagree,Strongly Disagree,83.33,Neither Agree Nor Disagree,Agree,Agree,Don't Know,58.25,Agree,Disagree,Agree,Agree,Don't Know,64.75,Agree,Agree,Disagree,Disagree,Disagree,65,Disagree,Disagree,Agree,Strongly Disagree,Agree,Agree,Strongly Agree,Disagree,62.5,Agree,Agree,Agree,Don't Know,Don't Know,71.75,Disagree,Agree,Disagree,Neither Agree Nor Disagree,56.25,Agree,Agree,Agree,Strongly Agree,81.25,Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Disagree +2016,125,District of Columbia,Male,40-49,,,,,,,1,7,Clinton,46.94,5,5,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Agree,Agree,Agree,Agree,75,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Agree,Agree,Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,Disagree,30,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Agree,Agree,35,Agree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Disagree,43.75,Agree,Agree,Agree,Agree,Agree,55,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,56.25,Agree,Agree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Neither Agree Nor Disagree +2016,126,District of Columbia,Female,40-49,,,,,,,,5,,51.28,,7,Not Applicable,Disagree,Strongly Disagree,,Agree,Agree,Agree,Agree,75,Not Applicable,Not Applicable,Not Applicable,50.42,Agree,Disagree,Disagree,58.33,Disagree,Disagree,Agree,Agree,45,Disagree,Agree,Disagree,Agree,Agree,45,Strongly Disagree,Disagree,Strongly Disagree,Agree,Strongly Agree,10,Strongly Agree,Strongly Agree,Agree,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,46.88,Don't Know,Agree,Don't Know,Don't Know,Agree,63.25,Disagree,Agree,Disagree,Don't Know,61.25,Neither Agree Nor Disagree,Agree,Disagree,Agree,56.25,Strongly Agree,Disagree,Strongly Agree,Agree,Don't Know,Neither Agree Nor Disagree,Disagree,Agree,Strongly Agree +2016,127,District of Columbia,Female,60-69,,,,,,1,1,1,Clinton,72.24,10,7,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Not Applicable,Not Applicable,Not Applicable,45,Agree,Don't Know,Don't Know,54.58,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Disagree,Strongly Agree,Strongly Disagree,Neither Agree Nor Disagree,45,Agree,Strongly Agree,Don't Know,Disagree,Don't Know,67.75,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,Not Applicable,73.28,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,71.5,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,56.25,Agree,Strongly Agree,Don't Know,Agree,77.19,Strongly Disagree,Strongly Disagree,Agree,Strongly Disagree,Don't Know,Strongly Agree,Strongly Agree,Agree,Agree +2016,128,District of Columbia,Male,40-49,,,,,,1,1,3,,72.68,9,9,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,66.67,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Not Applicable,Not Applicable,Not Applicable,42.5,Don't Know,Don't Know,Don't Know,56.67,Don't Know,Strongly Agree,Strongly Disagree,Strongly Disagree,96.25,Disagree,Agree,Strongly Agree,Agree,Strongly Disagree,45,Don't Know,Don't Know,Don't Know,Disagree,Strongly Disagree,67.5,Don't Know,Don't Know,Strongly Agree,Strongly Agree,Don't Know,Don't Know,Strongly Agree,Strongly Disagree,72.34,Don't Know,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Strongly Disagree,Strongly Agree,Strongly Disagree,Neither Agree Nor Disagree,62.5,Don't Know,Strongly Agree,Strongly Agree,Agree,85.31,Strongly Disagree,Agree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree +2016,129,District of Columbia,Male,50-59,,,,,,1,1,5,Clinton,69.92,10,5,Agree,Agree,Agree,25,Disagree,Disagree,Neither Agree Nor Disagree,Agree,43.75,Not Applicable,Not Applicable,Not Applicable,52.5,Agree,Disagree,Strongly Disagree,66.67,Strongly Disagree,Agree,Neither Agree Nor Disagree,Disagree,75,Agree,Disagree,Agree,Agree,Disagree,65,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,Disagree,55,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,81.25,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,85.5,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,100,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,91.56,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,Don't Know,Don't Know,Don't Know,Don't Know +2016,130,District of Columbia,Male,40-49,,,,,,1,1,3,Clinton,65.43,9,9,Agree,Strongly Disagree,Disagree,66.67,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Strongly Agree,Agree,Disagree,16.67,Don't Know,Don't Know,Disagree,55,Disagree,Agree,Disagree,Disagree,75,Disagree,Strongly Disagree,Agree,Disagree,Not Applicable,51.75,Agree,Disagree,Strongly Disagree,Agree,Disagree,40,Disagree,Disagree,Agree,Strongly Agree,Don't Know,Agree,Don't Know,Disagree,75.16,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Disagree,Strongly Agree,Agree,Not Applicable,45.31,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Agree,Disagree,Disagree,Agree,Strongly Agree,Strongly Agree,Agree +2016,131,District of Columbia,Male,70-79,,,,,,1,1,3,Clinton,85.33,10,10,Disagree,Agree,Strongly Disagree,66.67,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Not Applicable,Not Applicable,Not Applicable,40.83,Disagree,Strongly Disagree,Strongly Disagree,91.67,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Strongly Agree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,95,Strongly Agree,Strongly Agree,Agree,Strongly Disagree,Strongly Disagree,95,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,92.5,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,73.75,Strongly Disagree,Strongly Agree,Disagree,Strongly Agree,68.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,132,District of Columbia,Male,40-49,,,,,,1,1,5,Clinton,67.91,10,10,Disagree,Strongly Agree,Strongly Disagree,58.33,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Disagree,Agree,Agree,58.33,Don't Know,Agree,Don't Know,50,Disagree,Strongly Agree,Neither Agree Nor Disagree,Disagree,80,Agree,Agree,Agree,Disagree,Strongly Disagree,40,Don't Know,Don't Know,Don't Know,Neither Agree Nor Disagree,Neither Agree Nor Disagree,53.75,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,87.5,Agree,Agree,Agree,Don't Know,Don't Know,71.75,Neither Agree Nor Disagree,Disagree,Disagree,Neither Agree Nor Disagree,62.5,Agree,Agree,Agree,Agree,75,Strongly Disagree,Don't Know,Disagree,Disagree,Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,133,District of Columbia,Female,60-69,,,,,,1,1,3,Clinton,70.31,10,10,Strongly Disagree,Agree,Strongly Disagree,75,Agree,Strongly Agree,Don't Know,Strongly Agree,88.13,Not Applicable,Not Applicable,Not Applicable,49.17,Don't Know,Don't Know,Don't Know,59.58,Don't Know,Strongly Agree,Strongly Disagree,Don't Know,87.25,Agree,Neither Agree Nor Disagree,Agree,Disagree,Strongly Disagree,45,Don't Know,Agree,Don't Know,Strongly Disagree,Don't Know,66.75,Don't Know,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Don't Know,82.66,Don't Know,Agree,Agree,Don't Know,Don't Know,66,Don't Know,Strongly Agree,Strongly Disagree,Don't Know,63.75,Agree,Strongly Agree,Neither Agree Nor Disagree,Agree,75,Strongly Disagree,Don't Know,Don't Know,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,134,District of Columbia,Male,40-49,,,,,,1,1,4,Clinton,79.52,9,6,Agree,Agree,Strongly Disagree,50,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Disagree,Disagree,Agree,75,Don't Know,Don't Know,Strongly Disagree,70.83,Strongly Disagree,Don't Know,Agree,Strongly Disagree,74.5,Strongly Agree,Don't Know,Don't Know,Strongly Agree,Don't Know,74,Don't Know,Neither Agree Nor Disagree,Strongly Agree,Agree,Don't Know,65.5,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,87.97,Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Don't Know,Strongly Agree,Strongly Disagree,Strongly Agree,71.25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Agree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,135,District of Columbia,Female,30-39,,,,,,,1,6,,54.8,9,8,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,62.5,Not Applicable,Not Applicable,Not Applicable,52.5,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Don't Know,Agree,Disagree,Don't Know,70.5,Disagree,Agree,Neither Agree Nor Disagree,Disagree,Don't Know,34.25,Neither Agree Nor Disagree,Agree,Don't Know,Strongly Disagree,Don't Know,64.25,Neither Agree Nor Disagree,Agree,Agree,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,Agree,Disagree,47.19,Neither Agree Nor Disagree,Agree,Agree,Don't Know,Don't Know,66,Disagree,Agree,Disagree,Agree,62.5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,43.75,Disagree,Disagree,Agree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree +2016,136,District of Columbia,Female,40-49,,,,,,1,1,3,,67.65,9,6,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Not Applicable,Not Applicable,Not Applicable,45.83,Don't Know,Disagree,Disagree,64.17,Disagree,Agree,Disagree,Disagree,71,Agree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Disagree,55,Agree,Agree,Agree,Neither Agree Nor Disagree,Disagree,70,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Not Applicable,68.44,Agree,Agree,Agree,Not Applicable,Disagree,72.75,Disagree,Agree,Disagree,Not Applicable,60.94,Agree,Agree,Agree,Agree,75,Disagree,Strongly Agree,Agree,Strongly Agree,Disagree,Agree,Agree,Strongly Agree,Disagree +2016,137,District of Columbia,Female,50-59,,,,,,,1,3,Clinton,67.14,9,8,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Don't Know,Don't Know,Don't Know,Don't Know,69.06,Not Applicable,Not Applicable,Not Applicable,42.5,Don't Know,Don't Know,Don't Know,56.67,Disagree,Agree,Disagree,Disagree,75,Agree,Disagree,Agree,Agree,Neither Agree Nor Disagree,70,Don't Know,Don't Know,Don't Know,Disagree,Don't Know,60.75,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Don't Know,Agree,Agree,Don't Know,67.19,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Disagree,Disagree,Agree,75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Strongly Disagree,Disagree,Agree,Agree,Agree,Neither Agree Nor Disagree +2016,138,District of Columbia,Female,40-49,,,,,,,1,1,Clinton,54.31,9,5,Agree,Agree,Agree,25,Agree,Agree,Agree,Agree,75,Not Applicable,Not Applicable,Not Applicable,50.83,Agree,Agree,Don't Know,45.83,Agree,Disagree,Agree,Don't Know,42.75,Disagree,Disagree,Disagree,Disagree,Disagree,35,Don't Know,Don't Know,Don't Know,Strongly Agree,Don't Know,38.75,Don't Know,Don't Know,Agree,Agree,Agree,Agree,Agree,Don't Know,64.84,Agree,Agree,Don't Know,Don't Know,Don't Know,73,Don't Know,Agree,Disagree,Don't Know,57.5,Agree,Agree,Agree,Agree,75,Disagree,Agree,Agree,Don't Know,Disagree,Agree,Agree,Agree,Disagree +2016,139,District of Columbia,Male,40-49,,,,,,1,1,2,Clinton,75.05,9,8,Strongly Disagree,Strongly Disagree,Agree,75,Agree,Strongly Agree,Agree,Agree,81.25,Agree,Strongly Disagree,Disagree,50,Don't Know,Don't Know,Don't Know,60,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,90,Disagree,Strongly Disagree,Agree,Disagree,Strongly Disagree,45,Strongly Agree,Strongly Agree,Strongly Disagree,Disagree,Strongly Disagree,75,Agree,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,75,Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,89.5,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Agree,Strongly Agree,Strongly Disagree +2016,140,District of Columbia,Male,70-79,,,,,,,1,6,Clinton,68.37,10,6,Disagree,Disagree,Disagree,75,Agree,Agree,Agree,Agree,75,Not Applicable,Not Applicable,Not Applicable,48.75,Don't Know,Don't Know,Don't Know,69.58,Agree,Agree,Disagree,Strongly Disagree,70,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Strongly Disagree,Don't Know,45.75,Don't Know,Agree,Agree,Don't Know,Don't Know,71.75,Disagree,Neither Agree Nor Disagree,Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,84.38,Agree,Agree,Agree,Neither Agree Nor Disagree,Agree,60,Don't Know,Agree,Disagree,Agree,64.38,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Agree,Disagree,Don't Know,Strongly Agree,Don't Know,Strongly Agree,Strongly Agree +2016,141,District of Columbia,Male,30-39,,,,,,1,1,3,Clinton,70.23,10,3,Neither Agree Nor Disagree,Agree,Disagree,50,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Not Applicable,Not Applicable,Not Applicable,43.75,Don't Know,Don't Know,Don't Know,57.08,Strongly Disagree,Agree,Disagree,Strongly Disagree,85,Disagree,Strongly Disagree,Strongly Agree,Disagree,Disagree,55,Agree,Agree,Strongly Disagree,Agree,Disagree,50,Agree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,78.13,Agree,Strongly Agree,Strongly Agree,Not Applicable,Disagree,87.75,Strongly Disagree,Strongly Agree,Strongly Disagree,Agree,68.75,Strongly Agree,Agree,Agree,Strongly Agree,87.5,Strongly Disagree,Agree,Disagree,Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Agree +2016,142,District of Columbia,Male,70-79,,,,,,1,1,2,Clinton,68.37,9,6,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,66.67,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Disagree,Strongly Disagree,Strongly Agree,91.67,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Disagree,Strongly Agree,Disagree,Disagree,85,Disagree,Neither Agree Nor Disagree,Agree,Disagree,Neither Agree Nor Disagree,45,Agree,Agree,Disagree,Agree,Disagree,55,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Agree,Disagree,65.63,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Agree,Strongly Disagree,Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,143,District of Columbia,Female,60-69,,,,,,,1,5,Clinton,62.58,10,9,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,66.67,Agree,Agree,Agree,Agree,75,Not Applicable,Not Applicable,Not Applicable,51.25,Don't Know,Don't Know,Don't Know,65.42,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,45,Agree,Agree,Agree,Agree,Don't Know,58.25,Neither Agree Nor Disagree,Disagree,Disagree,Don't Know,Don't Know,39.75,Don't Know,Don't Know,Strongly Agree,Agree,Don't Know,Agree,Agree,Agree,74.06,Agree,Agree,Agree,Don't Know,Don't Know,65.5,Not Applicable,Agree,Strongly Disagree,Don't Know,70.31,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Agree,Don't Know,Disagree,Agree,Agree,Agree,Disagree +2016,144,District of Columbia,Male,30-39,,,,,,,1,4,Clinton,68.88,9,2,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Neither Agree Nor Disagree,Agree,Strongly Agree,Strongly Agree,81.25,Strongly Disagree,Disagree,Neither Agree Nor Disagree,75,Disagree,Agree,Strongly Disagree,66.67,Strongly Disagree,Agree,Disagree,Strongly Disagree,85,Disagree,Strongly Disagree,Disagree,Disagree,Disagree,40,Strongly Agree,Strongly Disagree,Strongly Disagree,Agree,Disagree,40,Strongly Disagree,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,81.25,Agree,Agree,Agree,Agree,Agree,55,Disagree,Strongly Agree,Disagree,Strongly Agree,62.5,Agree,Strongly Agree,Agree,Agree,81.25,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree +2016,145,District of Columbia,Female,60-69,,,,,,,1,4,Clinton,59.49,9,9,Not Applicable,Not Applicable,Disagree,,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,0,Not Applicable,Not Applicable,Not Applicable,37.92,Don't Know,Don't Know,Don't Know,62.92,Disagree,Agree,Disagree,Disagree,75,Agree,Disagree,Disagree,Agree,Not Applicable,58,Agree,Agree,Don't Know,Neither Agree Nor Disagree,Don't Know,55.25,Disagree,Disagree,Agree,Agree,Don't Know,Agree,Agree,Don't Know,72.5,Agree,Agree,Agree,Don't Know,Disagree,71.75,Disagree,Agree,Disagree,Not Applicable,61.56,Agree,Agree,Agree,Agree,75,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Agree +2016,146,Florida,Male,60-69,,,1,,,1,1,3,,59.18,8,7,Strongly Agree,Strongly Agree,Strongly Agree,0,Agree,Agree,Disagree,Agree,62.5,Strongly Agree,Strongly Agree,Disagree,8.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Disagree,Agree,Disagree,Strongly Disagree,80,Disagree,Agree,Strongly Agree,Strongly Agree,Disagree,55,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,Disagree,40,Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Strongly Disagree,78.13,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Disagree,85,Disagree,Agree,Disagree,Neither Agree Nor Disagree,56.25,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Agree +2016,147,Florida,Male,40-49,,,,,,1,1,3,,63.93,10,10,Agree,Agree,Strongly Agree,16.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Strongly Agree,Disagree,8.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Disagree,Agree,Disagree,Strongly Disagree,80,Agree,Neither Agree Nor Disagree,Don't Know,Agree,Strongly Disagree,50.25,Agree,Agree,Don't Know,Strongly Agree,Don't Know,53.5,Disagree,Disagree,Agree,Agree,Agree,Don't Know,Strongly Agree,Not Applicable,69.69,Don't Know,Strongly Agree,Strongly Agree,Don't Know,Don't Know,82.25,Disagree,Neither Agree Nor Disagree,Disagree,Don't Know,67.5,Agree,Agree,Strongly Agree,Agree,81.25,Strongly Disagree,Agree,Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,148,Florida,Male,30-39,,,,,,,1,2,Clinton,52.27,7,4,Agree,Agree,Disagree,41.67,Disagree,Disagree,Agree,Agree,50,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,48.75,Agree,Disagree,Disagree,Disagree,45,Disagree,Disagree,Disagree,Disagree,Not Applicable,35.75,Don't Know,Disagree,Agree,Agree,Don't Know,47.5,Disagree,Disagree,Disagree,Agree,Agree,Don't Know,Agree,Disagree,62.5,Agree,Agree,Agree,Agree,Disagree,65,Disagree,Agree,Disagree,Not Applicable,62.19,Agree,Agree,Agree,Agree,75,Disagree,Agree,Agree,Disagree,Strongly Disagree,Don't Know,Don't Know,Agree,Agree +2016,149,Florida,Male,60-69,,,,,,1,1,4,Clinton,54.59,5,7,Neither Agree Nor Disagree,Agree,Disagree,50,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,75,Strongly Agree,Strongly Agree,Disagree,8.33,Agree,Neither Agree Nor Disagree,Disagree,50,Disagree,Agree,Disagree,Disagree,70,Strongly Agree,Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,50,Agree,Agree,Disagree,Agree,Agree,45,Agree,Disagree,Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,Disagree,65.63,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,65,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree,Agree,43.75,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree,Agree,Agree,Agree,Disagree +2016,150,Florida,Male,50-59,,,,,,1,1,3,Clinton,39.52,3,2,Strongly Agree,Strongly Agree,Strongly Agree,0,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,31.25,Strongly Agree,Agree,Disagree,16.67,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,33.33,Agree,Disagree,Disagree,Disagree,45,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Disagree,25,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,10,Agree,Strongly Disagree,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Don't Know,Don't Know,Don't Know,46.72,Don't Know,Agree,Agree,Not Applicable,Disagree,77.25,Neither Agree Nor Disagree,Disagree,Disagree,Not Applicable,70.31,Disagree,Don't Know,Don't Know,Neither Agree Nor Disagree,55,Strongly Agree,Strongly Agree,Agree,Don't Know,Strongly Disagree,Don't Know,Don't Know,Agree,Strongly Disagree +2016,151,Florida,Male,40-49,,,,,,1,1,3,Clinton,68.55,7,6,Agree,Strongly Disagree,Strongly Agree,41.67,Neither Agree Nor Disagree,Agree,Agree,Agree,68.75,Agree,Agree,Disagree,25,Strongly Agree,Disagree,Disagree,50,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Disagree,Disagree,Agree,Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,Disagree,65,Disagree,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,72.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Strongly Disagree,Not Applicable,69.69,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Neither Agree Nor Disagree +2016,152,Florida,Male,50-59,,,,,,1,1,4,Clinton,59.08,6,6,Strongly Agree,Agree,Agree,16.67,Neither Agree Nor Disagree,Don't Know,Don't Know,Neither Agree Nor Disagree,62.5,Strongly Agree,Agree,Disagree,16.67,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,66.67,Don't Know,Agree,Disagree,Don't Know,68.75,Agree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Disagree,45,Neither Agree Nor Disagree,Disagree,Strongly Disagree,Strongly Disagree,Disagree,50,Don't Know,Don't Know,Disagree,Agree,Agree,Agree,Don't Know,Don't Know,65,Strongly Agree,Strongly Agree,Agree,Don't Know,Don't Know,86.25,Disagree,Neither Agree Nor Disagree,Strongly Disagree,Agree,75,Agree,Agree,Agree,Neither Agree Nor Disagree,68.75,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree +2016,153,Florida,Male,50-59,,,,,,,1,4,Clinton,54.52,4,2,Strongly Agree,Strongly Agree,Strongly Agree,0,Agree,Agree,Don't Know,Strongly Agree,83.44,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Neither Agree Nor Disagree,Disagree,50,Disagree,Disagree,Neither Agree Nor Disagree,Don't Know,53.25,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Don't Know,56.5,Don't Know,Don't Know,Strongly Disagree,Agree,Don't Know,38.25,Disagree,Disagree,Agree,Disagree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,65.78,Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,84.75,,Strongly Agree,Strongly Disagree,Agree,62.5,Disagree,Agree,Don't Know,Agree,61.88,Neither Agree Nor Disagree,Strongly Agree,Agree,Agree,Strongly Disagree,Agree,Agree,Strongly Agree,Neither Agree Nor Disagree +2016,154,Florida,Female,60-69,,,,,,1,1,6,Clinton,59.36,8,8,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Agree,Agree,Agree,Agree,75,Don't Know,Don't Know,Don't Know,20,Don't Know,Don't Know,Don't Know,62.5,Don't Know,Agree,Agree,Don't Know,66.75,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Agree,40,Disagree,Don't Know,Don't Know,Agree,Don't Know,42.25,Disagree,Don't Know,Agree,Agree,Agree,Agree,Agree,Don't Know,68.13,Agree,Agree,Agree,Don't Know,Don't Know,73.5,Neither Agree Nor Disagree,Agree,Disagree,Don't Know,57.19,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Disagree,Disagree,Neither Agree Nor Disagree,Don't Know,Don't Know,Agree,Agree,Agree,Disagree +2016,155,Florida,Male,50-59,,,,,,1,1,3,Clinton,72.7,9,8,Disagree,Disagree,Disagree,75,Strongly Agree,Strongly Agree,Agree,Agree,87.5,Agree,Agree,Disagree,25,Disagree,Disagree,Strongly Disagree,83.33,Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Agree,Neither Agree Nor Disagree,Agree,Disagree,Strongly Disagree,45,Not Applicable,Agree,Agree,Neither Agree Nor Disagree,Disagree,67,Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Strongly Disagree,78.13,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Disagree,90.5,Disagree,Agree,Disagree,Strongly Agree,68.75,Neither Agree Nor Disagree,Agree,Agree,Agree,68.75,Strongly Disagree,Agree,Disagree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,156,Florida,Female,30-39,,,,,,1,1,3,Clinton,66.76,10,7,Strongly Disagree,Disagree,Neither Agree Nor Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,46.25,Disagree,Agree,Disagree,Strongly Disagree,80,Agree,Disagree,Agree,Agree,Don't Know,65.25,Agree,Agree,Strongly Disagree,Strongly Agree,Agree,35,Don't Know,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,Don't Know,Don't Know,Strongly Disagree,65.94,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Not Applicable,90,Strongly Disagree,Strongly Agree,Disagree,Strongly Agree,68.75,Agree,Not Applicable,Agree,Agree,69.69,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,157,Florida,Female,40-49,,,,,,1,1,3,Clinton,55.1,8,8,Agree,Agree,Agree,25,Agree,Strongly Agree,Agree,Agree,81.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Agree,Strongly Disagree,50,Disagree,Strongly Agree,Neither Agree Nor Disagree,Disagree,80,Disagree,Strongly Agree,Disagree,Disagree,Disagree,20,Agree,Agree,Neither Agree Nor Disagree,Disagree,Disagree,70,Agree,Disagree,Agree,Agree,Agree,Agree,Agree,Strongly Disagree,59.38,Agree,Agree,Agree,Neither Agree Nor Disagree,Disagree,70,Disagree,Agree,Disagree,Agree,62.5,Disagree,Agree,Agree,Neither Agree Nor Disagree,56.25,Disagree,Disagree,Agree,Disagree,Disagree,Agree,Agree,Agree,Agree +2016,158,Florida,Female,50-59,,,,,,1,1,3,Clinton,44.21,1,1,Strongly Disagree,Strongly Agree,Strongly Agree,33.33,Strongly Disagree,Strongly Disagree,Agree,Disagree,25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,53.75,Disagree,Strongly Disagree,Disagree,Don't Know,51.75,Disagree,Don't Know,Don't Know,Agree,Agree,58.25,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Agree,30,Don't Know,Disagree,Disagree,Agree,Agree,Agree,Don't Know,Disagree,62.97,Agree,Agree,Don't Know,Agree,Agree,55.25,Disagree,Disagree,Disagree,Disagree,62.5,Strongly Disagree,Disagree,Disagree,Disagree,18.75,Agree,Disagree,Don't Know,Strongly Agree,Don't Know,Don't Know,Don't Know,Disagree,Strongly Disagree +2016,159,Florida,Female,40-49,,,,,,1,1,3,Clinton,55.41,8,8,Neither Agree Nor Disagree,Agree,Agree,33.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,53.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,55,Strongly Disagree,Don't Know,Disagree,Disagree,Strongly Disagree,19,Disagree,Disagree,Agree,Disagree,Don't Know,51.25,Agree,Disagree,Strongly Agree,Agree,Agree,Agree,Agree,Disagree,65.63,Agree,Agree,Agree,Don't Know,Don't Know,73.75,Don't Know,Agree,Disagree,Neither Agree Nor Disagree,52.5,Disagree,Strongly Agree,Neither Agree Nor Disagree,Agree,62.5,Strongly Disagree,Agree,Disagree,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Disagree +2016,160,Florida,Female,50-59,,,,,,1,1,3,Clinton,56.73,7,7,Disagree,Disagree,Agree,58.33,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,62.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Neither Agree Nor Disagree,Disagree,50,Disagree,Agree,Disagree,Neither Agree Nor Disagree,70,Disagree,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,40,Agree,Agree,Disagree,Agree,Neither Agree Nor Disagree,50,Disagree,Disagree,Agree,Agree,Agree,Agree,Neither Agree Nor Disagree,Disagree,65.63,Agree,Agree,Agree,Not Applicable,Disagree,74.25,Don't Know,Agree,Disagree,Don't Know,58.44,Neither Agree Nor Disagree,Agree,Agree,Agree,68.75,Disagree,Agree,Agree,Don't Know,Strongly Disagree,Don't Know,Agree,Agree,Don't Know +2016,161,Florida,Male,40-49,,,,,,1,1,7,Trump,61.73,9,9,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Disagree,Agree,Disagree,Disagree,75,Agree,Agree,Agree,Agree,Neither Agree Nor Disagree,60,Neither Agree Nor Disagree,Agree,Disagree,Agree,Disagree,50,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Disagree,68.75,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Disagree,Neither Agree Nor Disagree,Agree,Disagree,Disagree,Agree,Agree,Agree,Neither Agree Nor Disagree +2016,162,Florida,Male,40-49,,,,,,1,1,4,Clinton,59.97,7,5,Neither Agree Nor Disagree,Strongly Agree,Agree,25,Agree,Agree,Strongly Agree,Agree,81.25,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,57.5,Disagree,Strongly Agree,Disagree,Strongly Disagree,90,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Neither Agree Nor Disagree,35,Agree,Disagree,Disagree,Strongly Agree,Agree,30,Neither Agree Nor Disagree,Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,75,Don't Know,Strongly Agree,Don't Know,Don't Know,Don't Know,83,Disagree,Strongly Agree,Disagree,Not Applicable,56.56,Agree,Agree,Agree,Neither Agree Nor Disagree,68.75,Strongly Agree,Disagree,Strongly Agree,Agree,Strongly Disagree,Agree,Don't Know,Strongly Agree,Strongly Disagree +2016,163,Florida,Male,40-49,,,,,,1,1,3,Clinton,58.37,8,6,Agree,Strongly Agree,Agree,16.67,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Agree,Disagree,41.67,Agree,Agree,Disagree,Disagree,65,Disagree,Disagree,Disagree,Disagree,Disagree,35,Disagree,Disagree,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,20,Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Agree,Strongly Agree,Agree,Don't Know,Don't Know,87,Disagree,Strongly Agree,Strongly Disagree,Agree,62.5,Neither Agree Nor Disagree,Agree,Agree,Agree,68.75,Disagree,Strongly Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree +2016,164,Florida,Female,40-49,,,,,,,,3,,40.33,6,7,Agree,Strongly Agree,Agree,16.67,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,43.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Neither Agree Nor Disagree,Disagree,Agree,Neither Agree Nor Disagree,35,Strongly Disagree,Disagree,Disagree,Strongly Disagree,Agree,35,Disagree,Disagree,Disagree,Strongly Agree,Strongly Agree,15,Neither Agree Nor Disagree,Don't Know,Agree,Agree,Agree,Neither Agree Nor Disagree,Agree,Strongly Disagree,60.31,Don't Know,Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,46.25,Disagree,Disagree,Don't Know,Neither Agree Nor Disagree,69.38,Disagree,Agree,Neither Agree Nor Disagree,Don't Know,52.5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Don't Know,Don't Know,Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree +2016,165,Florida,Male,30-39,,,,,,1,1,2,,58.37,8,8,Agree,Strongly Agree,Strongly Agree,8.33,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,47.08,Don't Know,Agree,Neither Agree Nor Disagree,Don't Know,70.25,Agree,Neither Agree Nor Disagree,Agree,Agree,Don't Know,60.25,Don't Know,Don't Know,Don't Know,Neither Agree Nor Disagree,Don't Know,52.5,Don't Know,Don't Know,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,75.31,Don't Know,Strongly Agree,Agree,Don't Know,Don't Know,83,Don't Know,Strongly Agree,Don't Know,Don't Know,52.81,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Strongly Agree,Don't Know,Don't Know,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree +2016,166,Florida,Male,50-59,,,,,,1,1,4,Clinton,73.65,9,8,Disagree,Disagree,Neither Agree Nor Disagree,66.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Disagree,Disagree,Disagree,75,Disagree,Agree,Strongly Disagree,Strongly Disagree,85,Agree,Neither Agree Nor Disagree,Agree,Strongly Agree,Neither Agree Nor Disagree,70,Not Applicable,Agree,Agree,Strongly Disagree,Agree,67,Disagree,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,82.19,Agree,Agree,Agree,Don't Know,Disagree,73.25,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Strongly Agree,81.25,Disagree,Agree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,Agree,Agree,Agree,Agree +2016,167,Florida,Male,30-39,,,,,,1,1,3,Clinton,64.16,9,9,Disagree,Disagree,Disagree,75,Agree,Agree,Agree,Agree,75,Agree,Agree,Neither Agree Nor Disagree,33.33,Don't Know,Don't Know,Don't Know,51.67,Disagree,Agree,Disagree,Disagree,75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,45,Agree,Agree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,55,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,Agree,Don't Know,Disagree,68.13,Don't Know,Agree,Agree,Don't Know,Don't Know,78.75,Disagree,Agree,Disagree,Don't Know,62.5,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Don't Know,Agree,Agree,Strongly Agree,Strongly Agree,Agree,Agree +2016,168,Florida,Male,70-79,,,,,,1,1,2,Clinton,60.46,9,10,Don't Know,Strongly Agree,Agree,,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Disagree,8.33,Agree,Neither Agree Nor Disagree,Disagree,50,Disagree,Agree,Disagree,Strongly Disagree,80,Strongly Agree,Disagree,Agree,Strongly Agree,Strongly Disagree,70,Neither Agree Nor Disagree,Agree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Agree,Agree,Agree,Agree,Agree,Agree,Strongly Disagree,59.38,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,90,Neither Agree Nor Disagree,Agree,Disagree,Strongly Agree,62.5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,62.5,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,169,Georgia,Male,60-69,,,,,,1,1,3,Clinton,58.93,4,4,Disagree,Agree,Agree,41.67,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,62.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,53.75,Disagree,Agree,Disagree,Strongly Disagree,80,Don't Know,Don't Know,Strongly Agree,Don't Know,Don't Know,60,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,46.5,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Agree,Don't Know,Don't Know,Don't Know,66.88,Agree,Agree,Agree,Don't Know,Don't Know,71.75,Disagree,Disagree,Strongly Disagree,Agree,81.25,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Strongly Disagree,Don't Know,Don't Know,Disagree,Don't Know,Agree,Agree,Agree,Agree +2016,170,Georgia,Female,50-59,,,,,,1,1,2,Clinton,54.39,8,6,Agree,Strongly Agree,Agree,16.67,Agree,Agree,Don't Know,Agree,71.88,Agree,Agree,Disagree,25,Agree,Agree,Don't Know,39.58,Neither Agree Nor Disagree,Agree,Don't Know,Disagree,67.75,Strongly Agree,Agree,Disagree,Disagree,Don't Know,41.25,Don't Know,Don't Know,Don't Know,Don't Know,Neither Agree Nor Disagree,35.5,Disagree,Disagree,Agree,Agree,Agree,Strongly Agree,Agree,Disagree,71.88,Agree,Agree,Agree,Don't Know,Don't Know,72.5,Disagree,Agree,Disagree,Don't Know,57.5,Neither Agree Nor Disagree,Agree,Don't Know,Neither Agree Nor Disagree,60.94,Disagree,Agree,Strongly Agree,Disagree,Disagree,Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree +2016,171,Georgia,Male,50-59,,,,,,1,1,3,Clinton,53.04,8,3,Agree,Agree,Agree,25,Neither Agree Nor Disagree,,Agree,Agree,68.75,Don't Know,Strongly Agree,Disagree,12.92,Don't Know,Don't Know,Don't Know,50.42,Disagree,Agree,Disagree,Don't Know,72,Disagree,Neither Agree Nor Disagree,Disagree,Agree,Don't Know,39.5,Disagree,Disagree,Strongly Disagree,Strongly Agree,Don't Know,23.25,Don't Know,Don't Know,Agree,Agree,Agree,Agree,Agree,Don't Know,67.5,Don't Know,Agree,Don't Know,Don't Know,Don't Know,70.75,Disagree,Strongly Agree,Don't Know,Don't Know,54.69,Don't Know,Don't Know,Don't Know,Don't Know,68.13,Don't Know,Don't Know,Disagree,Disagree,Disagree,Don't Know,Don't Know,Agree,Neither Agree Nor Disagree +2016,172,Georgia,Male,40-49,,,,,,1,1,7,Clinton,66.53,8,7,Agree,Agree,Disagree,41.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Strongly Agree,Neither Agree Nor Disagree,25,Disagree,Disagree,Disagree,75,Disagree,Disagree,Agree,Disagree,45,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,54,Don't Know,Agree,Agree,Disagree,Disagree,70,Strongly Disagree,Strongly Disagree,Agree,Agree,Don't Know,Agree,Agree,Strongly Disagree,72.34,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Disagree,90.25,Disagree,Strongly Agree,Disagree,Don't Know,58.75,Agree,Agree,Agree,Strongly Agree,81.25,Disagree,Disagree,Strongly Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree +2016,173,Georgia,Male,40-49,,,,,,1,1,4,Clinton,55.61,10,9,Neither Agree Nor Disagree,Strongly Agree,Agree,25,Agree,Agree,Agree,Strongly Agree,81.25,Agree,Agree,Disagree,25,Disagree,Disagree,Disagree,75,Agree,Agree,Neither Agree Nor Disagree,Disagree,60,Disagree,Agree,Disagree,Strongly Disagree,Neither Agree Nor Disagree,25,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree,40,Disagree,Disagree,Agree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Disagree,43.75,Not Applicable,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,76,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,75,Strongly Agree,Don't Know,Strongly Agree,Strongly Agree,92.5,Disagree,Agree,Agree,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Don't Know,Don't Know +2016,174,Georgia,Male,40-49,,,,,,1,1,6,Stein,76.43,9,6,Agree,Neither Agree Nor Disagree,Disagree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Strongly Agree,Strongly Disagree,8.33,Strongly Agree,Strongly Agree,Don't Know,15,Strongly Disagree,Strongly Agree,Not Applicable,Strongly Disagree,95,Agree,Disagree,Agree,Agree,Agree,75,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,80,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,84.38,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Disagree,Strongly Agree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Disagree,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,175,Georgia,Male,50-59,,,,,,1,1,5,Clinton,49.49,8,8,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,41.67,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,56.25,Strongly Agree,Agree,Disagree,16.67,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Disagree,65,Agree,Agree,Disagree,Agree,Disagree,45,Agree,Agree,Disagree,Disagree,Agree,55,Neither Agree Nor Disagree,Disagree,Disagree,Agree,Agree,Agree,Agree,Disagree,59.38,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Agree,Disagree,Neither Agree Nor Disagree,56.25,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,31.25,Disagree,Strongly Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Neither Agree Nor Disagree,Agree,Strongly Disagree +2016,176,Georgia,Male,50-59,,,,,,1,1,4,Clinton,74.52,9,9,Agree,Agree,Disagree,41.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Strongly Agree,Strongly Disagree,0,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,83.33,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Strongly Disagree,Agree,Agree,Not Applicable,75.25,Strongly Agree,Strongly Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,85,Strongly Disagree,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,71.88,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Disagree,Agree,Disagree,Strongly Agree,68.75,Disagree,Agree,Agree,Neither Agree Nor Disagree,56.25,Strongly Disagree,Agree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,177,Georgia,Male,30-39,,,,,,1,1,2,Clinton,56.63,8,7,Disagree,Disagree,Agree,58.33,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Strongly Agree,Disagree,Disagree,50,Agree,Disagree,Disagree,Disagree,45,Disagree,Disagree,Disagree,Disagree,Disagree,35,Disagree,Agree,Agree,Disagree,Neither Agree Nor Disagree,60,Disagree,Neither Agree Nor Disagree,Strongly Agree,Disagree,Agree,Agree,Agree,Strongly Disagree,59.38,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Strongly Agree,Disagree,Agree,56.25,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Agree,Agree,Disagree,Agree,Agree,Agree,Disagree +2016,178,Georgia,Female,50-59,,,,,,1,1,3,Clinton,54.06,5,5,Disagree,Strongly Disagree,Agree,66.67,Neither Agree Nor Disagree,Agree,Agree,Agree,68.75,Don't Know,Don't Know,Don't Know,21.25,Strongly Agree,Strongly Agree,Don't Know,24.58,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,50,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,45,Disagree,Strongly Disagree,Strongly Disagree,Agree,Don't Know,23,Don't Know,Don't Know,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,75.16,Don't Know,Agree,Neither Agree Nor Disagree,Don't Know,Don't Know,68,Disagree,Agree,Disagree,Don't Know,60.63,Neither Agree Nor Disagree,Don't Know,Don't Know,Agree,65.63,Disagree,Strongly Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Don't Know,Don't Know,Agree,Neither Agree Nor Disagree +2016,179,Georgia,Male,40-49,,,,,,1,1,2,Clinton,50,7,8,Agree,Agree,Agree,25,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Disagree,37.5,Disagree,Disagree,Disagree,58.33,Strongly Agree,Neither Agree Nor Disagree,Disagree,41.67,Disagree,Agree,Disagree,Disagree,75,Disagree,Agree,Agree,Disagree,Disagree,35,Agree,Agree,Disagree,Disagree,Agree,55,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,Agree,Disagree,56.25,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,60,Disagree,Agree,Agree,Agree,50,Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,37.5,Disagree,Agree,Strongly Agree,Don't Know,Disagree,Agree,Neither Agree Nor Disagree,Agree,Disagree +2016,180,Georgia,Female,50-59,,,,1,,1,1,3,Clinton,47.76,4,5,Don't Know,Agree,Agree,,Disagree,Don't Know,Disagree,Neither Agree Nor Disagree,43.75,Agree,Agree,Strongly Disagree,16.67,Agree,Agree,Strongly Disagree,50,Don't Know,Disagree,Agree,Disagree,42.25,Neither Agree Nor Disagree,Don't Know,Don't Know,Neither Agree Nor Disagree,Disagree,45.75,Don't Know,Agree,Don't Know,Neither Agree Nor Disagree,Don't Know,55.5,Disagree,Strongly Disagree,Disagree,Agree,Agree,Agree,Agree,Strongly Disagree,62.5,Agree,Agree,Agree,Don't Know,Neither Agree Nor Disagree,68.25,Strongly Disagree,Strongly Agree,Strongly Disagree,Disagree,56.25,Disagree,Disagree,Disagree,Disagree,25,Disagree,Strongly Agree,Agree,Disagree,Strongly Disagree,Agree,Agree,Agree,Neither Agree Nor Disagree +2016,181,Georgia,Female,40-49,,,,,,,,4,,59.69,8,8,Agree,Disagree,Disagree,58.33,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Disagree,42.5,Disagree,Agree,Don't Know,Disagree,73,Agree,Disagree,Agree,Agree,Disagree,65,Don't Know,Don't Know,Disagree,Agree,Don't Know,37.5,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Agree,Don't Know,Agree,Don't Know,62.03,Agree,Agree,Agree,Not Applicable,Disagree,69.75,Disagree,Disagree,Disagree,Agree,75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Agree,Don't Know,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree +2016,182,Georgia,Female,50-59,,,,,,1,1,3,Clinton,44.54,5,5,Agree,Agree,Strongly Agree,16.67,Agree,Agree,Disagree,Disagree,50,Not Applicable,Not Applicable,Not Applicable,29.17,Agree,Agree,Disagree,41.67,Disagree,Disagree,Agree,Don't Know,45.75,Disagree,Agree,Agree,Disagree,Agree,45,Don't Know,Don't Know,Disagree,Neither Agree Nor Disagree,Agree,33.25,Agree,Disagree,Disagree,Strongly Agree,Agree,Agree,Agree,Disagree,59.38,Agree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65,Disagree,Strongly Agree,Disagree,Agree,56.25,Strongly Disagree,Disagree,Disagree,Disagree,18.75,Agree,Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Agree,Agree,Agree,Agree +2016,183,Georgia,Male,50-59,,,,,,1,1,3,Clinton,58.28,7,6,Agree,Agree,Agree,25,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,68.75,Agree,Agree,Neither Agree Nor Disagree,29.17,Don't Know,Don't Know,Don't Know,52.29,Don't Know,Don't Know,Don't Know,Don't Know,72.75,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,53.63,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,42.89,Don't Know,Don't Know,Neither Agree Nor Disagree,Disagree,Agree,Don't Know,Don't Know,Disagree,62.84,Don't Know,Agree,Don't Know,Don't Know,Don't Know,79,Don't Know,Don't Know,Disagree,Don't Know,61.72,Don't Know,Neither Agree Nor Disagree,Don't Know,Don't Know,67.66,Disagree,Agree,Don't Know,Don't Know,Don't Know,Agree,Don't Know,Agree,Agree +2016,184,Georgia,Male,50-59,,,,,,1,1,3,Clinton,58.28,7,7,Agree,Agree,Agree,25,Agree,Agree,Agree,Agree,68.75,Don't Know,Agree,Disagree,29.17,Don't Know,Don't Know,Don't Know,52.29,Don't Know,Don't Know,Don't Know,Don't Know,72.75,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,53.63,Don't Know,Don't Know,Don't Know,Neither Agree Nor Disagree,Don't Know,42.89,Don't Know,Don't Know,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Disagree,Don't Know,Strongly Disagree,62.84,Don't Know,Agree,Don't Know,Don't Know,Don't Know,79,Don't Know,Don't Know,Disagree,Don't Know,61.72,Disagree,Agree,Neither Agree Nor Disagree,Don't Know,67.66,Strongly Disagree,Agree,Don't Know,Don't Know,Disagree,Strongly Agree,Don't Know,Agree,Neither Agree Nor Disagree +2016,185,Hawai'i,Male,40-49,,,,,,1,1,2,Clinton,70.54,9,7,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,66.67,Agree,Strongly Agree,Agree,Strongly Agree,87.5,Strongly Disagree,Disagree,Agree,83.33,Don't Know,Disagree,Disagree,60.83,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,70,Agree,Neither Agree Nor Disagree,Agree,Agree,Don't Know,60.75,Don't Know,Don't Know,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,59.5,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,81.25,Agree,Agree,Agree,Don't Know,Disagree,75.25,Strongly Disagree,Agree,Agree,Don't Know,55.31,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Agree,Agree +2016,186,Hawai'i,Male,50-59,,,,,,1,1,1,Clinton,72.7,10,4,Disagree,Agree,Disagree,58.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Agree,Disagree,41.67,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Disagree,Agree,Strongly Disagree,Strongly Disagree,85,Agree,Don't Know,Don't Know,Agree,Strongly Disagree,54.5,Agree,Agree,Agree,Agree,Disagree,65,Strongly Disagree,Strongly Disagree,Agree,Neither Agree Nor Disagree,Agree,Agree,Agree,Disagree,71.88,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,90,Strongly Disagree,Strongly Agree,Disagree,Not Applicable,60,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Strongly Disagree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree +2016,187,Hawai'i,Male,60-69,,,,,,1,1,3,Clinton,82.83,10,9,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,66.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Neither Agree Nor Disagree,Disagree,Don't Know,Strongly Agree,Don't Know,64.25,Don't Know,Don't Know,Strongly Agree,Disagree,Strongly Disagree,70.25,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,Don't Know,Strongly Agree,Don't Know,Strongly Disagree,77.19,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,84.25,Don't Know,Don't Know,Strongly Disagree,Don't Know,68.13,Strongly Agree,Strongly Agree,Strongly Agree,Agree,93.75,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree +2016,188,Hawai'i,Male,30-39,,,,,,1,1,2,Clinton,63.27,8,6,Disagree,Disagree,Disagree,75,Disagree,Disagree,Agree,Agree,50,Agree,Agree,Disagree,25,Agree,Agree,Disagree,41.67,Disagree,Agree,Disagree,Disagree,75,Agree,Disagree,Agree,Agree,Neither Agree Nor Disagree,70,Agree,Agree,Agree,Neither Agree Nor Disagree,Disagree,70,Strongly Disagree,Disagree,Agree,Disagree,Agree,Agree,Agree,Strongly Disagree,62.5,Disagree,Agree,Agree,Not Applicable,Disagree,65,Disagree,Disagree,Strongly Disagree,Agree,81.25,Agree,Agree,Agree,Disagree,62.5,Strongly Disagree,Agree,Disagree,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree +2016,189,Idaho,Male,40-49,,,,,,1,1,2,Clinton,70.92,9,6,Disagree,Agree,Strongly Disagree,66.67,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Agree,Strongly Agree,Disagree,16.67,Not Applicable,Strongly Disagree,Don't Know,70,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,90,Agree,Agree,Agree,Agree,Disagree,55,Agree,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,50,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,84.38,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Disagree,88,Strongly Disagree,Agree,Strongly Disagree,Agree,75,Agree,Disagree,Agree,Agree,62.5,Strongly Disagree,Strongly Disagree,Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,190,Idaho,Male,50-59,,,,,,1,1,3,Clinton,82.14,10,8,Disagree,Agree,Disagree,58.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Agree,75,Disagree,Disagree,Disagree,75,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Agree,Disagree,Agree,Strongly Agree,Disagree,70,Agree,Agree,Agree,Neither Agree Nor Disagree,Disagree,70,Strongly Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,81.25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Strongly Disagree,Agree,68.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,191,Idaho,Male,30-39,,,,,,1,1,1,Stein,79.26,8,7,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Agree,Agree,58.33,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree,60,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Not Applicable,81.75,Agree,Agree,Agree,Strongly Disagree,Disagree,80,Strongly Disagree,Strongly Disagree,Agree,Neither Agree Nor Disagree,Agree,Don't Know,Don't Know,Strongly Disagree,69.53,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Strongly Disagree,Not Applicable,73.44,Strongly Agree,Agree,Agree,Strongly Agree,87.5,Strongly Disagree,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,192,Idaho,Male,40-49,,,,,,1,1,6,,68.98,8,8,Disagree,Strongly Agree,Strongly Agree,25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Disagree,58.33,Agree,Don't Know,Don't Know,37.5,Agree,Strongly Agree,Disagree,Don't Know,77.75,Agree,Disagree,Agree,Agree,Don't Know,69.25,Disagree,Disagree,Agree,Disagree,Don't Know,51.75,Disagree,Agree,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,65.47,Agree,Agree,Agree,Disagree,Strongly Disagree,80,Disagree,Disagree,Disagree,Agree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,193,Idaho,Male,30-39,,,,,,1,1,6,Stein,66.02,9,7,Disagree,Disagree,Disagree,75,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Don't Know,Don't Know,Don't Know,22.08,Don't Know,Don't Know,Don't Know,45.83,Disagree,Strongly Agree,Disagree,Disagree,85,Agree,Disagree,Neither Agree Nor Disagree,Agree,Don't Know,61.75,Don't Know,Don't Know,Agree,Neither Agree Nor Disagree,Don't Know,55.5,Disagree,Disagree,Strongly Agree,Strongly Disagree,Don't Know,Don't Know,Strongly Agree,Don't Know,65,Agree,Strongly Agree,Disagree,Don't Know,Don't Know,71,Disagree,Disagree,Strongly Disagree,Not Applicable,80,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,56.25,Strongly Disagree,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Agree +2016,194,Illinois,Male,50-59,,,,,,1,1,3,Clinton,59.82,3,6,Agree,Agree,Disagree,41.67,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Strongly Agree,Strongly Agree,Disagree,8.33,,,,55.42,Agree,Agree,Disagree,Strongly Disagree,70,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Disagree,85,Strongly Disagree,Strongly Disagree,Disagree,Agree,Not Applicable,23,Disagree,Neither Agree Nor Disagree,Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,71.88,Agree,Agree,Agree,Neither Agree Nor Disagree,Disagree,70,Disagree,Strongly Agree,Disagree,Agree,56.25,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,Agree +2016,195,Illinois,Male,50-59,,,,,,1,1,4,Clinton,69.39,7,4,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Agree,Strongly Agree,Agree,Strongly Agree,87.5,Neither Agree Nor Disagree,Agree,Disagree,33.33,Disagree,Disagree,Disagree,75,Disagree,Agree,Disagree,Disagree,80,Agree,Disagree,Agree,Strongly Agree,Disagree,70,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,45,Disagree,Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,81.25,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Agree,Disagree,Neither Agree Nor Disagree,56.25,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Disagree,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree +2016,196,Illinois,Male,50-59,,,,,,1,1,5,Clinton,72.22,10,10,Strongly Disagree,Agree,Disagree,66.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Strongly Agree,Strongly Disagree,8.33,Strongly Agree,Disagree,Disagree,50,Strongly Disagree,Strongly Agree,Agree,Strongly Disagree,85,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,90,Not Applicable,Strongly Disagree,Agree,Strongly Agree,Agree,28.5,Strongly Disagree,Strongly Disagree,Strongly Agree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,78.13,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Agree,Don't Know,55.31,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree +2016,197,Illinois,Female,30-39,,,,,,1,1,6,Clinton,60.97,9,8,Disagree,Agree,Disagree,58.33,Agree,Disagree,Agree,Agree,62.5,Agree,Disagree,Disagree,41.67,Don't Know,Don't Know,Don't Know,55.83,Disagree,Agree,Disagree,Disagree,75,Disagree,Disagree,Disagree,Disagree,Agree,45,Don't Know,Disagree,Agree,Agree,Neither Agree Nor Disagree,45.5,Don't Know,Neither Agree Nor Disagree,Agree,Strongly Agree,Don't Know,Don't Know,Agree,Disagree,70.16,Agree,Agree,Agree,Don't Know,Don't Know,74.25,Disagree,Strongly Agree,Disagree,Agree,56.25,Agree,Don't Know,Don't Know,Neither Agree Nor Disagree,71.25,Disagree,Disagree,Agree,Agree,Disagree,Agree,Agree,Agree,Strongly Disagree +2016,198,Illinois,Female,40-49,,,,,,1,1,5,Clinton,65.03,9,8,Strongly Agree,Strongly Agree,Disagree,25,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Not Applicable,Not Applicable,Not Applicable,38.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Agree,Disagree,Strongly Disagree,70,Agree,Disagree,Agree,Neither Agree Nor Disagree,Disagree,60,Agree,Agree,Disagree,Neither Agree Nor Disagree,Disagree,60,Disagree,Disagree,Agree,Disagree,Strongly Agree,Don't Know,Agree,Disagree,65.63,Agree,Strongly Agree,Agree,Don't Know,Disagree,79.25,Strongly Disagree,Agree,Strongly Disagree,Agree,75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Agree,Disagree,Disagree,Agree,Agree,Strongly Agree,Disagree +2016,199,Illinois,Male,60-69,,,,,,1,1,3,Clinton,71.38,10,4,Agree,Strongly Disagree,Disagree,66.67,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Strongly Agree,Agree,Strongly Disagree,8.33,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Disagree,Agree,Agree,Neither Agree Nor Disagree,70,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Disagree,40,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Don't Know,Agree,Don't Know,Strongly Disagree,77.34,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,95.75,Strongly Disagree,Strongly Agree,Disagree,Agree,62.5,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Agree,81.25,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Agree +2016,200,Illinois,Male,40-49,,,,,,1,1,8,Stein,73.34,9,10,Disagree,Agree,Strongly Disagree,66.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Disagree,Neither Agree Nor Disagree,Disagree,66.67,Disagree,Strongly Agree,Disagree,Strongly Disagree,90,Disagree,Agree,Agree,Disagree,Neither Agree Nor Disagree,40,Agree,Strongly Agree,Agree,Agree,Strongly Disagree,75,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Disagree,78.13,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Agree,78.75,Disagree,Agree,Strongly Disagree,Not Applicable,68.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,201,Illinois,Male,60-69,,,,,,,1,3,Clinton,62.19,8,6,Neither Agree Nor Disagree,Agree,Disagree,50,Agree,Agree,Agree,Agree,75,Agree,Strongly Agree,Disagree,16.67,Strongly Agree,Disagree,Disagree,50,Strongly Disagree,Disagree,Disagree,Strongly Disagree,75,Disagree,Disagree,Disagree,Agree,Disagree,45,Agree,Don't Know,Agree,Disagree,Don't Know,69.75,Disagree,Disagree,Disagree,Strongly Agree,Agree,Don't Know,Agree,Strongly Disagree,63.13,Don't Know,Strongly Agree,,Don't Know,Disagree,83.75,Disagree,Agree,Disagree,Neither Agree Nor Disagree,56.25,Agree,Neither Agree Nor Disagree,Agree,Strongly Agree,75,Strongly Disagree,Agree,Agree,Don't Know,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Disagree +2016,202,Illinois,Male,70-79,,,,,,1,1,2,Clinton,66.73,8,8,Agree,Agree,Disagree,41.67,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Disagree,Disagree,Disagree,75,Agree,Strongly Agree,Disagree,Strongly Disagree,80,Agree,Neither Agree Nor Disagree,Agree,Agree,Agree,70,Not Applicable,Agree,Agree,Agree,Agree,49,Disagree,Disagree,Agree,Agree,Strongly Agree,Agree,Agree,Strongly Disagree,68.75,Agree,Strongly Agree,Agree,Disagree,Disagree,80,Disagree,Disagree,Disagree,Agree,75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Disagree,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,203,Illinois,Female,40-49,,,,,,1,1,6,,77.42,10,10,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Don't Know,Don't Know,Don't Know,36.25,Don't Know,Strongly Disagree,Don't Know,67.92,Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,85,Disagree,Don't Know,Strongly Agree,Disagree,Neither Agree Nor Disagree,52.5,Strongly Agree,Strongly Agree,Agree,Disagree,Strongly Disagree,90,Strongly Disagree,Strongly Disagree,Agree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,89,Strongly Disagree,Agree,Disagree,Don't Know,68.44,Strongly Agree,Agree,Agree,Strongly Agree,87.5,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Neither Agree Nor Disagree +2016,204,Illinois,Male,50-59,,,,,,1,1,3,Clinton,73.65,8,5,Disagree,Strongly Disagree,Disagree,83.33,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Agree,Agree,Disagree,25,Don't Know,Disagree,Disagree,62.92,Strongly Disagree,Strongly Agree,Don't Know,Strongly Agree,76,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,70,Agree,Agree,Neither Agree Nor Disagree,Disagree,Disagree,70,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Not Applicable,80.16,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Disagree,89.25,Disagree,Agree,Disagree,Not Applicable,63.13,Agree,Agree,Agree,Agree,75,,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,205,Illinois,Male,40-49,,,,,,,,5,,68.06,10,4,Neither Agree Nor Disagree,Strongly Agree,Disagree,41.67,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,95.31,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree,33.33,Don't Know,Don't Know,Don't Know,47.08,Don't Know,Agree,Neither Agree Nor Disagree,Disagree,78,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Don't Know,78.75,Don't Know,Strongly Disagree,Disagree,Strongly Agree,Don't Know,27.75,Disagree,Don't Know,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Agree,Don't Know,Don't Know,72.5,Strongly Agree,Strongly Agree,Agree,Don't Know,Don't Know,85.75,Disagree,Strongly Agree,Strongly Disagree,Don't Know,64.06,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,Strongly Agree,Agree +2016,206,Illinois,Female,40-49,,,,,,1,1,2,Clinton,54.95,8,8,Agree,Agree,Don't Know,,Don't Know,Agree,Agree,Don't Know,74.69,Don't Know,Agree,Strongly Disagree,17.5,Don't Know,Don't Know,Don't Know,52.08,Don't Know,Agree,Disagree,Disagree,75,Disagree,Disagree,Disagree,Disagree,Disagree,35,Neither Agree Nor Disagree,Disagree,Disagree,Agree,Disagree,40,Don't Know,Disagree,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,Disagree,57.81,Agree,Agree,Agree,Don't Know,Don't Know,73.75,Disagree,Agree,Disagree,Don't Know,62.5,Neither Agree Nor Disagree,Don't Know,Don't Know,Don't Know,66.56,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Disagree +2016,207,Illinois,Female,30-39,,,,,,,1,3,Clinton,54.11,7,6,Agree,Agree,Agree,25,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Strongly Agree,Don't Know,Don't Know,42.5,Don't Know,Agree,Disagree,Don't Know,74,Disagree,Agree,Disagree,Agree,Agree,45,Disagree,Disagree,Disagree,Agree,Disagree,35,Don't Know,Don't Know,Agree,Disagree,Agree,Agree,Agree,Disagree,61.56,Don't Know,Agree,Don't Know,Don't Know,Don't Know,73.75,Don't Know,Agree,Agree,Disagree,36.25,Agree,Agree,Don't Know,Agree,74.38,Disagree,Don't Know,Agree,Don't Know,Don't Know,Agree,Agree,Agree,Agree +2016,208,Illinois,Male,20-29,,,,,,1,1,3,Clinton,61.81,9,9,Disagree,Disagree,Disagree,75,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,62.5,Agree,Agree,Disagree,25,Strongly Agree,Neither Agree Nor Disagree,Disagree,41.67,Agree,Neither Agree Nor Disagree,Disagree,Disagree,55,Agree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Disagree,55,Agree,Agree,Agree,Disagree,Don't Know,71.75,Don't Know,Disagree,Agree,Agree,Agree,Agree,Agree,Strongly Disagree,64.38,Agree,Agree,Agree,Not Applicable,Disagree,76,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Don't Know,Disagree,Agree,Agree,Agree,Agree +2016,209,Illinois,Male,40-49,,,,,,1,1,3,Clinton,73.9,10,8,Agree,Agree,Disagree,41.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Strongly Agree,Strongly Disagree,8.33,Agree,Disagree,Strongly Disagree,66.67,Agree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,75,Agree,Disagree,Strongly Agree,Strongly Agree,Don't Know,75.75,Not Applicable,Strongly Agree,Strongly Agree,Agree,Neither Agree Nor Disagree,66.75,Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,81.25,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,96.25,Strongly Disagree,Strongly Agree,Disagree,Don't Know,63.13,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,Don't Know,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,210,Illinois,Male,40-49,,,,,,1,1,2,Clinton,60.36,9,9,Agree,Agree,Agree,25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,66.25,Strongly Agree,Agree,Don't Know,Don't Know,62.5,Agree,Don't Know,Don't Know,Agree,Neither Agree Nor Disagree,65.25,Don't Know,Disagree,Strongly Disagree,Strongly Agree,Disagree,30.25,Don't Know,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,Don't Know,Don't Know,Strongly Disagree,58.28,Agree,Agree,Agree,Don't Know,Don't Know,76,Disagree,Agree,Strongly Disagree,Don't Know,69.69,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,92.19,Strongly Disagree,Disagree,Don't Know,Don't Know,Neither Agree Nor Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,211,Illinois,Male,30-39,,,,,,1,1,3,Clinton,61.17,8,7,Agree,Neither Agree Nor Disagree,Disagree,50,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Disagree,Disagree,58.33,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Disagree,Agree,Strongly Agree,Disagree,Disagree,40,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,5,Strongly Disagree,Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,84.38,Agree,Strongly Agree,Agree,Disagree,Disagree,80,Disagree,Agree,Strongly Disagree,Don't Know,68.13,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Strongly Agree,Neither Agree Nor Disagree,Disagree,Agree,Neither Agree Nor Disagree,Strongly Agree,Disagree +2016,212,Illinois,Male,70-79,,,,,,,1,4,Clinton,75,10,8,Neither Agree Nor Disagree,Agree,Agree,33.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Strongly Agree,Disagree,16.67,Agree,Disagree,Strongly Disagree,66.67,Strongly Disagree,Agree,Disagree,Strongly Disagree,85,Strongly Agree,Strongly Disagree,Strongly Agree,Agree,Disagree,80,Not Applicable,Agree,Agree,Agree,Disagree,60,Disagree,Strongly Disagree,Agree,Agree,Agree,Strongly Agree,Agree,Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Disagree,Strongly Agree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Agree,Disagree,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree +2016,213,Illinois,Female,40-49,,,,,,1,1,3,Clinton,56.76,9,7,Agree,Agree,Neither Agree Nor Disagree,33.33,Strongly Agree,Agree,Agree,Agree,81.25,Agree,Agree,Disagree,25,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Don't Know,55.83,Don't Know,Disagree,Neither Agree Nor Disagree,Don't Know,50,Disagree,Don't Know,Disagree,Neither Agree Nor Disagree,Don't Know,38.75,Don't Know,Disagree,Agree,Strongly Agree,Don't Know,42,Don't Know,Neither Agree Nor Disagree,Agree,Strongly Agree,Agree,Agree,Agree,Disagree,68.28,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Disagree,87.75,Disagree,Agree,Agree,Don't Know,50,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Strongly Disagree,Agree,Neither Agree Nor Disagree,Agree,Disagree,Agree,Agree,Strongly Agree,Strongly Disagree +2016,214,Illinois,Male,40-49,,,,,,1,1,4,,60.31,7,5,Strongly Agree,Strongly Agree,Strongly Disagree,33.33,Disagree,Disagree,Strongly Agree,Strongly Agree,62.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,54.58,Don't Know,Strongly Agree,Agree,Don't Know,75.5,Disagree,Neither Agree Nor Disagree,Agree,Disagree,Don't Know,41.5,Disagree,Strongly Disagree,Disagree,Disagree,Don't Know,37.75,Don't Know,Don't Know,Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Don't Know,76.09,Don't Know,Strongly Agree,Strongly Agree,Not Applicable,Don't Know,89.5,Strongly Disagree,Agree,Disagree,Not Applicable,70.31,Strongly Agree,Agree,Don't Know,Agree,82.5,Strongly Disagree,Strongly Disagree,Agree,Don't Know,Don't Know,Agree,Agree,Strongly Agree,Strongly Agree +2016,215,Illinois,Female,40-49,,,,,,1,1,1,Clinton,50.28,5,5,Strongly Agree,Strongly Agree,Strongly Agree,0,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,56.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Not Applicable,Not Applicable,Not Applicable,61.67,Neither Agree Nor Disagree,Agree,Don't Know,Not Applicable,69.5,Neither Agree Nor Disagree,Disagree,Don't Know,Neither Agree Nor Disagree,Neither Agree Nor Disagree,55.5,Don't Know,Disagree,Strongly Disagree,Strongly Agree,Don't Know,27.25,Don't Know,Don't Know,Neither Agree Nor Disagree,Agree,Don't Know,Disagree,Don't Know,Strongly Disagree,58.28,Don't Know,Neither Agree Nor Disagree,Don't Know,Not Applicable,Not Applicable,73.75,Disagree,Agree,Disagree,Don't Know,59.06,Disagree,Don't Know,Don't Know,Neither Agree Nor Disagree,55.31,Disagree,Agree,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,Agree,Strongly Disagree +2016,216,Illinois,Male,70-79,,,,,,1,1,3,,54.87,9,8,Strongly Agree,Neither Agree Nor Disagree,Disagree,41.67,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Agree,Strongly Agree,Disagree,8.33,Don't Know,Don't Know,Don't Know,53.33,Agree,Don't Know,Strongly Agree,Don't Know,55.5,Strongly Disagree,Don't Know,Strongly Disagree,Disagree,Don't Know,25.5,Don't Know,Don't Know,Strongly Disagree,Strongly Agree,Don't Know,31.5,Don't Know,Don't Know,Strongly Agree,Disagree,Strongly Agree,Don't Know,Don't Know,Don't Know,70,Agree,Agree,Don't Know,Don't Know,Disagree,73.25,Don't Know,Agree,Disagree,Don't Know,53.75,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Disagree,Disagree,Don't Know,Agree,Agree,Agree,Don't Know +2016,217,Illinois,Female,40-49,,,,,,1,1,2,Clinton,61.48,10,3,Strongly Agree,Agree,Neither Agree Nor Disagree,25,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Agree,Agree,Disagree,25,Don't Know,Don't Know,Strongly Disagree,61.25,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,Strongly Disagree,70.5,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Strongly Disagree,25,Neither Agree Nor Disagree,Disagree,Disagree,Strongly Agree,Strongly Disagree,40,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Agree,Agree,Strongly Disagree,78.13,Don't Know,Strongly Agree,Agree,Don't Know,Don't Know,81.5,Neither Agree Nor Disagree,Strongly Agree,Disagree,Don't Know,48.44,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Strongly Agree,Don't Know,Strongly Disagree,Agree,Don't Know,Disagree,Strongly Disagree +2016,218,Illinois,Female,30-39,,,,,,1,1,4,Clinton,65.61,9,4,Disagree,Strongly Agree,Neither Agree Nor Disagree,41.67,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Disagree,Agree,Strongly Disagree,Disagree,80,Strongly Disagree,Disagree,Disagree,Disagree,Disagree,30,Disagree,Agree,Disagree,Agree,Strongly Disagree,50,Strongly Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,81.25,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,88,Disagree,Strongly Agree,Disagree,Agree,56.25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Neither Agree Nor Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree +2016,219,Illinois,Male,50-59,,,,,,1,1,3,Clinton,70.54,9,8,Disagree,Neither Agree Nor Disagree,Disagree,66.67,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Agree,75,Disagree,Disagree,Disagree,75,Disagree,Agree,Strongly Disagree,Strongly Disagree,80,Neither Agree Nor Disagree,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,60,Not Applicable,Agree,Disagree,Neither Agree Nor Disagree,Disagree,56,Disagree,Disagree,Strongly Agree,Agree,Strongly Agree,Agree,Agree,Strongly Disagree,71.88,Strongly Agree,Strongly Agree,Agree,Neither Agree Nor Disagree,Disagree,80,Disagree,Agree,Disagree,Not Applicable,62.81,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Agree,Disagree,Disagree,Strongly Agree,Strongly Agree,Agree,Neither Agree Nor Disagree +2016,220,Illinois,Female,70-79,,,,,,1,1,3,Clinton,55.15,8,5,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,16.67,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,60.42,Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,55,Disagree,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Don't Know,48.25,Strongly Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Don't Know,47,Agree,Don't Know,Agree,Neither Agree Nor Disagree,Agree,Agree,Agree,Disagree,59.38,Don't Know,Agree,Don't Know,Don't Know,Disagree,74,Disagree,Neither Agree Nor Disagree,Disagree,Agree,68.75,Neither Agree Nor Disagree,Strongly Agree,Agree,Agree,75,Disagree,Disagree,Disagree,Disagree,Disagree,Agree,Don't Know,Strongly Agree,Strongly Agree +2016,221,Illinois,Male,70-79,,,1,,,,1,2,Clinton,57.17,7,4,Neither Agree Nor Disagree,Agree,Disagree,50,Agree,Agree,Agree,Agree,75,Agree,Agree,Strongly Disagree,16.67,Neither Agree Nor Disagree,Not Applicable,Not Applicable,67.08,Neither Agree Nor Disagree,Strongly Agree,Agree,Neither Agree Nor Disagree,60,Disagree,Agree,Agree,Neither Agree Nor Disagree,Disagree,40,Disagree,Disagree,Agree,Agree,Agree,35,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Agree,Agree,Agree,68.75,Agree,Agree,Agree,Not Applicable,Disagree,75,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,62.5,Disagree,Disagree,Agree,Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree +2016,222,Illinois,Female,40-49,,,,,,1,1,6,Clinton,52.58,6,6,Agree,Strongly Agree,Neither Agree Nor Disagree,25,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,59.17,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Don't Know,64.75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Disagree,Neither Agree Nor Disagree,50,Disagree,Neither Agree Nor Disagree,Disagree,Agree,Neither Agree Nor Disagree,35,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Agree,Don't Know,54.84,Agree,Agree,Agree,Don't Know,Don't Know,75.75,Don't Know,Don't Know,Disagree,Agree,64.38,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,56.25,Disagree,Neither Agree Nor Disagree,Disagree,Don't Know,Neither Agree Nor Disagree,Agree,Agree,Agree,Agree +2016,223,Illinois,Male,40-49,,,,,,1,1,8,,68.37,9,9,Disagree,Neither Agree Nor Disagree,Disagree,66.67,Agree,Agree,Agree,Agree,75,Disagree,Agree,Disagree,41.67,Disagree,Disagree,Disagree,75,Disagree,Agree,Disagree,Disagree,75,Agree,Disagree,Agree,Disagree,Neither Agree Nor Disagree,60,Neither Agree Nor Disagree,Agree,Agree,Disagree,Neither Agree Nor Disagree,65,Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Agree,Agree,Neither Agree Nor Disagree,68.75,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Disagree,85,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Disagree,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Agree +2016,224,Illinois,Male,50-59,,,,,,1,1,5,Clinton,76.96,10,10,Disagree,Disagree,Strongly Disagree,83.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Strongly Agree,Neither Agree Nor Disagree,41.67,Don't Know,Don't Know,Don't Know,55.83,Strongly Disagree,Agree,Disagree,Strongly Disagree,85,Disagree,Strongly Agree,Strongly Agree,Strongly Disagree,Disagree,30,Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Don't Know,90,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Agree,Strongly Agree,Don't Know,83.44,Strongly Agree,Strongly Agree,Don't Know,Don't Know,Strongly Disagree,92.25,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Agree,75,Strongly Agree,Strongly Agree,Agree,Strongly Agree,93.75,Strongly Disagree,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,225,Illinois,Male,70-79,,,,,,1,1,4,Clinton,66.79,9,8,Agree,Agree,Disagree,41.67,Agree,Agree,Agree,Strongly Agree,81.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Strongly Disagree,Agree,Disagree,Strongly Disagree,90,Agree,Disagree,Strongly Agree,Agree,Don't Know,73.5,Not Applicable,Agree,Disagree,Agree,Neither Agree Nor Disagree,46,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Not Applicable,Don't Know,Agree,Strongly Disagree,67.19,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Not Applicable,87.25,Strongly Disagree,Agree,Disagree,Not Applicable,69.06,Agree,Agree,Agree,Strongly Agree,81.25,Strongly Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Neither Agree Nor Disagree +2016,226,Illinois,Male,60-69,,,1,,1,1,1,3,Clinton,64.69,9,9,Strongly Agree,Agree,Strongly Agree,8.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Strongly Agree,Strongly Disagree,0,Disagree,Agree,Agree,41.67,Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,85,Neither Agree Nor Disagree,Disagree,Disagree,Agree,Don't Know,49,Not Applicable,Disagree,Agree,Strongly Agree,Disagree,45,Strongly Disagree,Disagree,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Disagree,Agree,Strongly Disagree,Agree,68.75,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Disagree +2016,227,Illinois,Female,40-49,,,,,,1,1,4,Clinton,60.89,9,8,Strongly Agree,Strongly Agree,Disagree,25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Strongly Agree,Strongly Disagree,0,Disagree,Disagree,Disagree,75,Disagree,Neither Agree Nor Disagree,Agree,Don't Know,57,Disagree,Don't Know,Neither Agree Nor Disagree,Disagree,Don't Know,41,Disagree,Disagree,Disagree,Agree,Don't Know,30.25,Disagree,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Don't Know,79.84,Don't Know,Strongly Agree,Agree,Don't Know,Strongly Agree,65.75,Strongly Disagree,Agree,Disagree,Agree,68.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Don't Know,Don't Know,Disagree,Agree,Agree,Strongly Agree,Disagree +2016,228,Illinois,Male,40-49,,,,,,1,1,4,Clinton,49.11,6,4,Strongly Disagree,Strongly Agree,Strongly Agree,33.33,Neither Agree Nor Disagree,Disagree,Agree,Agree,56.25,Agree,Strongly Agree,Strongly Disagree,8.33,Don't Know,Don't Know,Don't Know,53.33,Agree,Disagree,Agree,Strongly Disagree,35,Disagree,Don't Know,Don't Know,Disagree,Don't Know,41.5,Disagree,Don't Know,Strongly Disagree,Strongly Agree,Agree,22.75,Agree,Don't Know,Agree,Agree,Agree,Don't Know,Agree,Strongly Disagree,60,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,85,Disagree,Strongly Agree,Disagree,Don't Know,59.06,Don't Know,Disagree,Don't Know,Agree,64.69,Disagree,Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Don't Know,Don't Know,Agree,Strongly Disagree +2016,229,Illinois,Male,30-39,,,,,,1,1,7,Clinton,68.52,9,9,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Disagree,Agree,Strongly Agree,Strongly Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Strongly Disagree,Strongly Disagree,Don't Know,86.67,Disagree,Agree,Disagree,Strongly Disagree,80,Disagree,Agree,Agree,Disagree,Strongly Disagree,30,Agree,Agree,Agree,Disagree,Agree,65,Strongly Disagree,Strongly Disagree,Strongly Agree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,78.13,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,92.25,Strongly Disagree,Strongly Agree,Strongly Disagree,Don't Know,71.56,Agree,Agree,Disagree,Agree,62.5,Strongly Disagree,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree +2016,230,Indiana,Male,20-29,,,,,,,1,4,,77.35,9,8,Agree,Neither Agree Nor Disagree,Agree,33.33,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Agree,Agree,Disagree,25,Don't Know,Disagree,Strongly Disagree,70,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Not Applicable,70,Agree,Strongly Agree,Agree,Neither Agree Nor Disagree,Disagree,75,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,78.13,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Strongly Disagree,96,Strongly Disagree,Agree,Strongly Disagree,Strongly Agree,81.25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Agree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Not Applicable,Agree +2016,231,Indiana,Male,30-39,,,,,,1,1,1,Clinton,58.65,7,8,Neither Agree Nor Disagree,Agree,Agree,33.33,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,41.67,Strongly Agree,Agree,Strongly Disagree,41.67,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Disagree,50,Not Applicable,Disagree,Disagree,Disagree,Don't Know,47.5,Disagree,Disagree,Neither Agree Nor Disagree,Strongly Agree,Agree,Strongly Agree,Disagree,Strongly Disagree,62.5,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,88.5,Strongly Disagree,Agree,Strongly Disagree,Don't Know,73.44,Disagree,Disagree,Disagree,Disagree,25,Strongly Disagree,Agree,Agree,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,232,Indiana,Male,20-29,,,,,,1,1,3,Clinton,69.34,8,6,Agree,Neither Agree Nor Disagree,Agree,33.33,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,87.5,Disagree,Neither Agree Nor Disagree,Agree,66.67,Disagree,Disagree,Strongly Disagree,83.33,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,90,Agree,Strongly Disagree,Agree,Agree,Neither Agree Nor Disagree,75,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,Disagree,65,Disagree,Neither Agree Nor Disagree,Strongly Agree,Disagree,Agree,Agree,Agree,Strongly Disagree,59.38,Agree,Agree,Agree,Don't Know,Disagree,74.5,Disagree,Agree,Disagree,Agree,62.5,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,62.5,Neither Agree Nor Disagree,Strongly Agree,Agree,Disagree,Disagree,Agree,Agree,Strongly Agree,Strongly Disagree +2016,233,Indiana,Male,30-39,,,,,,1,1,3,Clinton,69.77,8,7,Disagree,Agree,Agree,41.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Strongly Agree,Disagree,16.67,Don't Know,Don't Know,Don't Know,52.5,Disagree,Agree,Strongly Disagree,Disagree,80,Agree,Don't Know,Strongly Agree,Disagree,Disagree,57.75,Agree,Agree,Agree,Disagree,Disagree,75,Don't Know,Disagree,Agree,Strongly Agree,Agree,Don't Know,Strongly Agree,Strongly Disagree,71.72,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,94.75,Disagree,Strongly Agree,Disagree,Agree,56.25,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,87.5,Strongly Disagree,Agree,Agree,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree +2016,234,Indiana,Female,30-39,,,,,,1,1,4,Clinton,50.23,5,4,Agree,Agree,Agree,25,Disagree,Disagree,Don't Know,Don't Know,45.31,Agree,Neither Agree Nor Disagree,Disagree,33.33,Agree,Don't Know,Don't Know,49.58,Agree,Don't Know,Don't Know,Don't Know,58.25,Disagree,Agree,Don't Know,Disagree,Don't Know,33.5,Don't Know,Don't Know,Don't Know,Agree,Don't Know,45.5,Don't Know,Don't Know,Neither Agree Nor Disagree,Disagree,Agree,Don't Know,Agree,Disagree,57.5,Don't Know,Agree,Don't Know,Don't Know,Don't Know,70.75,Don't Know,Agree,Disagree,Don't Know,62.19,Don't Know,Disagree,Don't Know,Neither Agree Nor Disagree,51.88,Don't Know,Agree,Agree,Don't Know,Don't Know,Don't Know,Don't Know,Agree,Don't Know +2016,235,Indiana,Male,70-79,,,,,,,1,4,Clinton,67.37,8,6,Disagree,Disagree,Agree,58.33,Agree,Disagree,Agree,Agree,62.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,58.33,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Disagree,Disagree,Strongly Agree,Agree,Neither Agree Nor Disagree,65,Neither Agree Nor Disagree,Agree,Agree,Disagree,Agree,60,Disagree,Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,Disagree,81.25,Agree,Agree,Agree,Not Applicable,Neither Agree Nor Disagree,70.25,Disagree,Agree,Strongly Disagree,Agree,68.75,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,81.25,Strongly Disagree,Agree,Agree,Neither Agree Nor Disagree,Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Agree +2016,236,Indiana,Male,70-79,,,,,,1,1,3,,68.6,9,9,Disagree,Agree,Disagree,58.33,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,47.92,Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Agree,Disagree,Agree,Agree,Don't Know,66,Agree,Agree,Not Applicable,Disagree,Not Applicable,65.25,Don't Know,Don't Know,Agree,Strongly Agree,Agree,Agree,Agree,Disagree,72.03,Don't Know,Agree,Don't Know,Not Applicable,Don't Know,71,Disagree,Agree,Disagree,Not Applicable,61.25,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,90,Strongly Disagree,Agree,Don't Know,Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,237,Indiana,Male,80-89,,,,,,1,1,3,Clinton,70.92,9,8,Disagree,Disagree,Strongly Disagree,83.33,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Agree,75,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,58.33,Disagree,Agree,Disagree,Strongly Disagree,80,Agree,Disagree,Agree,Agree,Agree,75,Agree,Agree,Agree,Agree,Neither Agree Nor Disagree,60,Strongly Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Agree,Neither Agree Nor Disagree,Agree,71.88,Agree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65,Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,62.5,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Strongly Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Disagree +2016,238,Indiana,Female,40-49,,,,,,1,1,2,Clinton,,3,,Agree,Disagree,Neither Agree Nor Disagree,50,Disagree,Disagree,Don't Know,Don't Know,,Agree,Don't Know,Disagree,,Don't Know,Don't Know,Don't Know,,Don't Know,Neither Agree Nor Disagree,Don't Know,Don't Know,,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Don't Know,Don't Know,Don't Know,,Don't Know,Don't Know,Don't Know,Neither Agree Nor Disagree,Don't Know,,Don't Know,Don't Know,Disagree,Agree,Agree,Neither Agree Nor Disagree,Don't Know,Disagree,,Don't Know,Agree,Don't Know,Don't Know,Don't Know,,Don't Know,Agree,Don't Know,Don't Know,,Don't Know,Agree,Don't Know,Don't Know,,Disagree,Agree,Strongly Agree,Don't Know,Don't Know,Agree,Don't Know,Agree,Neither Agree Nor Disagree +2016,239,Indiana,Male,60-69,,,,,,1,1,2,Clinton,59.11,,9,Agree,Agree,Agree,25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Agree,Neither Agree Nor Disagree,33.33,Strongly Agree,Strongly Agree,Agree,Strongly Disagree,50,Agree,Agree,Strongly Disagree,Agree,Strongly Disagree,35,Strongly Disagree,Strongly Disagree,Disagree,Disagree,Disagree,35,Disagree,Disagree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Agree,Strongly Disagree,78.44,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Disagree,Strongly Agree,Strongly Disagree,Don't Know,60.94,Agree,Strongly Agree,Agree,Strongly Agree,87.5,Strongly Disagree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree +2016,240,Indiana,Male,40-49,,,,,,,,5,,65.15,8,8,Agree,Agree,Agree,25,Agree,Disagree,Strongly Agree,Strongly Agree,75,Agree,Strongly Agree,Strongly Disagree,8.33,Strongly Agree,Agree,Don't Know,30.42,Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,85,Agree,Neither Agree Nor Disagree,Strongly Agree,Agree,Agree,75,Agree,Agree,Agree,Disagree,Agree,65,Disagree,Disagree,Disagree,Strongly Agree,Strongly Agree,Agree,Agree,Strongly Disagree,65.63,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Not Applicable,90.25,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,75,Agree,Strongly Agree,Agree,Neither Agree Nor Disagree,75,Strongly Disagree,Agree,Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,241,Indiana,Female,50-59,,,,,,1,1,3,Clinton,46.12,7,6,Agree,Agree,Agree,25,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Agree,Disagree,41.67,Don't Know,Agree,Agree,Disagree,52,Disagree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,20,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Don't Know,38.25,Don't Know,Strongly Disagree,Disagree,Disagree,Agree,Disagree,Agree,Strongly Disagree,48.28,Agree,Agree,Agree,Don't Know,Don't Know,71,Disagree,Agree,Disagree,Not Applicable,60.63,Disagree,Agree,Neither Agree Nor Disagree,Agree,56.25,Agree,Agree,Agree,Agree,Strongly Disagree,Agree,Agree,Agree,Disagree +2016,242,Indiana,Male,60-69,,,,,,1,1,4,Clinton,63.52,5,3,Strongly Disagree,Strongly Agree,Strongly Agree,33.33,Agree,Agree,Agree,Agree,75,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,33.33,Don't Know,Don't Know,Don't Know,57.08,Don't Know,Agree,Neither Agree Nor Disagree,Strongly Disagree,74.75,Agree,Disagree,Agree,Agree,Don't Know,66.25,Don't Know,Strongly Disagree,Strongly Disagree,Strongly Disagree,Don't Know,41.25,Agree,Don't Know,Strongly Agree,Strongly Agree,Don't Know,Agree,Agree,Don't Know,68.44,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,87,Don't Know,Agree,Strongly Disagree,Don't Know,65.31,Agree,Don't Know,Don't Know,Agree,71.56,Agree,Strongly Agree,Strongly Agree,Agree,Agree,Don't Know,Don't Know,Strongly Agree,Strongly Disagree +2016,243,Indiana,Female,40-49,,,,,,1,1,3,Clinton,50.26,8,6,Agree,Strongly Agree,Agree,16.67,Agree,Agree,Agree,Agree,75,Agree,Strongly Agree,Disagree,16.67,Strongly Agree,Agree,Don't Know,33.75,Disagree,Agree,Disagree,Disagree,75,Agree,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,50,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Agree,Agree,25,Don't Know,Don't Know,Neither Agree Nor Disagree,Agree,Strongly Disagree,Neither Agree Nor Disagree,Agree,Strongly Disagree,50.16,Agree,Agree,Don't Know,Don't Know,Disagree,72,Disagree,Strongly Agree,Agree,Agree,43.75,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Disagree,Strongly Agree,Disagree,Don't Know,Disagree,Don't Know,Agree,Strongly Agree,Agree +2016,244,Indiana,Male,50-59,,,,,,1,1,3,,65.82,7,7,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,50,Agree,Strongly Agree,Agree,Strongly Agree,87.5,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,16.67,Agree,Agree,Agree,25,Disagree,Strongly Agree,Disagree,Don't Know,86.5,Agree,Disagree,Strongly Agree,Neither Agree Nor Disagree,Don't Know,68.5,Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Don't Know,68,Don't Know,Don't Know,Agree,Agree,Agree,Agree,Agree,Disagree,67.03,Don't Know,Agree,Agree,Don't Know,Don't Know,69.75,Strongly Disagree,Agree,Disagree,Strongly Agree,75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Neither Agree Nor Disagree,Don't Know,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree +2016,245,Iowa,Male,40-49,,,,,,1,1,5,Stein,63.47,9,5,Agree,Agree,Disagree,41.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Agree,Neither Agree Nor Disagree,50,Don't Know,Don't Know,Neither Agree Nor Disagree,44.17,Disagree,Strongly Agree,Agree,Disagree,70,Agree,Neither Agree Nor Disagree,Agree,Agree,Disagree,60,Not Applicable,Disagree,Disagree,Agree,Disagree,40.5,Disagree,Disagree,Strongly Agree,Disagree,Strongly Disagree,Agree,Agree,Strongly Disagree,53.13,Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,85,Disagree,Agree,Strongly Disagree,Agree,68.75,Agree,Agree,Agree,Strongly Agree,81.25,Strongly Disagree,Strongly Disagree,Disagree,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,246,Iowa,Male,30-39,,,,,,1,1,,,,10,6,Disagree,Neither Agree Nor Disagree,Disagree,66.67,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Strongly Agree,83.33,Don't Know,Don't Know,Don't Know,,Don't Know,Agree,Neither Agree Nor Disagree,Don't Know,,Agree,Neither Agree Nor Disagree,Agree,Agree,Don't Know,,Agree,Agree,Agree,Not Applicable,Don't Know,,Don't Know,Don't Know,Agree,Agree,Agree,Agree,Agree,Disagree,,Agree,Agree,Agree,Don't Know,Don't Know,,Don't Know,Agree,Disagree,Don't Know,,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Don't Know,Don't Know,Don't Know,Agree,Agree,Agree,Agree +2016,247,Iowa,Male,70-79,,,,,,1,1,3,Clinton,73.16,10,8,Disagree,Neither Agree Nor Disagree,Disagree,66.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,83.33,Don't Know,Don't Know,Don't Know,61.67,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,90,Strongly Agree,Strongly Disagree,Agree,Strongly Agree,Don't Know,81,Don't Know,Strongly Agree,Strongly Disagree,Agree,Strongly Disagree,54,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Disagree,Agree,Strongly Disagree,37.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Strongly Disagree,Neither Agree Nor Disagree,68.75,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,87.5,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,248,Iowa,Female,60-69,,,,,,1,1,4,Clinton,76.86,10,7,Agree,Agree,Strongly Disagree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Strongly Agree,100,Disagree,Agree,Disagree,58.33,Disagree,Agree,Disagree,Disagree,75,Agree,Disagree,Agree,Agree,Strongly Disagree,60,Agree,Agree,Don't Know,Disagree,Don't Know,65.25,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,84.38,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,90,Strongly Disagree,Agree,Strongly Disagree,Not Applicable,72.5,Strongly Agree,Agree,Agree,Agree,81.25,Strongly Disagree,Strongly Disagree,Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,249,Iowa,Male,70-79,,,,,,1,1,2,Clinton,79.82,10,3,Strongly Agree,Strongly Agree,Strongly Disagree,33.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Strongly Agree,83.33,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree,60,Agree,Disagree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,80,Strongly Agree,Strongly Agree,Disagree,Strongly Agree,Disagree,60,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,85.78,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Disagree,Strongly Agree,68.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Disagree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,250,Iowa,Female,40-49,,,,,,1,1,3,Clinton,75.48,9,8,Disagree,Agree,Agree,41.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Agree,75,Disagree,Disagree,Disagree,75,Disagree,Agree,Disagree,Disagree,75,Disagree,Don't Know,Agree,Disagree,Disagree,43,Not Applicable,Agree,Agree,Disagree,Disagree,72.25,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Not Applicable,83.91,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Disagree,90.25,Disagree,Agree,Disagree,Agree,62.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Disagree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,251,Iowa,Male,50-59,,,,,,1,1,3,Clinton,81.17,10,8,Agree,Strongly Disagree,Strongly Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Strongly Disagree,66.67,Don't Know,Don't Know,Don't Know,60,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,60,Strongly Disagree,Agree,Agree,Strongly Disagree,Strongly Disagree,70,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,87.5,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,89.5,Strongly Disagree,Strongly Agree,Disagree,Strongly Agree,68.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,252,Iowa,Female,50-59,,,,,,1,1,3,Clinton,61.76,8,5,Agree,Disagree,Disagree,58.33,Agree,Agree,Agree,Agree,75,Agree,Neither Agree Nor Disagree,Disagree,33.33,Agree,Agree,Agree,25,Disagree,Agree,Disagree,Strongly Disagree,80,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,65,Not Applicable,Disagree,Agree,Neither Agree Nor Disagree,Disagree,54,Don't Know,Agree,Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Strongly Disagree,63.13,Agree,Agree,Agree,Don't Know,Disagree,73.25,Don't Know,Strongly Agree,Disagree,Don't Know,52.5,Agree,Agree,Agree,Agree,75,Disagree,Strongly Agree,Strongly Agree,Agree,Disagree,Agree,Agree,Strongly Agree,Disagree +2016,253,Iowa,Male,70-79,,,,,,1,1,7,,,9,9,Strongly Disagree,Disagree,Strongly Disagree,91.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Agree,83.33,Disagree,Agree,Disagree,58.33,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Neither Agree Nor Disagree,Disagree,Agree,Agree,Neither Agree Nor Disagree,65,Not Applicable,Agree,Agree,Disagree,Disagree,,Strongly Disagree,Disagree,Strongly Agree,Agree,Agree,Agree,Agree,Not Applicable,,Strongly Agree,Agree,,Not Applicable,Disagree,,Strongly Disagree,Agree,Disagree,Neither Agree Nor Disagree,62.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,254,Kansas,Female,30-39,,,,,,,,4,,45.41,7,7,Neither Agree Nor Disagree,Agree,Agree,33.33,Disagree,Disagree,Disagree,Disagree,25,Agree,Agree,Disagree,25,Agree,Neither Agree Nor Disagree,Strongly Disagree,58.33,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,55,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,40,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,55,Agree,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,40.63,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,60,Disagree,Agree,Disagree,Neither Agree Nor Disagree,56.25,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,43.75,Neither Agree Nor Disagree,Agree,Agree,Agree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree +2016,255,Kansas,Male,70-79,,,,,,1,1,3,Clinton,70.94,9,8,Neither Agree Nor Disagree,Agree,Agree,33.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Agree,75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Disagree,Agree,Disagree,Strongly Disagree,80,Agree,Neither Agree Nor Disagree,Agree,Agree,Don't Know,61,Not Applicable,Neither Agree Nor Disagree,Agree,Disagree,Disagree,63,Strongly Disagree,Strongly Disagree,Agree,Neither Agree Nor Disagree,Agree,Don't Know,Agree,Not Applicable,70,Strongly Agree,Disagree,Strongly Agree,Don't Know,Don't Know,74.25,Strongly Disagree,Agree,Strongly Disagree,Strongly Agree,81.25,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Neither Agree Nor Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree +2016,256,Kansas,Male,50-59,,,,,,,1,2,Clinton,77.68,9,10,Disagree,Disagree,Agree,58.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Agree,75,Strongly Agree,Disagree,Strongly Disagree,58.33,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Disagree,Strongly Agree,Strongly Agree,Disagree,75,Strongly Agree,Disagree,Disagree,Agree,Disagree,50,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Strongly Disagree,81.25,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Strongly Disagree,93,Strongly Disagree,Strongly Agree,Strongly Disagree,Not Applicable,66.56,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Agree,81.25,Strongly Disagree,Strongly Agree,Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree +2016,257,Kansas,Female,30-39,,,,,,1,1,2,Clinton,53.06,7,7,Agree,Strongly Agree,Agree,16.67,Strongly Agree,Agree,Agree,Agree,81.25,Agree,Agree,Strongly Disagree,16.67,Agree,Agree,Disagree,41.67,Neither Agree Nor Disagree,Agree,Disagree,Disagree,70,Neither Agree Nor Disagree,Disagree,Agree,Disagree,Disagree,50,Agree,Agree,Agree,Agree,Neither Agree Nor Disagree,60,Agree,Disagree,Agree,Strongly Agree,Agree,Agree,Agree,Disagree,65.63,Agree,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,55,Agree,Disagree,Disagree,Agree,62.5,Disagree,Disagree,Disagree,Disagree,25,Strongly Disagree,Agree,Agree,Agree,Disagree,Agree,Agree,Agree,Strongly Disagree +2016,258,Kentucky,Female,70-79,,,,,,1,1,2,Clinton,56.05,5,3,Agree,Strongly Agree,Strongly Agree,8.33,Agree,Agree,Agree,Agree,75,Agree,Agree,Neither Agree Nor Disagree,33.33,Don't Know,Don't Know,Don't Know,52.92,Don't Know,Agree,Disagree,Don't Know,73.75,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,Strongly Disagree,Don't Know,24.75,Don't Know,Don't Know,Neither Agree Nor Disagree,Strongly Agree,Don't Know,39.75,Don't Know,Don't Know,Strongly Agree,Agree,Agree,Agree,Don't Know,Disagree,71.88,Agree,Strongly Agree,Don't Know,Don't Know,Don't Know,77.5,Don't Know,Strongly Agree,Disagree,Don't Know,52.19,Agree,Agree,Agree,Agree,75,Agree,Don't Know,Don't Know,Neither Agree Nor Disagree,Don't Know,Agree,Agree,Strongly Agree,Strongly Agree +2016,259,Kentucky,Male,60-69,,,,,,1,1,4,Clinton,59.9,9,8,Disagree,Agree,Strongly Disagree,66.67,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Agree,Agree,Disagree,25,Agree,Agree,Neither Agree Nor Disagree,33.33,Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Disagree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,20,Neither Agree Nor Disagree,Disagree,Disagree,Strongly Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Agree,Disagree,Neither Agree Nor Disagree,Strongly Agree,Agree,Disagree,59.38,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,60,Don't Know,Don't Know,Strongly Disagree,Don't Know,71.56,Strongly Agree,Disagree,Don't Know,Strongly Agree,74.69,Strongly Disagree,Disagree,Don't Know,Don't Know,Don't Know,Strongly Agree,Agree,Strongly Agree,Strongly Agree +2016,260,Kentucky,Female,30-39,,,,,,1,1,8,Clinton,66.68,5,8,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,37.5,Strongly Disagree,Agree,Neither Agree Nor Disagree,58.33,Don't Know,Don't Know,Don't Know,45.83,,Strongly Agree,Strongly Disagree,Don't Know,84.75,Neither Agree Nor Disagree,Don't Know,Agree,Agree,Don't Know,56.75,Agree,Agree,Agree,Disagree,Strongly Disagree,80,Don't Know,Neither Agree Nor Disagree,Agree,Disagree,Don't Know,Don't Know,Agree,Disagree,58.75,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,90.5,Strongly Disagree,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,87.5,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,62.5,Strongly Disagree,Disagree,Disagree,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree +2016,261,Kentucky,Male,40-49,,,,,,1,1,5,Clinton,67.35,9,8,Disagree,Agree,Disagree,58.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Agree,Neither Agree Nor Disagree,Disagree,50,Disagree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,80,Agree,Disagree,Strongly Agree,Agree,Disagree,70,Strongly Agree,Agree,Disagree,Agree,Disagree,60,Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree,53.13,Agree,Strongly Agree,Agree,Disagree,Disagree,80,Strongly Disagree,Agree,Disagree,Strongly Agree,75,Agree,Agree,Agree,Strongly Agree,81.25,Strongly Disagree,Agree,Agree,Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,262,Louisiana,Male,60-69,,,,,,1,1,9,,77.6,9,9,Agree,Disagree,Strongly Disagree,66.67,Agree,Agree,Agree,Strongly Agree,81.25,Disagree,Agree,Disagree,41.67,Disagree,Disagree,Agree,58.33,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Disagree,Strongly Agree,Agree,Strongly Disagree,65,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Neither Agree Nor Disagree,Agree,Agree,Strongly Agree,Strongly Agree,Disagree,68.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Disagree,Strongly Disagree,Don't Know,88.13,Agree,Disagree,Agree,Agree,62.5,Strongly Disagree,Strongly Disagree,Disagree,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,263,Louisiana,Male,50-59,,,,,,,1,4,Clinton,66.84,8,7,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Agree,Agree,Agree,Agree,75,Don't Know,Neither Agree Nor Disagree,Neither Agree Nor Disagree,44.17,Don't Know,Disagree,Disagree,61.67,Disagree,Agree,Don't Know,Disagree,75.75,Agree,Disagree,Agree,Strongly Agree,Disagree,70,Don't Know,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,55.5,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Disagree,68.75,Agree,Agree,Agree,Don't Know,Don't Know,75.25,Disagree,Disagree,Disagree,Agree,75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Disagree,Disagree,Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,264,Louisiana,Male,70-79,,,,,,,1,5,Clinton,85.36,10,10,Strongly Disagree,Agree,Disagree,66.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Agree,75,Disagree,Strongly Disagree,Strongly Disagree,91.67,Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree,70,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,90,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,Don't Know,Strongly Disagree,77.03,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree,85,Strongly Disagree,Strongly Disagree,Strongly Disagree,Don't Know,91.56,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,265,Louisiana,Female,40-49,,,,,,1,1,2,Clinton,53.01,9,8,Disagree,Agree,Strongly Agree,33.33,Disagree,Disagree,Neither Agree Nor Disagree,Agree,43.75,Strongly Agree,Agree,Disagree,16.67,Don't Know,Don't Know,Don't Know,46.25,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,50,Agree,Don't Know,Agree,Agree,Agree,72.75,Neither Agree Nor Disagree,Strongly Disagree,Agree,Agree,Neither Agree Nor Disagree,40,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Agree,Agree,Don't Know,Don't Know,Strongly Disagree,69.06,Agree,Agree,Agree,Don't Know,Don't Know,73.5,Strongly Disagree,Agree,Agree,Neither Agree Nor Disagree,50,Agree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Agree,Agree,Disagree,Strongly Disagree,Agree,Agree,Agree,Disagree +2016,266,Louisiana,Male,30-39,,,,,,1,1,9,Stein,70.46,9,8,Disagree,Disagree,Strongly Disagree,83.33,Agree,Agree,Agree,Agree,75,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,58.33,Don't Know,Don't Know,Agree,40,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Neither Agree Nor Disagree,Disagree,Agree,Neither Agree Nor Disagree,Don't Know,58.75,Don't Know,Agree,Strongly Agree,Strongly Disagree,Don't Know,80,Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Agree,Agree,Agree,Strongly Disagree,59.38,Don't Know,Agree,Agree,Don't Know,Disagree,75.5,Disagree,Don't Know,Disagree,Don't Know,70.63,Agree,Agree,Don't Know,Agree,75.94,Strongly Disagree,Disagree,Don't Know,Don't Know,Don't Know,Agree,Agree,Agree,Strongly Agree +2016,267,Louisiana,Male,60-69,,,,,,1,.d,3,Clinton,72.45,10,8,Strongly Disagree,Strongly Disagree,Agree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Don't Know,Don't Know,Don't Know,21.67,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,85,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Don't Know,50.25,Disagree,Disagree,Don't Know,Disagree,Disagree,47.25,Disagree,Strongly Disagree,Agree,Strongly Agree,Agree,Don't Know,Agree,Don't Know,73.13,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,88.5,Disagree,Strongly Agree,Strongly Disagree,Don't Know,61.25,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Disagree,Agree,Agree,Agree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Disagree +2016,268,Louisiana,Male,60-69,,,,,,1,1,5,Trump,74.59,10,8,Neither Agree Nor Disagree,Agree,Disagree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Disagree,Disagree,Disagree,75,Disagree,Strongly Agree,Disagree,Disagree,85,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,Disagree,55,Agree,Agree,Agree,Neither Agree Nor Disagree,Disagree,70,Strongly Disagree,Disagree,Strongly Agree,Agree,Strongly Disagree,Disagree,,Strongly Agree,69.38,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Agree,70,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,100,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,269,Louisiana,Male,70-79,,,,,,1,1,4,Clinton,66.84,9,8,Disagree,Disagree,Disagree,75,Strongly Agree,Strongly Agree,Agree,Strongly Agree,93.75,Agree,Agree,Disagree,25,Agree,Disagree,Disagree,58.33,Neither Agree Nor Disagree,Agree,Disagree,Neither Agree Nor Disagree,65,Agree,Disagree,Neither Agree Nor Disagree,Agree,Disagree,60,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,45,Disagree,Strongly Disagree,Strongly Agree,Agree,Agree,Strongly Agree,Agree,Disagree,78.13,Agree,Agree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,70,Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,62.5,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,Don't Know,Strongly Disagree,Agree,Agree,Agree,Agree +2016,270,Maine,Male,70-79,,,,,,1,1,3,Clinton,82.73,10,6,Disagree,Disagree,Strongly Disagree,83.33,Agree,Agree,Strongly Agree,Don't Know,82.19,Disagree,Disagree,Strongly Agree,83.33,Don't Know,Disagree,Don't Know,66.67,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Strongly Disagree,Strongly Agree,Agree,Strongly Disagree,70,Agree,Agree,Agree,Disagree,Strongly Disagree,80,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,84.38,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,56.25,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Strongly Disagree,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,271,Maine,Male,30-39,,,,,,1,1,2,Clinton,69.11,9,5,Neither Agree Nor Disagree,Disagree,Strongly Disagree,75,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Neither Agree Nor Disagree,66.67,Disagree,Disagree,Disagree,75,Strongly Disagree,Disagree,Disagree,Strongly Disagree,65,Agree,Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree,55,Disagree,Agree,Disagree,Agree,Agree,35,Neither Agree Nor Disagree,Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,75,Strongly Agree,Agree,Agree,Not Applicable,Strongly Disagree,87.25,Disagree,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,56.25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Agree +2016,272,Maine,Male,70-79,,,,,,1,1,2,Clinton,72.73,10,8,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Disagree,Agree,Agree,58.33,Agree,Disagree,Disagree,58.33,Disagree,Agree,Disagree,Strongly Disagree,80,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,60,Agree,Agree,Agree,Neither Agree Nor Disagree,Disagree,70,Strongly Disagree,Neither Agree Nor Disagree,Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Strongly Disagree,75,Strongly Agree,Agree,Strongly Agree,Not Applicable,Not Applicable,87.75,Agree,Strongly Agree,Strongly Disagree,Neither Agree Nor Disagree,43.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Agree,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Agree,Agree +2016,273,Maine,Male,70-79,,,,,,1,1,4,Clinton,78.01,10,8,Disagree,Disagree,Strongly Disagree,83.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,90,Agree,Disagree,Agree,Strongly Agree,Neither Agree Nor Disagree,75,Agree,Agree,Neither Agree Nor Disagree,Disagree,Disagree,70,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Don't Know,Don't Know,Don't Know,83.44,Agree,Agree,Strongly Agree,Don't Know,Don't Know,79.5,Don't Know,Agree,Strongly Disagree,Don't Know,66.56,Strongly Agree,Agree,Don't Know,Agree,79.06,Strongly Disagree,Don't Know,Don't Know,Don't Know,Disagree,Strongly Agree,Strongly Agree,Agree,Agree +2016,274,Maine,Female,50-59,,,,,,1,1,3,,81.94,10,7,Agree,Agree,Strongly Disagree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Neither Agree Nor Disagree,66.67,Don't Know,Disagree,Disagree,60.83,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Disagree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,90,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree,78.13,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,91.5,Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,68.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,275,Maine,Female,40-49,,,,,,1,1,2,Clinton,63.78,8,8,Agree,Agree,Disagree,41.67,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Disagree,Agree,Disagree,Disagree,70,Agree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Disagree,55,Agree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Disagree,55,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Disagree,68.75,Agree,Agree,Agree,Disagree,Disagree,75,Neither Agree Nor Disagree,Agree,Disagree,Agree,56.25,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Agree,Agree,Agree,Agree +2016,276,Maine,Female,40-49,,,,,,1,1,4,Clinton,74.23,10,7,Disagree,Neither Agree Nor Disagree,Agree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Agree,91.67,Don't Know,Disagree,Don't Know,58.75,Strongly Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree,80,Agree,Neither Agree Nor Disagree,Agree,Agree,Agree,70,Agree,Agree,Don't Know,Neither Agree Nor Disagree,Don't Know,60.75,Disagree,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,79.06,Agree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree,80,Agree,Strongly Agree,Disagree,Agree,43.75,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Agree,Disagree,Agree,Agree,Agree,Neither Agree Nor Disagree +2016,277,Maine,Female,60-69,,,,,,1,1,2,Clinton,64.26,10,7,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,83.33,Agree,Disagree,Agree,Agree,62.5,Don't Know,Don't Know,Don't Know,18.75,Don't Know,Don't Know,Don't Know,60.83,Disagree,Agree,Strongly Disagree,Don't Know,81.75,,,,,,53.25,Strongly Agree,Don't Know,Disagree,Agree,,46.5,,,,,,,,,68.59,Don't Know,Agree,Don't Know,Not Applicable,Don't Know,76.5,Strongly Disagree,Don't Know,Disagree,Agree,67.81,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,Don't Know,Agree,Agree,Strongly Disagree,Strongly Disagree +2016,278,Maine,Male,60-69,,,,,,1,1,3,,66.2,10,8,Disagree,Disagree,Strongly Disagree,83.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Neither Agree Nor Disagree,Agree,66.67,Disagree,Don't Know,Don't Know,61.67,Disagree,Strongly Agree,Agree,Don't Know,78.5,Agree,Neither Agree Nor Disagree,Don't Know,Disagree,Don't Know,46.25,Agree,Agree,Disagree,Strongly Agree,Agree,40,Don't Know,Don't Know,Agree,Disagree,Agree,Agree,Don't Know,Disagree,64.38,Agree,Agree,Agree,Don't Know,Don't Know,74,Agree,Agree,Disagree,Agree,50,Agree,Agree,Agree,Agree,75,Disagree,Agree,Don't Know,Don't Know,Don't Know,Agree,Agree,Agree,Strongly Disagree +2016,279,Maine,Male,40-49,,,,,,1,1,7,,71.99,9,8,Agree,Agree,Strongly Disagree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Neither Agree Nor Disagree,66.67,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Neither Agree Nor Disagree,Agree,Disagree,Strongly Disagree,75,Agree,Disagree,Agree,Agree,Don't Know,68.25,Disagree,Agree,Disagree,Disagree,Disagree,55,Strongly Disagree,Disagree,Agree,Strongly Agree,Agree,Agree,Agree,Strongly Disagree,71.88,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Disagree,Not Applicable,71.56,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Don't Know,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,280,Maryland,Male,50-59,,,,,,,1,3,,80.64,10,10,Strongly Agree,Strongly Agree,Strongly Disagree,33.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Neither Agree Nor Disagree,Strongly Disagree,25,Don't Know,Disagree,Don't Know,59.17,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Disagree,Agree,Agree,Disagree,65,Agree,Agree,Strongly Agree,Disagree,Strongly Disagree,85,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Agree,Disagree,84.38,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Disagree,Strongly Disagree,Not Applicable,93.44,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,281,Maryland,Female,50-59,,,,,,1,1,2,Clinton,74.08,9,7,Disagree,Neither Agree Nor Disagree,Strongly Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Agree,75,Don't Know,Disagree,Disagree,64.17,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,65,Neither Agree Nor Disagree,Disagree,Agree,Agree,Disagree,60,Don't Know,Disagree,Agree,Disagree,Disagree,57.75,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,87.5,Strongly Agree,Strongly Agree,Agree,Don't Know,Strongly Disagree,89.75,Strongly Agree,Agree,Disagree,Neither Agree Nor Disagree,37.5,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Strongly Disagree +2016,282,Maryland,Female,40-49,,,,,,1,1,3,Clinton,64.64,9,8,Strongly Agree,Strongly Agree,Disagree,25,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Agree,Strongly Agree,Disagree,8.33,Don't Know,Don't Know,Don't Know,54.58,Disagree,Agree,Disagree,Disagree,75,Agree,Disagree,Agree,Agree,Neither Agree Nor Disagree,70,Disagree,Agree,Agree,Disagree,Don't Know,62.75,Disagree,Disagree,Agree,Agree,Agree,Don't Know,Agree,Strongly Disagree,65.31,Agree,Agree,Agree,Don't Know,Don't Know,78.5,Disagree,Strongly Agree,Disagree,Agree,56.25,Strongly Agree,Strongly Agree,Agree,Agree,87.5,Strongly Disagree,Disagree,Strongly Agree,Don't Know,Strongly Disagree,Agree,Agree,Agree,Neither Agree Nor Disagree +2016,283,Maryland,Female,30-39,,,,,,1,1,1,Clinton,66.38,9,6,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Strongly Agree,87.5,Don't Know,Don't Know,Don't Know,30.83,Don't Know,Don't Know,Don't Know,61.25,Disagree,Agree,Don't Know,Don't Know,72,Neither Agree Nor Disagree,Don't Know,Don't Know,Disagree,Disagree,45.25,Don't Know,Agree,Don't Know,Agree,Don't Know,48,Don't Know,Don't Know,Agree,Strongly Agree,Agree,Agree,Agree,Strongly Disagree,67.03,Agree,Agree,Agree,Not Applicable,Don't Know,75.75,Strongly Disagree,Agree,Don't Know,Don't Know,65,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Agree,81.25,Disagree,Disagree,Strongly Agree,Agree,Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree +2016,284,Maryland,Male,50-59,,,,,,1,1,2,Clinton,66.56,9,9,Agree,Agree,Disagree,41.67,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Disagree,Disagree,Don't Know,74.17,Disagree,Agree,Disagree,Disagree,80,Agree,Disagree,Agree,Agree,Don't Know,66.5,Agree,Agree,Agree,Strongly Agree,Don't Know,57.75,Disagree,Disagree,Agree,Strongly Agree,Strongly Agree,Agree,Agree,Disagree,75,Agree,Agree,Agree,Not Applicable,Not Applicable,73.5,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Disagree,Strongly Agree,Agree,Disagree,Strongly Disagree,Agree,Agree,Agree,Agree +2016,285,Maryland,Male,70-79,,,,1,,1,1,2,Clinton,74.74,5,5,Neither Agree Nor Disagree,Strongly Disagree,Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Agree,93.75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,41.67,Don't Know,Don't Know,Don't Know,67.5,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Disagree,Don't Know,Disagree,Don't Know,55.5,Don't Know,Agree,Agree,Neither Agree Nor Disagree,Don't Know,64.25,Disagree,Don't Know,Strongly Agree,Strongly Agree,Agree,,Don't Know,Don't Know,76.09,Agree,Agree,Agree,Strongly Disagree,Disagree,80,Disagree,Neither Agree Nor Disagree,Strongly Disagree,Agree,75,Agree,Strongly Agree,Don't Know,Agree,81.88,Strongly Disagree,Disagree,Disagree,Strongly Disagree,Don't Know,Agree,Don't Know,Strongly Agree,Strongly Agree +2016,286,Maryland,Male,50-59,,,,,,,,5,,59.18,10,9,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,58.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Agree,Neither Agree Nor Disagree,Agree,60,Disagree,Disagree,Agree,Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,62.5,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,Disagree,65,Neither Agree Nor Disagree,Agree,Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Agree,62.5,Disagree,Agree,Agree,Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Neither Agree Nor Disagree +2016,287,Maryland,Male,40-49,,,,,,1,1,3,,78.62,9,8,Disagree,Disagree,Strongly Disagree,83.33,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree,16.67,Strongly Agree,Strongly Disagree,Strongly Disagree,66.67,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Strongly Disagree,Agree,Neither Agree Nor Disagree,Agree,75,Not Applicable,Strongly Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,74.75,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,84.38,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,90,Strongly Disagree,Agree,Agree,Not Applicable,57.19,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,288,Maryland,Male,70-79,,,,,,1,1,4,Clinton,65.23,9,9,Don't Know,Disagree,Disagree,,Agree,Agree,Strongly Agree,Agree,81.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Don't Know,Don't Know,57.5,Don't Know,Agree,Disagree,Strongly Disagree,81.5,Neither Agree Nor Disagree,Don't Know,Agree,Agree,Don't Know,61,Don't Know,Agree,Agree,Agree,Don't Know,58.5,Disagree,Disagree,Agree,Agree,Don't Know,Agree,Agree,Disagree,69.22,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Don't Know,Don't Know,Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,289,Maryland,Male,70-79,,,1,,,1,1,3,Clinton,74.34,9,4,Strongly Disagree,Strongly Disagree,Disagree,91.67,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,65.83,Strongly Disagree,Agree,Disagree,Strongly Disagree,85,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,55,Not Applicable,Agree,Strongly Agree,Neither Agree Nor Disagree,Don't Know,67,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,85.16,Don't Know,Agree,Agree,Not Applicable,Disagree,76,Strongly Disagree,Agree,Disagree,Don't Know,68.44,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,87.5,Strongly Disagree,Strongly Disagree,Agree,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,290,Maryland,Female,50-59,,,,,,1,1,3,Clinton,68.29,7,4,Disagree,Disagree,Disagree,75,Agree,Agree,Agree,Agree,75,Don't Know,Neither Agree Nor Disagree,Neither Agree Nor Disagree,43.75,Don't Know,Don't Know,Don't Know,56.25,Don't Know,Agree,Disagree,Don't Know,75,Agree,Don't Know,Agree,Neither Agree Nor Disagree,Strongly Disagree,53.75,Not Applicable,Agree,Strongly Disagree,Neither Agree Nor Disagree,Disagree,50,Don't Know,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Disagree,83.13,Strongly Agree,Strongly Agree,Don't Know,Don't Know,Don't Know,87.5,Disagree,Strongly Agree,Disagree,Agree,56.25,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Agree,Disagree,Don't Know,Agree,Agree,Agree,Agree +2016,291,Maryland,Male,50-59,,,,,,1,1,2,Clinton,74.87,10,7,Disagree,Agree,Strongly Disagree,66.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,68.33,Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Agree,Strongly Disagree,Agree,Disagree,Not Applicable,62.75,Not Applicable,Disagree,Agree,Disagree,Strongly Disagree,66.75,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,79.53,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Strongly Disagree,94.25,Don't Know,Agree,Disagree,Not Applicable,64.69,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Disagree,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,292,Maryland,Female,60-69,,,,,,1,1,2,Clinton,68.01,8,5,Disagree,Agree,Disagree,58.33,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Agree,Agree,Strongly Disagree,8.33,Don't Know,Don't Know,Don't Know,64.58,Disagree,Agree,Strongly Disagree,Strongly Disagree,85,Agree,Don't Know,Agree,Agree,Don't Know,65.5,Not Applicable,Agree,Don't Know,Neither Agree Nor Disagree,Don't Know,52.75,Disagree,Disagree,Agree,Agree,Agree,Agree,Don't Know,Strongly Disagree,66.25,Agree,Agree,Agree,Don't Know,Don't Know,75.75,Strongly Disagree,Agree,Disagree,Don't Know,65.94,Strongly Agree,Strongly Agree,Agree,Strongly Agree,93.75,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Don't Know,Disagree,Agree,Agree,Agree,Agree +2016,293,Maryland,Female,40-49,,,,,,1,1,3,Clinton,59.67,8,5,Agree,Neither Agree Nor Disagree,Disagree,50,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,56.67,Disagree,Disagree,Disagree,Disagree,55,Disagree,Disagree,Disagree,Disagree,Disagree,35,Don't Know,Agree,Don't Know,Agree,Don't Know,50.75,Agree,Strongly Disagree,Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,90,Disagree,Strongly Agree,Strongly Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Disagree +2016,294,Massachusetts,Male,40-49,,,,,,1,1,3,Clinton,82.14,9,9,Disagree,Strongly Disagree,Strongly Disagree,91.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Agree,Disagree,Disagree,58.33,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Disagree,Agree,Agree,Disagree,65,Strongly Agree,Strongly Agree,Agree,Disagree,Disagree,85,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,87.5,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,90,Disagree,Disagree,Strongly Disagree,Strongly Agree,87.5,Strongly Agree,Strongly Agree,Agree,Agree,87.5,Strongly Disagree,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,295,Massachusetts,Male,70-79,,,,,,1,1,1,Clinton,67.35,8,7,Strongly Agree,Strongly Disagree,Disagree,58.33,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Strongly Agree,87.5,Strongly Disagree,Strongly Agree,Strongly Disagree,33.33,Strongly Agree,Disagree,Disagree,50,Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,85,Disagree,Strongly Disagree,Disagree,Agree,Neither Agree Nor Disagree,55,Strongly Disagree,Agree,Agree,Strongly Disagree,Disagree,65,Disagree,Disagree,Agree,Strongly Agree,Agree,Agree,Agree,Strongly Disagree,68.75,Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Disagree,80,Strongly Disagree,Strongly Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Strongly Disagree,Strongly Agree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree +2016,296,Massachusetts,Male,30-39,,,,,,1,1,2,Clinton,72.68,10,9,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Agree,Disagree,33.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Strongly Agree,Disagree,Strongly Disagree,90,Agree,Disagree,Agree,Agree,Neither Agree Nor Disagree,70,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Don't Know,50,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Don't Know,Agree,Strongly Agree,Strongly Disagree,79.53,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Disagree,Agree,Neither Agree Nor Disagree,Agree,56.25,Agree,Agree,Agree,Agree,75,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Agree +2016,297,Massachusetts,Male,70-79,,,,,,1,1,2,Clinton,67.81,9,4,Don't Know,Don't Know,Strongly Disagree,,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Not Applicable,Not Applicable,Not Applicable,31.25,Don't Know,Don't Know,Don't Know,66.25,Disagree,Disagree,Disagree,Disagree,55,Agree,Disagree,Agree,Agree,Don't Know,67.5,Don't Know,Agree,Agree,Disagree,Disagree,68.5,Don't Know,Don't Know,Strongly Agree,Agree,Agree,Don't Know,Don't Know,Disagree,76.25,Agree,Agree,Agree,Don't Know,Disagree,74,Disagree,Agree,Disagree,Don't Know,62.19,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Disagree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Agree +2016,298,Massachusetts,Male,40-49,,,,,,1,1,6,Stein,35.13,6,5,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,16.67,Agree,Disagree,Agree,Agree,62.5,Strongly Agree,Agree,Disagree,16.67,Agree,Agree,Agree,25,Strongly Agree,Strongly Disagree,Agree,Neither Agree Nor Disagree,15,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,Strongly Disagree,5,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,10,Neither Agree Nor Disagree,Agree,Disagree,Disagree,Agree,Agree,Agree,Strongly Disagree,43.75,Don't Know,Agree,Neither Agree Nor Disagree,Don't Know,Don't Know,74.25,Disagree,Agree,Disagree,Don't Know,62.5,Agree,Disagree,Disagree,Neither Agree Nor Disagree,43.75,Disagree,Agree,Agree,Agree,Don't Know,Don't Know,Don't Know,Strongly Agree,Strongly Disagree +2016,299,Massachusetts,Female,50-59,,,,,,1,1,3,Clinton,72.76,9,6,Agree,Strongly Agree,Disagree,33.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Agree,91.67,Strongly Agree,Strongly Disagree,Strongly Disagree,66.67,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,90,Strongly Agree,Disagree,Agree,Agree,Disagree,70,Agree,Agree,Disagree,Agree,Disagree,55,Strongly Disagree,Disagree,Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,78.13,Agree,Agree,Agree,Don't Know,Disagree,73,Disagree,Strongly Agree,Disagree,Agree,56.25,Agree,Agree,Agree,Agree,75,Disagree,Agree,Agree,Agree,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree +2016,300,Massachusetts,Female,60-69,,,,,,1,1,3,Clinton,63.01,8,6,Strongly Agree,Strongly Agree,Disagree,25,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,87.5,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Don't Know,Don't Know,Don't Know,58.75,Disagree,Agree,Strongly Disagree,Strongly Disagree,85,Disagree,Strongly Disagree,Agree,Strongly Disagree,Don't Know,47.25,Agree,Disagree,Strongly Disagree,Disagree,Neither Agree Nor Disagree,45,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree,68.75,Agree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65,Strongly Disagree,Strongly Agree,Strongly Disagree,Agree,68.75,Strongly Agree,Agree,Agree,Agree,81.25,Strongly Disagree,Agree,Agree,Strongly Disagree,Strongly Disagree,Agree,Agree,Strongly Disagree,Strongly Disagree +2016,301,Massachusetts,Male,50-59,,,,,,1,1,2,Clinton,72.55,10,6,Disagree,Agree,Strongly Disagree,66.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Disagree,Disagree,41.67,Don't Know,Don't Know,Don't Know,62.08,Disagree,Strongly Agree,Agree,Disagree,70,Agree,Disagree,Agree,Agree,Disagree,65,Don't Know,Agree,Don't Know,Agree,Disagree,57.5,Don't Know,Strongly Disagree,Strongly Agree,Disagree,Agree,Don't Know,Strongly Agree,Strongly Disagree,71.09,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,93.75,Disagree,Agree,Strongly Disagree,Don't Know,70.31,Strongly Agree,Strongly Agree,Don't Know,Don't Know,90.63,Strongly Disagree,Don't Know,Don't Know,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree +2016,302,Massachusetts,Male,50-59,,,,,,1,1,3,Clinton,74.26,8,9,Neither Agree Nor Disagree,Disagree,Strongly Disagree,75,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,58.33,Agree,Strongly Disagree,Disagree,66.67,Disagree,Strongly Agree,Disagree,Strongly Disagree,85,Agree,Disagree,Agree,Agree,Neither Agree Nor Disagree,70,Not Applicable,Agree,Agree,Disagree,Disagree,70.5,Strongly Disagree,Strongly Disagree,Agree,Agree,Agree,Agree,Agree,Strongly Disagree,71.88,Agree,Strongly Agree,Strongly Agree,Don't Know,Neither Agree Nor Disagree,80.5,Strongly Disagree,Agree,Disagree,Not Applicable,70.94,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Strongly Disagree,Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Agree +2016,303,Massachusetts,Male,50-59,,,,,,1,1,4,Clinton,73.8,10,10,Agree,Agree,Agree,25,Strongly Agree,Strongly Agree,Agree,Strongly Agree,93.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Disagree,Disagree,58.33,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Disagree,Strongly Disagree,Strongly Agree,Disagree,Agree,65,Neither Agree Nor Disagree,Agree,Disagree,Disagree,Strongly Disagree,65,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Strongly Disagree,81.25,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Strongly Disagree,93.25,Strongly Disagree,Agree,Strongly Disagree,Strongly Agree,81.25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Agree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Disagree +2016,304,Massachusetts,Female,40-49,,,,,,1,1,2,Clinton,61.02,9,5,Neither Agree Nor Disagree,Agree,Disagree,50,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Don't Know,Don't Know,Don't Know,60,Disagree,Strongly Agree,Disagree,Don't Know,86.5,Disagree,Agree,Disagree,Disagree,Disagree,25,Not Applicable,Not Applicable,Disagree,Agree,Don't Know,40.75,Don't Know,Don't Know,Agree,Agree,Agree,Agree,Agree,Disagree,69.84,Agree,Agree,Don't Know,Don't Know,Don't Know,78.5,Disagree,Strongly Agree,Disagree,Not Applicable,55.63,Agree,Agree,Agree,Agree,75,Disagree,Agree,Agree,Don't Know,Disagree,Agree,Agree,Agree,Disagree +2016,305,Massachusetts,Female,60-69,,,,,,1,1,2,Clinton,76.38,10,10,Agree,Disagree,Disagree,58.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Don't Know,Don't Know,Don't Know,35.42,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Don't Know,Strongly Disagree,81.25,Agree,Agree,Agree,Agree,Strongly Disagree,50,Agree,Agree,Disagree,Neither Agree Nor Disagree,Don't Know,56,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,87.5,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Not Applicable,89.25,Strongly Disagree,Strongly Agree,Strongly Disagree,Don't Know,69.69,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree +2016,306,Massachusetts,Female,70-79,,,,,,1,1,3,Clinton,63.44,8,8,Agree,Agree,Strongly Disagree,50,Agree,Agree,Don't Know,Don't Know,79.69,Disagree,Don't Know,Don't Know,43.75,Don't Know,Don't Know,Don't Know,69.58,Don't Know,Disagree,Strongly Disagree,Disagree,58.25,Agree,Don't Know,Not Applicable,Agree,Disagree,64.5,Not Applicable,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Don't Know,32.5,Disagree,Disagree,Agree,Strongly Agree,Agree,Agree,Agree,Disagree,71.88,Don't Know,Strongly Agree,Agree,Not Applicable,Don't Know,79.25,Disagree,Don't Know,Disagree,Don't Know,58.44,Don't Know,Strongly Agree,Don't Know,Don't Know,79.69,Disagree,Disagree,Don't Know,Disagree,Disagree,Agree,Don't Know,Strongly Agree, +2016,307,Massachusetts,Male,60-69,,,,,,1,1,3,Clinton,71.43,10,7,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,58.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Agree,Disagree,Strongly Disagree,80,Agree,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,65,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Agree,Disagree,45,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,84.38,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,70,Strongly Disagree,Disagree,Disagree,Agree,81.25,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Disagree,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,308,Massachusetts,Female,70-79,,,,,,1,1,3,Clinton,75.92,9,4,Strongly Disagree,Strongly Agree,Strongly Disagree,66.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,65.42,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,90,Strongly Agree,Strongly Agree,Strongly Disagree,Agree,Disagree,60,Strongly Disagree,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,84.22,Strongly Disagree,Strongly Agree,Don't Know,Don't Know,Don't Know,65,Strongly Disagree,Agree,Strongly Disagree,Agree,75,Strongly Agree,Strongly Agree,Disagree,Agree,75,Disagree,Agree,Strongly Agree,Strongly Disagree,Disagree,Don't Know,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree +2016,309,Massachusetts,Male,40-49,,,,,,1,1,2,Clinton,67.07,9,7,Agree,Strongly Agree,Disagree,33.33,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Agree,Agree,Strongly Disagree,16.67,Don't Know,Don't Know,Don't Know,62.92,Don't Know,Strongly Agree,Strongly Disagree,Strongly Disagree,94.5,Agree,Disagree,Agree,Disagree,Neither Agree Nor Disagree,60,Disagree,Agree,Agree,Neither Agree Nor Disagree,Disagree,60,Disagree,Disagree,Strongly Agree,Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Strongly Disagree,65.63,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,90,Disagree,Agree,Agree,Neither Agree Nor Disagree,43.75,Strongly Agree,Agree,Agree,Strongly Agree,87.5,Disagree,Agree,Disagree,Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Agree +2016,310,Massachusetts,Male,40-49,,,,,,1,1,2,Clinton,65.26,9,6,Agree,Disagree,Disagree,58.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Neither Agree Nor Disagree,33.33,Don't Know,Don't Know,Disagree,66.25,Agree,Strongly Agree,Disagree,Disagree,75,Disagree,Agree,Agree,Disagree,Disagree,35,Not Applicable,Agree,Strongly Disagree,Agree,Neither Agree Nor Disagree,40.5,Agree,Disagree,Agree,Strongly Agree,Don't Know,Agree,Agree,Disagree,66.09,Strongly Agree,Agree,Agree,Don't Know,Disagree,82.5,Disagree,Agree,Disagree,Not Applicable,63.75,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,311,Massachusetts,Female,80-89,,,,,,1,1,1,Clinton,79.97,9,2,Strongly Disagree,Disagree,Strongly Disagree,91.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Agree,83.33,Disagree,Strongly Disagree,Strongly Disagree,91.67,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Neither Agree Nor Disagree,Agree,Strongly Agree,Neither Agree Nor Disagree,Agree,60,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,55,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Neither Agree Nor Disagree,87.5,Agree,Agree,Agree,Don't Know,Disagree,73.75,Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,62.5,Agree,Strongly Agree,Agree,Agree,81.25,Disagree,Agree,Strongly Agree,Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree +2016,312,Massachusetts,Male,50-59,,,,,,1,1,3,Clinton,62.42,8,3,Agree,Agree,Disagree,41.67,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Agree,Don't Know,Neither Agree Nor Disagree,51.67,Agree,Agree,Disagree,Don't Know,67.5,Agree,Disagree,Agree,Disagree,Disagree,55,Disagree,Disagree,Disagree,Agree,Agree,25,Don't Know,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,82.97,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Disagree,90.75,Disagree,Agree,Disagree,Not Applicable,62.19,Agree,Agree,Agree,Agree,75,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Disagree +2016,313,Massachusetts,Male,60-69,,,,,,1,1,2,Clinton,69.34,10,3,Strongly Disagree,Agree,Disagree,66.67,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Don't Know,Don't Know,Don't Know,36.67,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,80,Agree,Disagree,Neither Agree Nor Disagree,Agree,Disagree,60,Not Applicable,Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,45.75,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Agree,Don't Know,Strongly Agree,Strongly Disagree,79.22,Don't Know,Strongly Agree,Agree,Don't Know,Don't Know,84.25,Strongly Disagree,Agree,Disagree,Don't Know,69.69,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Strongly Disagree,Disagree,Strongly Disagree,Don't Know,Strongly Disagree,Don't Know,Don't Know,Strongly Agree,Strongly Agree +2016,314,Massachusetts,Female,30-39,,,,,,1,1,8,Clinton,58.85,7,5,Don't Know,Disagree,Disagree,,Agree,Disagree,Agree,Agree,62.5,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,57.92,Don't Know,Agree,Don't Know,Don't Know,75.75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Don't Know,Neither Agree Nor Disagree,Neither Agree Nor Disagree,54.75,Don't Know,Disagree,Don't Know,Neither Agree Nor Disagree,Don't Know,50.75,Don't Know,Disagree,Agree,Disagree,Disagree,Disagree,Agree,Disagree,51.25,Agree,Agree,Agree,Don't Know,Disagree,73.5,Disagree,Agree,Disagree,Disagree,50,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Agree,Agree,Disagree,Agree,Agree,Agree,Disagree +2016,315,Massachusetts,Male,20-29,,,,,,,,4,,61.66,8,5,Strongly Agree,Agree,Agree,16.67,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Strongly Agree,Strongly Agree,Agree,8.33,Strongly Disagree,Agree,Agree,Disagree,70,Agree,Don't Know,Neither Agree Nor Disagree,Agree,Disagree,57.75,Don't Know,Agree,Agree,Strongly Disagree,Don't Know,72.75,Disagree,Agree,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,Don't Know,Don't Know,Strongly Disagree,52.03,Agree,Agree,Agree,Strongly Disagree,Strongly Disagree,85,Don't Know,Strongly Agree,Strongly Disagree,Agree,63.13,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,Agree,Agree,Agree,Neither Agree Nor Disagree +2016,316,Massachusetts,Male,30-39,,,,,,,1,4,Clinton,59.41,8,5,Disagree,Agree,Neither Agree Nor Disagree,50,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Strongly Disagree,68.33,Don't Know,Neither Agree Nor Disagree,Don't Know,Disagree,65.5,Disagree,Neither Agree Nor Disagree,Agree,Agree,Strongly Disagree,45,Agree,Agree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,55,Agree,Disagree,Agree,Strongly Agree,Don't Know,Don't Know,Don't Know,Strongly Disagree,66.56,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Disagree,Disagree,65,Don't Know,Strongly Agree,Disagree,Don't Know,60.94,Don't Know,Agree,Agree,Don't Know,81.88,Don't Know,Agree,Agree,Agree,Disagree,Disagree,Agree,Agree,Strongly Disagree +2016,317,Massachusetts,Male,60-69,,,,,,1,1,4,Clinton,77.04,10,7,Disagree,Strongly Agree,Strongly Disagree,58.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Strongly Agree,Disagree,16.67,Neither Agree Nor Disagree,Disagree,Don't Know,67.08,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Disagree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,80,Strongly Disagree,Strongly Disagree,Strongly Disagree,Agree,Disagree,20,Strongly Disagree,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,96.09,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,96,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Agree,Strongly Disagree,Don't Know,Agree,Agree,Strongly Agree,Strongly Disagree +2016,318,Massachusetts,Female,30-39,,,,,,1,1,2,Clinton,80.66,9,5,Agree,Strongly Disagree,Strongly Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Agree,Disagree,50,Disagree,Disagree,Strongly Disagree,83.33,Strongly Disagree,Agree,Agree,Strongly Disagree,75,Strongly Agree,Don't Know,Strongly Agree,Strongly Agree,Disagree,77.25,Strongly Agree,Agree,Agree,Neither Agree Nor Disagree,Don't Know,74,Strongly Disagree,Strongly Disagree,Strongly Agree,Disagree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,74.53,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Agree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,319,Massachusetts,Male,50-59,,,,,,1,1,4,Clinton,66.38,9,7,Disagree,Strongly Disagree,Disagree,83.33,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Agree,Strongly Agree,Disagree,16.67,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Agree,Strongly Agree,,Agree,Disagree,50.75,,Disagree,Disagree,Strongly Disagree,Agree,44.75,Strongly Disagree,Disagree,Agree,Disagree,Strongly Disagree,Agree,Agree,Strongly Disagree,53.13,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,75,Strongly Disagree,Agree,Disagree,Agree,68.75,Strongly Agree,Disagree,Disagree,Strongly Agree,62.5,Strongly Disagree,Agree,Agree,Strongly Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,320,Massachusetts,Female,30-39,,,,,,1,1,8,,64.34,9,8,Agree,Agree,Strongly Disagree,50,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Agree,75,Disagree,Disagree,Disagree,75,Disagree,Agree,Disagree,Disagree,75,Disagree,Agree,Agree,Strongly Disagree,Not Applicable,35.25,Agree,Agree,Agree,Disagree,Agree,65,Disagree,Disagree,Agree,Disagree,Agree,Agree,Agree,Agree,68.75,Agree,Agree,Agree,Agree,Agree,55,Disagree,Agree,Disagree,Not Applicable,62.81,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Disagree,Disagree,Don't Know,Agree,Agree,Strongly Agree,Agree +2016,321,Massachusetts,Male,30-39,,,,,,,1,2,Clinton,65.1,10,10,Agree,Disagree,Strongly Disagree,66.67,Agree,Agree,Agree,Agree,75,Disagree,Strongly Agree,Disagree,33.33,Don't Know,Don't Know,Don't Know,60.42,Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,90,Disagree,Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,35,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Disagree,Agree,Disagree,Disagree,Don't Know,Strongly Agree,Strongly Disagree,56.25,Agree,Agree,Agree,Don't Know,Don't Know,79.75,Disagree,Agree,Disagree,Not Applicable,65,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Disagree,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Don't Know,Neither Agree Nor Disagree +2016,322,Massachusetts,Male,50-59,,,,,,1,1,3,Clinton,82.14,10,5,Neither Agree Nor Disagree,Agree,Disagree,50,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Disagree,Neither Agree Nor Disagree,Disagree,50,Disagree,Strongly Disagree,Strongly Disagree,91.67,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Disagree,Strongly Agree,Strongly Agree,Agree,85,Agree,Agree,Disagree,Neither Agree Nor Disagree,Disagree,60,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Agree,Strongly Agree,Strongly Disagree,78.13,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Strongly Disagree,Strongly Agree,81.25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Agree,Disagree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,323,Massachusetts,Female,60-69,,,,,,1,1,2,Clinton,52.27,8,8,Agree,Agree,Strongly Agree,16.67,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,60.42,Don't Know,Neither Agree Nor Disagree,Agree,Disagree,53.5,Neither Agree Nor Disagree,Agree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,40,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Don't Know,27.75,Agree,Disagree,Agree,Neither Agree Nor Disagree,Agree,Agree,Agree,Disagree,59.38,Agree,Agree,Agree,Don't Know,Don't Know,76,Disagree,Agree,Disagree,Don't Know,60.94,Agree,Strongly Agree,Agree,Agree,81.25,Agree,Disagree,Agree,Strongly Agree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Disagree +2016,324,Massachusetts,Male,50-59,,,,,,1,1,2,Clinton,75.77,10,4,Disagree,Strongly Disagree,Strongly Disagree,91.67,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,97.5,Disagree,Disagree,Agree,75,Don't Know,Don't Know,Don't Know,64.58,Strongly Disagree,Agree,Disagree,Strongly Disagree,85,Agree,Disagree,Agree,Agree,Disagree,65,Disagree,Agree,Agree,Disagree,Disagree,65,Strongly Disagree,Don't Know,Agree,Strongly Agree,Strongly Agree,Agree,Agree,Strongly Disagree,76.09,Don't Know,Agree,Don't Know,Don't Know,Don't Know,79.25,Disagree,Strongly Agree,Disagree,Don't Know,55.94,Agree,Strongly Agree,Agree,Agree,81.25,Strongly Disagree,Disagree,Don't Know,Disagree,Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,325,Massachusetts,Male,40-49,,,,,,1,1,2,Clinton,50.51,8,5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Neither Agree Nor Disagree,Strongly Agree,Disagree,25,Agree,Agree,Disagree,41.67,Agree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,35,Disagree,Disagree,Disagree,Strongly Disagree,Disagree,30,Disagree,Disagree,Strongly Disagree,Agree,Neither Agree Nor Disagree,25,Disagree,Neither Agree Nor Disagree,Strongly Agree,Disagree,Agree,Agree,Agree,Strongly Disagree,59.38,Agree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65,Disagree,Strongly Agree,Strongly Disagree,Neither Agree Nor Disagree,56.25,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Disagree,Agree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,Agree,Agree,Agree,Agree +2016,326,Massachusetts,Male,70-79,,,,,,1,1,4,Clinton,71.89,10,9,Disagree,Disagree,Strongly Disagree,83.33,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Neither Agree Nor Disagree,Agree,Agree,50,Disagree,Disagree,Don't Know,74.17,Strongly Disagree,Strongly Agree,Strongly Disagree,Disagree,95,Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Agree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Disagree,78.13,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Disagree,85,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Agree,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,327,Massachusetts,Male,70-79,,,,,,,1,1,Stein,40.13,8,2,Strongly Agree,Strongly Agree,Strongly Agree,0,Don't Know,Disagree,Disagree,Don't Know,52.19,Strongly Agree,Strongly Agree,Strongly Disagree,0,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,66.67,Don't Know,Don't Know,Strongly Agree,Don't Know,48.5,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,10,Don't Know,Don't Know,Strongly Disagree,Strongly Agree,Agree,25.75,Don't Know,Don't Know,Neither Agree Nor Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,Don't Know,Don't Know,45.47,Strongly Disagree,Agree,Don't Know,Don't Know,Don't Know,59.5,Don't Know,Strongly Agree,Don't Know,Don't Know,43.75,Don't Know,Don't Know,Don't Know,Don't Know,75,Strongly Agree,Strongly Agree,Don't Know,Don't Know,Strongly Disagree,Don't Know,Don't Know,Agree,Strongly Disagree +2016,328,Massachusetts,Male,30-39,,,,,,1,1,,,,8,5,Disagree,Disagree,Disagree,75,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Agree,Disagree,33.33,Don't Know,Don't Know,Don't Know,,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,90,Agree,Disagree,Agree,Neither Agree Nor Disagree,Disagree,60,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Disagree,68.75,Agree,Agree,Agree,Don't Know,Don't Know,,Disagree,Neither Agree Nor Disagree,Disagree,Agree,68.75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,Don't Know,Disagree,Agree,Agree,Agree,Agree +2016,329,Massachusetts,Male,50-59,,,,,,1,1,2,Clinton,73.55,10,10,Agree,Neither Agree Nor Disagree,Disagree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Agree,75,Disagree,Disagree,Strongly Disagree,83.33,Agree,Agree,Disagree,Disagree,60,Agree,Neither Agree Nor Disagree,Agree,Agree,Not Applicable,61.75,Agree,Agree,Agree,Agree,Disagree,65,Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,84.38,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Disagree,89,Disagree,Strongly Agree,Agree,Agree,43.75,Agree,Strongly Agree,Agree,Strongly Agree,87.5,Strongly Disagree,Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,330,Massachusetts,Male,50-59,,,,,,1,1,2,Clinton,62.24,8,5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,41.67,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Disagree,Agree,Disagree,41.67,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Strongly Disagree,Strongly Agree,Agree,Strongly Disagree,85,Neither Agree Nor Disagree,Disagree,Disagree,Disagree,Agree,50,Neither Agree Nor Disagree,Disagree,Strongly Disagree,Strongly Agree,Agree,20,Disagree,Disagree,Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,75,Agree,Disagree,Agree,Don't Know,Strongly Disagree,70,Disagree,Agree,Disagree,Strongly Agree,68.75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Strongly Agree,Disagree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree +2016,331,Michigan,Male,40-49,,,,,,1,1,6,Clinton,67.55,8,8,Neither Agree Nor Disagree,Agree,Disagree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Don't Know,Disagree,Disagree,64.58,Disagree,Agree,Disagree,Disagree,75,Agree,Disagree,Agree,Agree,Disagree,65,Agree,Agree,Disagree,Disagree,Don't Know,62.75,Disagree,Don't Know,Agree,Agree,Agree,Agree,Strongly Agree,Strongly Disagree,67.03,Don't Know,Agree,Agree,Don't Know,Disagree,77.5,Disagree,Agree,Disagree,Not Applicable,63.44,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Agree,Don't Know,Disagree,Agree,Agree,Agree,Agree +2016,332,Michigan,Male,40-49,,,,,,1,1,4,Clinton,76.15,10,9,Strongly Disagree,Agree,Neither Agree Nor Disagree,58.33,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Agree,Neither Agree Nor Disagree,Strongly Disagree,25,Disagree,Disagree,Strongly Disagree,83.33,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Disagree,80,Not Applicable,Strongly Agree,Strongly Disagree,Disagree,Disagree,60.75,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Agree,Agree,Strongly Agree,Strongly Disagree,78.13,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Strongly Disagree,95.5,Agree,Strongly Agree,Strongly Disagree,Strongly Agree,56.25,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Agree,81.25,Strongly Disagree,Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,333,Michigan,Male,40-49,,,,,,1,1,3,Clinton,59.87,7,5,Agree,Agree,Disagree,41.67,Disagree,Agree,Agree,Agree,62.5,Agree,Strongly Agree,Disagree,16.67,Agree,Agree,Neither Agree Nor Disagree,33.33,Agree,Agree,Disagree,Strongly Disagree,70,Strongly Agree,Disagree,Agree,Agree,Disagree,70,Agree,Agree,Neither Agree Nor Disagree,Agree,Disagree,60,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Don't Know,Strongly Disagree,76.72,Don't Know,Agree,Agree,Don't Know,Don't Know,79,Agree,Agree,Disagree,Neither Agree Nor Disagree,43.75,Disagree,Agree,Neither Agree Nor Disagree,Agree,56.25,Disagree,Disagree,Disagree,Strongly Disagree,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Agree,Disagree +2016,334,Michigan,Female,30-39,,,,,,1,1,3,Clinton,54.16,7,7,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Strongly Agree,Agree,Agree,Agree,81.25,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,47.5,Don't Know,Agree,Don't Know,Don't Know,73.25,Disagree,Disagree,Disagree,Disagree,Disagree,35,Disagree,Disagree,Don't Know,Agree,Don't Know,33.5,Don't Know,Don't Know,Agree,Disagree,Don't Know,Don't Know,Don't Know,Don't Know,58.13,Don't Know,Agree,Agree,Disagree,Disagree,74.75,Agree,Agree,Agree,Agree,37.5,Don't Know,Don't Know,Agree,Agree,72.19,Disagree,Disagree,Agree,Agree,Disagree,Agree,Agree,Agree,Disagree +2016,335,Michigan,Female,40-49,,,,,,1,1,4,Clinton,58.42,8,6,Strongly Disagree,Disagree,Agree,66.67,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Strongly Disagree,61.67,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Disagree,50,Don't Know,Agree,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,35.5,Disagree,Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Disagree,Strongly Agree,Strongly Disagree,65.63,Agree,Agree,Agree,Strongly Disagree,Strongly Disagree,85,Strongly Agree,Strongly Agree,Strongly Disagree,Disagree,31.25,Disagree,Agree,Disagree,Neither Agree Nor Disagree,43.75,Strongly Disagree,Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree +2016,336,Michigan,Male,50-59,,,,,,1,1,3,Stein,15.31,1,1,Strongly Agree,Strongly Agree,Strongly Agree,0,Disagree,Disagree,Disagree,Disagree,25,Strongly Agree,Strongly Agree,Disagree,8.33,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,16.67,Strongly Agree,Disagree,Agree,Agree,15,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,Disagree,5,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,5,Neither Agree Nor Disagree,Agree,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,28.13,Strongly Disagree,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Agree,15,Strongly Agree,Agree,Neither Agree Nor Disagree,Disagree,25,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,12.5,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree +2016,337,Michigan,Female,30-39,,,,,,,,3,,64.95,10,10,Disagree,Disagree,Strongly Disagree,83.33,Agree,Agree,Agree,Agree,75,Don't Know,Don't Know,Don't Know,15.83,Don't Know,Don't Know,Don't Know,44.58,Don't Know,Don't Know,Don't Know,Don't Know,67,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Don't Know,Agree,Strongly Disagree,45.75,Don't Know,Don't Know,Don't Know,Strongly Disagree,Don't Know,65,Disagree,Disagree,Agree,Strongly Agree,Agree,Don't Know,Agree,Strongly Disagree,67.66,Strongly Agree,Agree,Strongly Agree,Don't Know,Don't Know,81,Don't Know,Disagree,Strongly Disagree,Agree,79.06,Agree,Agree,Agree,Agree,75,Strongly Disagree,Strongly Agree,Agree,Don't Know,Disagree,Agree,Agree,Agree,Don't Know +2016,338,Michigan,Male,60-69,,,,,,1,1,3,Clinton,45.79,8,8,Strongly Agree,Not Applicable,Strongly Agree,,Agree,Neither Agree Nor Disagree,Agree,Strongly Agree,75,Agree,Agree,Strongly Disagree,16.67,Strongly Agree,Strongly Agree,Disagree,25,Agree,Agree,Strongly Disagree,Strongly Disagree,65,Strongly Disagree,Not Applicable,Strongly Disagree,Disagree,Strongly Disagree,18.75,Strongly Disagree,Strongly Disagree,Agree,Disagree,Neither Agree Nor Disagree,40,Don't Know,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Disagree,59.53,Don't Know,Strongly Disagree,Don't Know,Don't Know,Disagree,64.75,Strongly Agree,Strongly Agree,Disagree,Agree,37.5,Don't Know,Agree,Disagree,Neither Agree Nor Disagree,53.75,Disagree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,Agree,Agree,Strongly Agree,Not Applicable +2016,339,Michigan,Male,30-39,,,,,,1,1,3,Clinton,56.12,8,7,Disagree,Agree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Agree,Agree,Agree,68.75,Strongly Agree,Strongly Agree,Disagree,8.33,Agree,Don't Know,Disagree,50.83,Don't Know,Strongly Agree,Disagree,Strongly Disagree,84.75,Agree,Don't Know,Neither Agree Nor Disagree,Agree,,57.75,Not Applicable,Neither Agree Nor Disagree,Disagree,Disagree,Disagree,54.25,Agree,Disagree,Neither Agree Nor Disagree,Strongly Agree,Disagree,Neither Agree Nor Disagree,Agree,Strongly Disagree,50,Agree,Strongly Disagree,Agree,Don't Know,Neither Agree Nor Disagree,52.75,Don't Know,Strongly Agree,Disagree,Don't Know,56.25,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Disagree,Agree,Agree,Don't Know,Strongly Disagree,Agree,Don't Know,Disagree,Neither Agree Nor Disagree +2016,340,Michigan,Male,30-39,,,,,,1,1,3,Clinton,77.04,10,10,Agree,Disagree,Strongly Disagree,66.67,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Strongly Disagree,Strongly Agree,Disagree,41.67,Agree,Disagree,Strongly Disagree,66.67,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Agree,Disagree,Strongly Agree,Disagree,Strongly Disagree,55,Strongly Agree,Strongly Agree,Disagree,Disagree,Strongly Disagree,80,Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,81.25,Strongly Agree,Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Strongly Disagree,Agree,Strongly Disagree,Agree,75,Strongly Agree,Agree,Agree,Agree,81.25,Strongly Disagree,Strongly Agree,Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree +2016,341,Michigan,Female,50-59,,,,,,1,1,2,Clinton,48.67,5,5,Agree,Strongly Agree,Agree,16.67,Strongly Agree,Disagree,Don't Know,Agree,68.13,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Neither Agree Nor Disagree,Disagree,50,Don't Know,Agree,Don't Know,Don't Know,67.75,Disagree,Neither Agree Nor Disagree,Don't Know,Don't Know,Disagree,41.75,Don't Know,Don't Know,Disagree,Strongly Agree,Don't Know,37,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,Don't Know,Don't Know,Don't Know,65.63,Don't Know,Disagree,Agree,Don't Know,Don't Know,63.25,Agree,Strongly Agree,Disagree,Don't Know,40.94,Agree,Disagree,Disagree,Neither Agree Nor Disagree,43.75,Disagree,Agree,Agree,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Strongly Disagree,Agree +2016,342,Michigan,Female,40-49,,,,,,1,1,3,,57.04,8,8,Neither Agree Nor Disagree,Strongly Agree,Agree,25,Agree,Disagree,Agree,Agree,62.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,48.33,Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,75,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Don't Know,42.25,Agree,Disagree,Neither Agree Nor Disagree,Strongly Agree,Disagree,45,Disagree,Disagree,Agree,Strongly Agree,Agree,Don't Know,Strongly Agree,Strongly Disagree,70.47,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Disagree,Strongly Agree,Strongly Disagree,Disagree,50,Agree,Disagree,Agree,Agree,62.5,Disagree,Agree,Strongly Agree,Disagree,Strongly Disagree,Agree,,Strongly Agree,Strongly Disagree +2016,343,Michigan,Male,40-49,,,,,,1,1,4,Clinton,48.62,7,4,Agree,Strongly Agree,Agree,16.67,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Agree,81.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,49.17,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Agree,Disagree,Disagree,Agree,Strongly Disagree,50,Strongly Disagree,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Disagree,25,Agree,Disagree,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,34.38,Agree,Disagree,Don't Know,Agree,Disagree,57,Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,43.75,Agree,Strongly Agree,Disagree,Agree,68.75,Disagree,Strongly Agree,Agree,Agree,Disagree,Don't Know,Don't Know,Neither Agree Nor Disagree,Disagree +2016,344,Michigan,Male,50-59,,,,,,1,1,8,Stein,67.53,8,8,Agree,Agree,Disagree,41.67,Agree,Strongly Agree,Agree,Agree,81.25,Disagree,Agree,Disagree,41.67,Agree,Disagree,Don't Know,47.08,Don't Know,Strongly Agree,Strongly Disagree,Don't Know,92,Agree,Don't Know,Neither Agree Nor Disagree,Agree,Don't Know,62.25,Neither Agree Nor Disagree,Agree,Agree,Disagree,Disagree,70,Strongly Disagree,Don't Know,Strongly Agree,Strongly Agree,Agree,Agree,Agree,Strongly Disagree,72.19,Don't Know,Disagree,Agree,Don't Know,Don't Know,62,Disagree,Agree,Disagree,Don't Know,64.69,Agree,Strongly Agree,Agree,Agree,81.25,Strongly Disagree,Agree,Don't Know,Don't Know,Disagree,Agree,Agree,Strongly Disagree,Agree +2016,345,Michigan,Female,30-39,,,,,,1,1,3,Clinton,55.43,8,6,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Disagree,8.33,Don't Know,Don't Know,Don't Know,53.33,Disagree,Agree,Agree,Disagree,65,Agree,Neither Agree Nor Disagree,Agree,Agree,Disagree,60,Don't Know,Don't Know,Agree,Neither Agree Nor Disagree,Disagree,57.25,Agree,Don't Know,Agree,Agree,Disagree,Neither Agree Nor Disagree,Agree,Strongly Disagree,50.31,Agree,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,Don't Know,54.75,Don't Know,Agree,Strongly Disagree,Neither Agree Nor Disagree,60.94,Neither Agree Nor Disagree,Agree,Agree,Agree,68.75,Disagree,Strongly Agree,Agree,Disagree,Disagree,Agree,Agree,Disagree,Disagree +2016,346,Michigan,Male,70-79,,,,,,1,1,3,Clinton,61.17,9,8,Disagree,Agree,Agree,41.67,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,61.67,Don't Know,Agree,Disagree,Don't Know,75,Disagree,Not Applicable,Agree,Agree,Disagree,53.5,Agree,Agree,Disagree,Neither Agree Nor Disagree,Don't Know,57.5,Don't Know,Disagree,Agree,Neither Agree Nor Disagree,Agree,Don't Know,Agree,Don't Know,63.75,Agree,Agree,Agree,Disagree,Disagree,75,Agree,Agree,Don't Know,Agree,51.88,Don't Know,Agree,Don't Know,Agree,72.5,Strongly Disagree,Agree,Don't Know,Don't Know,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,347,Michigan,Male,70-79,,,,,,,1,4,Clinton,71.79,9,9,Disagree,Strongly Agree,Disagree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Strongly Agree,Disagree,8.33,Don't Know,Disagree,Disagree,66.67,Strongly Disagree,Strongly Agree,Disagree,Disagree,90,Agree,Disagree,Agree,Agree,Don't Know,65.75,Don't Know,Strongly Agree,Agree,Disagree,Strongly Disagree,79.5,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Disagree,82.81,Strongly Agree,Strongly Agree,Agree,Don't Know,Don't Know,85.75,Strongly Agree,Agree,Disagree,Agree,43.75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Agree,Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Neither Agree Nor Disagree +2016,348,Michigan,Female,30-39,,,,,,1,1,1,Clinton,48.52,8,6,Agree,Disagree,Strongly Agree,33.33,Don't Know,Strongly Disagree,Neither Agree Nor Disagree,Disagree,33.44,Not Applicable,Not Applicable,Not Applicable,15.83,Don't Know,Don't Know,Don't Know,48.33,Don't Know,Don't Know,Don't Know,Don't Know,62.75,Disagree,Agree,Agree,Agree,Don't Know,45,Disagree,Disagree,Disagree,Agree,Agree,25,Agree,Don't Know,Agree,Agree,Agree,Agree,Don't Know,Don't Know,63.91,Agree,Disagree,Don't Know,Don't Know,Don't Know,65.25,Agree,Agree,Disagree,Don't Know,47.5,Don't Know,Don't Know,Don't Know,Don't Know,65,Don't Know,Don't Know,Strongly Agree,Strongly Disagree,Strongly Agree,Agree,Agree,Disagree,Strongly Agree +2016,349,Michigan,Female,50-59,,,,,,1,1,3,Clinton,35.03,1,3,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,40,Disagree,Agree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,35,Disagree,Disagree,Disagree,Agree,Neither Agree Nor Disagree,30,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,46.88,Strongly Disagree,Disagree,Strongly Agree,Don't Know,Don't Know,51.25,Strongly Agree,Agree,Don't Know,Strongly Disagree,26.25,Strongly Disagree,Don't Know,Strongly Disagree,Strongly Disagree,20,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree,Don't Know,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree +2016,350,Michigan,Male,50-59,,,,,,1,1,4,Clinton,68.37,9,8,Disagree,Agree,Disagree,58.33,Strongly Agree,Agree,Strongly Agree,Agree,87.5,Strongly Agree,Strongly Agree,Disagree,8.33,Disagree,Strongly Disagree,Neither Agree Nor Disagree,75,Agree,Agree,Strongly Disagree,Disagree,70,Agree,Disagree,Strongly Agree,Agree,Disagree,70,Disagree,Disagree,Disagree,Disagree,Strongly Disagree,50,Strongly Disagree,Disagree,Agree,Strongly Agree,Agree,Agree,Strongly Agree,Strongly Disagree,75,Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Disagree,90,Agree,Agree,Strongly Disagree,Strongly Agree,62.5,Agree,Agree,Agree,Strongly Agree,81.25,Strongly Disagree,Disagree,Disagree,Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Agree +2016,351,Michigan,Male,50-59,,,,,,1,1,6,Trump,60.2,7,7,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Agree,Agree,Disagree,25,Agree,Disagree,Disagree,58.33,Disagree,Agree,Disagree,Disagree,65,Disagree,Agree,Disagree,Agree,Agree,45,Agree,Disagree,Agree,Agree,Disagree,55,Disagree,Strongly Agree,Strongly Agree,Agree,Agree,Agree,Strongly Agree,Neither Agree Nor Disagree,68.75,Agree,Agree,Agree,Disagree,Disagree,75,Neither Agree Nor Disagree,Agree,Disagree,Agree,56.25,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Strongly Agree,Strongly Disagree,Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,352,Michigan,Male,40-49,,,,,,1,1,5,Clinton,58.34,,10,Strongly Agree,Agree,Agree,16.67,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Strongly Agree,Disagree,Disagree,50,Strongly Agree,Agree,Strongly Disagree,Strongly Disagree,70,Agree,Strongly Disagree,Disagree,Agree,Strongly Disagree,55,Disagree,Disagree,Strongly Disagree,Agree,Disagree,30,Agree,Disagree,Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Strongly Disagree,68.75,,Disagree,Strongly Agree,Not Applicable,Disagree,71.75,Strongly Agree,Agree,Strongly Disagree,Strongly Agree,56.25,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Strongly Disagree,Agree,Strongly Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Disagree +2016,353,Michigan,Male,60-69,,,,,,1,1,3,Clinton,60.66,7,3,Strongly Agree,Strongly Agree,Disagree,25,Agree,Agree,Don't Know,Agree,78.13,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Disagree,60.42,Strongly Disagree,Agree,Disagree,Strongly Disagree,85,Neither Agree Nor Disagree,Don't Know,Agree,Neither Agree Nor Disagree,Don't Know,54.25,Not Applicable,Neither Agree Nor Disagree,Don't Know,Agree,Disagree,50.25,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Agree,Strongly Disagree,78.75,Agree,Agree,Agree,Don't Know,Disagree,75.25,Agree,Agree,Disagree,Neither Agree Nor Disagree,43.75,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Disagree,Disagree,Don't Know,Strongly Disagree,Disagree,Don't Know,Don't Know,Strongly Agree,Strongly Disagree +2016,354,Michigan,Male,70-79,1,1,,,,1,1,3,Clinton,62.5,10,10,Neither Agree Nor Disagree,Agree,Disagree,50,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Disagree,Agree,Disagree,58.33,Disagree,Agree,Disagree,Strongly Disagree,80,Disagree,Disagree,Agree,Agree,Don't Know,56,Agree,Agree,Disagree,Disagree,Disagree,65,Disagree,Agree,Strongly Agree,Agree,Strongly Agree,Don't Know,Strongly Agree,Don't Know,69.69,Agree,Disagree,Agree,Disagree,Disagree,65,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Strongly Disagree,Strongly Disagree,Don't Know,Disagree,Strongly Disagree,Agree,Agree,Agree,Disagree +2016,355,Minnesota,Male,40-49,,,,,,1,1,1,,47.6,5,1,Strongly Agree,Strongly Agree,Strongly Agree,0,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,57.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,60,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,10,Strongly Disagree,Strongly Disagree,Strongly Disagree,Don't Know,Agree,11,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,75.47,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,76,Don't Know,Strongly Agree,Strongly Disagree,Don't Know,55.31,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,62.5,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Disagree +2016,356,Minnesota,Male,60-69,,,,,,1,1,7,,63.27,5,4,Disagree,Neither Agree Nor Disagree,Strongly Disagree,75,Agree,Agree,Agree,Neither Agree Nor Disagree,68.75,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Strongly Agree,Neither Agree Nor Disagree,Agree,25,Disagree,Agree,Disagree,Disagree,75,Neither Agree Nor Disagree,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,60,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,Neither Agree Nor Disagree,60,Strongly Disagree,Agree,Agree,Strongly Agree,Agree,Agree,Agree,Disagree,68.75,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Neither Agree Nor Disagree,Disagree,Agree,68.75,Disagree,Agree,Agree,Neither Agree Nor Disagree,56.25,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Agree,Neither Agree Nor Disagree +2016,357,Minnesota,Male,30-39,,,,,,1,1,2,Clinton,76.99,9,7,Neither Agree Nor Disagree,Strongly Disagree,Neither Agree Nor Disagree,66.67,Agree,Agree,Agree,Strongly Agree,81.25,Disagree,Agree,Disagree,41.67,Strongly Agree,Strongly Disagree,Disagree,58.33,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,75,Agree,Don't Know,Agree,Agree,Not Applicable,64.25,Agree,Strongly Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,80,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,84.38,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Strongly Disagree,Don't Know,69.06,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,358,Minnesota,Female,40-49,,,,,,1,1,4,,,9,8,Disagree,Strongly Disagree,Strongly Disagree,91.67,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Disagree,Neither Agree Nor Disagree,Agree,66.67,Don't Know,Don't Know,Don't Know,,Disagree,Agree,Disagree,Disagree,75,Agree,Disagree,Agree,Agree,Not Applicable,,Agree,Neither Agree Nor Disagree,Agree,Disagree,Disagree,70,Disagree,Don't Know,Disagree,Agree,Don't Know,Agree,Agree,Disagree,,Agree,Agree,Agree,Don't Know,Disagree,,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Don't Know,Agree,,Strongly Disagree,Strongly Disagree,Disagree,Disagree,Disagree,Agree,Agree,Agree,Agree +2016,359,Minnesota,Male,70-79,,,,,1,1,1,2,Clinton,69.39,10,3,Strongly Disagree,Disagree,Disagree,83.33,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Strongly Disagree,Agree,Disagree,Strongly Disagree,85,Agree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,50,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Agree,Disagree,45,Strongly Disagree,Strongly Disagree,Agree,Agree,Agree,Agree,Agree,Disagree,75,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Strongly Agree,81.25,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,360,Minnesota,Male,70-79,,,,,,1,1,4,Clinton,82.14,10,9,Agree,Strongly Disagree,Strongly Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Strongly Agree,Strongly Disagree,25,Strongly Disagree,Disagree,Disagree,83.33,Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,85,Agree,Disagree,Strongly Agree,Strongly Agree,Strongly Disagree,70,Agree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree,80,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,87.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Agree +2016,361,Minnesota,Male,30-39,,,,,,1,1,2,Clinton,64.52,9,5,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Agree,Strongly Agree,Strongly Agree,Agree,87.5,Agree,Agree,Disagree,25,Agree,Agree,Don't Know,43.33,Don't Know,Agree,Disagree,Disagree,71.75,Agree,Disagree,Agree,Agree,Not Applicable,64.5,Agree,Agree,Agree,Neither Agree Nor Disagree,Agree,60,Disagree,Disagree,Agree,Agree,Agree,Agree,Don't Know,Not Applicable,68.28,Agree,Strongly Agree,Strongly Agree,Don't Know,Neither Agree Nor Disagree,80.75,Strongly Disagree,Strongly Agree,Disagree,Agree,62.5,Agree,Strongly Agree,Neither Agree Nor Disagree,Agree,75,Disagree,Strongly Agree,Agree,Agree,Neither Agree Nor Disagree,Agree,Agree,Agree,Strongly Disagree +2016,362,Minnesota,Male,30-39,,,,,,,1,2,Clinton,60.43,10,8,Agree,Strongly Disagree,Agree,50,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,54.58,Strongly Disagree,Agree,Disagree,Strongly Disagree,85,Strongly Disagree,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,25,Don't Know,Don't Know,Strongly Disagree,Agree,Don't Know,38.75,Don't Know,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Don't Know,Don't Know,Don't Know,Don't Know,63.75,Agree,Agree,Agree,Don't Know,Don't Know,77.75,Strongly Disagree,Strongly Agree,Don't Know,Don't Know,64.38,Strongly Agree,Don't Know,Don't Know,Agree,80.63,Strongly Disagree,Strongly Agree,Don't Know,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree +2016,363,Minnesota,Male,50-59,,,,,,1,1,2,,68.83,9,7,Neither Agree Nor Disagree,Agree,Disagree,50,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Neither Agree Nor Disagree,Disagree,Agree,66.67,Disagree,Disagree,Disagree,75,Strongly Disagree,Agree,Disagree,Disagree,80,Neither Agree Nor Disagree,Disagree,Agree,Neither Agree Nor Disagree,Disagree,55,Neither Agree Nor Disagree,Agree,Agree,Agree,Disagree,60,Strongly Disagree,Strongly Disagree,Agree,Neither Agree Nor Disagree,Agree,Agree,Agree,Disagree,71.88,Agree,Agree,Agree,Not Applicable,Disagree,74.5,Agree,Agree,Disagree,Agree,50,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,Agree +2016,364,Minnesota,Male,80-89,,,,,,1,1,3,Clinton,77.55,10,9,Agree,Strongly Agree,Disagree,33.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Don't Know,Disagree,Don't Know,71.67,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Strongly Agree,Strongly Disagree,Agree,Agree,Neither Agree Nor Disagree,80,Neither Agree Nor Disagree,Agree,Don't Know,Strongly Disagree,Strongly Disagree,76,Disagree,Don't Know,Strongly Agree,Strongly Agree,Don't Know,Agree,Don't Know,Neither Agree Nor Disagree,80.16,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Strongly Disagree,92.75,Agree,Agree,Strongly Disagree,Agree,56.25,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Disagree +2016,365,Minnesota,Male,40-49,,,,,,1,1,3,Clinton,70.36,8,4,Disagree,Disagree,Disagree,75,Agree,Strongly Agree,Agree,Strongly Agree,87.5,Disagree,Disagree,Agree,75,Don't Know,Disagree,Don't Know,62.92,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,75,Neither Agree Nor Disagree,Disagree,Agree,Neither Agree Nor Disagree,Not Applicable,56.25,Not Applicable,Agree,Disagree,Neither Agree Nor Disagree,Disagree,54.5,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Not Applicable,66.25,Agree,Neither Agree Nor Disagree,Agree,Disagree,Disagree,70,Disagree,Agree,Disagree,Agree,62.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Strongly Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Agree,Agree,Agree +2016,366,Minnesota,Male,40-49,,,,,,1,1,3,Clinton,73.98,10,7,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Agree,Strongly Disagree,Strongly Disagree,75,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Disagree,Disagree,Disagree,Strongly Disagree,Strongly Disagree,25,Don't Know,Agree,Strongly Disagree,Disagree,Disagree,57.25,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,87.5,Agree,Agree,Agree,Don't Know,Disagree,77.75,Strongly Disagree,Agree,Strongly Disagree,Strongly Agree,81.25,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Agree,Disagree,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree +2016,367,Mississippi,Male,50-59,,,,,,1,1,3,,60.2,6,8,Strongly Disagree,Strongly Disagree,Strongly Agree,66.67,Don't Know,Don't Know,Agree,Agree,73.44,Don't Know,Strongly Agree,Strongly Disagree,8.75,Don't Know,Don't Know,Don't Know,42.08,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Agree,Don't Know,55,Don't Know,Disagree,Agree,Strongly Agree,Don't Know,34.25,Strongly Disagree,Don't Know,Neither Agree Nor Disagree,Don't Know,Strongly Agree,Don't Know,Strongly Agree,Don't Know,71.41,Don't Know,Strongly Disagree,Don't Know,Don't Know,Don't Know,53.25,Don't Know,Agree,Strongly Disagree,Don't Know,61.56,Don't Know,Agree,Agree,Don't Know,68.44,Strongly Disagree,Strongly Agree,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,Neither Agree Nor Disagree,Strongly Disagree +2016,368,Mississippi,Male,40-49,,,,,,1,1,4,Clinton,42.65,7,8,Disagree,Agree,Agree,41.67,Neither Agree Nor Disagree,Disagree,Agree,Agree,56.25,Agree,Strongly Agree,Disagree,16.67,Agree,Agree,Disagree,41.67,Agree,Agree,Disagree,Disagree,55,Disagree,Don't Know,Disagree,Neither Agree Nor Disagree,Disagree,37,Disagree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Strongly Agree,20,Neither Agree Nor Disagree,Disagree,Agree,Disagree,Disagree,Disagree,Agree,Strongly Disagree,43.75,Neither Agree Nor Disagree,Agree,Don't Know,Not Applicable,Disagree,69.25,Don't Know,Agree,Agree,Disagree,37.5,Don't Know,Strongly Disagree,Disagree,Don't Know,39.69,Don't Know,Agree,Strongly Agree,Don't Know,Disagree,Don't Know,Neither Agree Nor Disagree,Agree,Agree +2016,369,Mississippi,Male,30-39,,,,,,1,1,2,Clinton,59.13,9,6,Disagree,Agree,Agree,41.67,Strongly Agree,Neither Agree Nor Disagree,Don't Know,Agree,76.56,Neither Agree Nor Disagree,Strongly Agree,Disagree,25,Don't Know,Don't Know,Don't Know,46.67,Neither Agree Nor Disagree,Agree,Strongly Disagree,Disagree,75,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,35,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,42.75,Strongly Disagree,Disagree,Agree,,Strongly Agree,Don't Know,Don't Know,Strongly Disagree,70.63,Agree,Agree,Strongly Agree,Don't Know,Don't Know,81.75,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Don't Know,72.19,Neither Agree Nor Disagree,Disagree,Agree,Agree,56.25,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,Don't Know,Strongly Disagree,Strongly Agree,Agree,Agree,Agree +2016,370,Mississippi,Male,40-49,,,,,,1,1,3,,48.57,5,6,Strongly Agree,Strongly Agree,Agree,8.33,Neither Agree Nor Disagree,Disagree,Agree,Agree,56.25,Agree,Agree,Strongly Disagree,16.67,Agree,Neither Agree Nor Disagree,Disagree,50,Not Applicable,Strongly Agree,Strongly Disagree,Strongly Disagree,92.25,Disagree,Neither Agree Nor Disagree,Agree,Disagree,Not Applicable,36.75,Disagree,Disagree,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,20,Don't Know,Don't Know,Disagree,Disagree,Disagree,Agree,Agree,Strongly Disagree,46.25,Don't Know,Strongly Agree,Strongly Agree,Don't Know,Don't Know,80.5,Strongly Disagree,Agree,Strongly Disagree,Not Applicable,71.88,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,31.25,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,Disagree,Strongly Agree,Strongly Disagree +2016,371,Mississippi,Male,30-39,,,,,,1,1,2,Clinton,71.35,8,8,Agree,Agree,Agree,25,Agree,Disagree,Agree,Agree,62.5,Neither Agree Nor Disagree,Agree,Disagree,33.33,Agree,Neither Agree Nor Disagree,Strongly Disagree,58.33,Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree,75,Don't Know,Don't Know,Strongly Agree,Don't Know,Don't Know,49.75,Not Applicable,Strongly Agree,Agree,Strongly Disagree,Strongly Disagree,85.5,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,,Strongly Agree,Strongly Agree,Strongly Disagree,81.25,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,88.75,Strongly Disagree,Disagree,Strongly Disagree,Not Applicable,87.81,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Agree,Agree,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Disagree +2016,372,Mississippi,Female,20-29,,,,,,1,1,4,Clinton,57.3,10,10,Strongly Agree,Agree,Disagree,33.33,Agree,Agree,Strongly Agree,Agree,81.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,40.83,Disagree,Agree,Neither Agree Nor Disagree,Don't Know,67.75,Agree,Agree,Strongly Disagree,Agree,Not Applicable,39.5,Not Applicable,Agree,Disagree,Neither Agree Nor Disagree,Agree,47,Don't Know,Don't Know,Strongly Agree,Disagree,Strongly Agree,Disagree,Strongly Agree,Strongly Disagree,59.38,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,87.75,Strongly Disagree,Agree,Strongly Disagree,Strongly Agree,81.25,Strongly Agree,Disagree,Agree,Neither Agree Nor Disagree,62.5,Strongly Disagree,Agree,Strongly Disagree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,373,Mississippi,Male,40-49,,,,,,1,1,6,Clinton,53.57,6,8,Agree,Agree,Agree,25,Agree,Disagree,Agree,Strongly Agree,68.75,Agree,Strongly Agree,Disagree,16.67,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,58.33,Disagree,Disagree,Agree,Disagree,45,Disagree,Agree,Agree,Disagree,Disagree,35,Neither Agree Nor Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,40,Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Agree,Agree,Disagree,65.63,Agree,Agree,Agree,Neither Agree Nor Disagree,Disagree,70,Disagree,Disagree,Disagree,Agree,75,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree +2016,374,Mississippi,Male,40-49,,,,,,1,1,3,Clinton,62.12,9,8,Agree,Agree,Neither Agree Nor Disagree,33.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Agree,Neither Agree Nor Disagree,Disagree,50,Disagree,Agree,Disagree,Disagree,75,Agree,Agree,Neither Agree Nor Disagree,Agree,Disagree,50,Don't Know,Don't Know,Disagree,Disagree,Disagree,54.75,Strongly Disagree,Disagree,Strongly Agree,Agree,Strongly Disagree,Don't Know,Agree,Strongly Disagree,62.5,Agree,Strongly Agree,Agree,Don't Know,Agree,67.5,Strongly Disagree,Agree,Strongly Disagree,Not Applicable,70.63,Agree,Strongly Agree,Neither Agree Nor Disagree,Agree,75,Strongly Disagree,Agree,Disagree,Disagree,Strongly Disagree,Agree,Agree,Agree,Agree +2016,375,Mississippi,Female,30-39,,,,,,1,1,8,Clinton,48.04,5,5,Agree,Neither Agree Nor Disagree,Strongly Agree,25,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Disagree,8.33,Strongly Agree,Strongly Agree,Disagree,25,Neither Agree Nor Disagree,Strongly Agree,Agree,Neither Agree Nor Disagree,65,Don't Know,Don't Know,Don't Know,Don't Know,Disagree,45.25,Don't Know,Don't Know,Disagree,Strongly Agree,Don't Know,39.5,Neither Agree Nor Disagree,Disagree,Disagree,Agree,Agree,Disagree,Disagree,Strongly Disagree,43.75,Agree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65,Disagree,Neither Agree Nor Disagree,Disagree,Don't Know,70,Neither Agree Nor Disagree,Disagree,Disagree,Agree,43.75,Strongly Disagree,Strongly Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree +2016,376,Missouri,Male,50-59,,,,,,1,1,8,Stein,81.58,10,9,Disagree,Disagree,Strongly Disagree,83.33,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Disagree,Neither Agree Nor Disagree,Agree,66.67,Disagree,Disagree,Disagree,75,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,65,Not Applicable,Agree,Agree,Neither Agree Nor Disagree,Disagree,66,Strongly Disagree,Neither Agree Nor Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,80.31,Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Disagree,90,Disagree,Disagree,Strongly Disagree,Don't Know,81.25,Strongly Agree,Strongly Agree,Strongly Agree,Agree,93.75,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Disagree,Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,377,Missouri,Female,30-39,,,,,,1,1,1,Clinton,54.95,5,3,Strongly Agree,Agree,Agree,16.67,Disagree,Agree,Agree,Agree,62.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Agree,Disagree,41.67,Don't Know,Agree,Strongly Disagree,Disagree,78,Don't Know,Don't Know,Don't Know,Don't Know,Agree,52.75,Don't Know,Agree,Agree,Disagree,Don't Know,66.5,Disagree,Disagree,Agree,Agree,Agree,Disagree,Don't Know,Strongly Disagree,60.31,Agree,Disagree,Agree,Don't Know,Don't Know,64.75,Don't Know,Agree,Disagree,Don't Know,56.25,Disagree,Agree,Agree,Agree,62.5,Disagree,Strongly Agree,Strongly Agree,Disagree,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree +2016,378,Missouri,Female,50-59,,,,,,1,1,2,Clinton,41.94,3,3,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Agree,33.33,Disagree,Strongly Disagree,Disagree,Neither Agree Nor Disagree,25,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Agree,Agree,Neither Agree Nor Disagree,33.33,Don't Know,Don't Know,Agree,Don't Know,46.25,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Disagree,30,Don't Know,Don't Know,Disagree,Agree,Don't Know,43,Agree,Don't Know,Strongly Disagree,Strongly Agree,Disagree,Don't Know,Don't Know,Disagree,50.78,Strongly Disagree,Agree,Don't Know,Don't Know,Don't Know,59.25,Don't Know,Strongly Agree,Disagree,Don't Know,51.56,Disagree,Disagree,Disagree,Disagree,25,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,Strongly Disagree,Agree,Disagree +2016,379,Missouri,Male,60-69,,,,,,1,1,3,,63.65,9,8,Neither Agree Nor Disagree,Agree,Disagree,50,Agree,Disagree,Agree,Agree,62.5,Neither Agree Nor Disagree,Agree,Disagree,33.33,Don't Know,Disagree,Don't Know,64.17,Disagree,Agree,Disagree,Strongly Disagree,80,Agree,Disagree,Agree,Agree,Don't Know,67,Not Applicable,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,58,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Not Applicable,Agree,Agree,Not Applicable,64.53,Agree,Agree,Agree,Don't Know,Disagree,72,Disagree,Agree,Disagree,Agree,62.5,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Strongly Disagree,Agree,Don't Know,Strongly Disagree,Disagree,Agree,Agree,Agree,Strongly Agree +2016,380,Missouri,Male,50-59,,,,,,1,1,5,Trump,64.87,7,3,Agree,Agree,Agree,25,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Agree,62.5,Disagree,Disagree,Agree,75,Disagree,Disagree,Agree,58.33,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Disagree,Strongly Agree,Agree,Strongly Disagree,Disagree,25,Not Applicable,Agree,Agree,Strongly Disagree,Agree,64.75,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Agree,Agree,Agree,Disagree,71.88,Don't Know,Agree,Agree,Not Applicable,Agree,65.75,Strongly Disagree,Agree,Strongly Disagree,Not Applicable,75.31,Agree,Strongly Agree,Agree,Agree,81.25,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,Agree,Agree +2016,381,Missouri,Male,60-69,,,,,,1,1,2,Clinton,47.32,6,1,Agree,Agree,Strongly Agree,16.67,Neither Agree Nor Disagree,Agree,Agree,Agree,68.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Disagree,55,Agree,Agree,Strongly Disagree,Neither Agree Nor Disagree,Disagree,35,Strongly Disagree,Strongly Disagree,Strongly Disagree,Agree,Neither Agree Nor Disagree,15,Don't Know,Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Don't Know,Strongly Disagree,54.22,Strongly Agree,Agree,Agree,Not Applicable,Disagree,77,Strongly Disagree,Strongly Agree,Disagree,Not Applicable,62.5,Disagree,Agree,Agree,Agree,62.5,Neither Agree Nor Disagree,Strongly Agree,Agree,Don't Know,Strongly Disagree,Strongly Agree,Agree,Agree,Agree +2016,382,Missouri,Male,40-49,,,,,,,1,5,Clinton,61.81,9,8,Agree,Agree,Disagree,41.67,Agree,Agree,Agree,Agree,75,Don't Know,Don't Know,Don't Know,32.5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Disagree,Agree,Disagree,Disagree,70,Agree,Neither Agree Nor Disagree,Agree,Agree,Don't Know,60.5,Don't Know,Don't Know,Agree,Disagree,Neither Agree Nor Disagree,64.75,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,59.38,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Agree,Disagree,Not Applicable,63.75,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,62.5,Strongly Disagree,Agree,Strongly Agree,Disagree,Strongly Disagree,Agree,Agree,Agree,Not Applicable +2016,383,Missouri,Male,40-49,,,,,,1,1,6,Clinton,60.08,7,1,Agree,Strongly Agree,Disagree,33.33,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,56.67,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Disagree,65,Neither Agree Nor Disagree,Agree,Disagree,Disagree,Disagree,30,Don't Know,Don't Know,Agree,Strongly Agree,Don't Know,49.5,Disagree,Don't Know,Strongly Agree,Agree,Don't Know,Don't Know,Don't Know,Don't Know,73.75,Don't Know,Strongly Agree,Don't Know,Don't Know,Don't Know,87.25,Don't Know,Agree,Disagree,Don't Know,62.5,Agree,Agree,Agree,Strongly Agree,81.25,Agree,Disagree,Don't Know,Strongly Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Disagree +2016,384,Missouri,Male,30-39,,,,,,,1,8,Stein,55.33,9,7,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,16.67,Agree,Agree,Agree,Agree,75,Agree,Strongly Agree,Disagree,16.67,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Neither Agree Nor Disagree,Disagree,Disagree,Disagree,50,Strongly Disagree,Agree,Disagree,Disagree,Disagree,20,Not Applicable,Agree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,62.5,Disagree,Disagree,Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,76.56,Agree,Agree,Agree,Not Applicable,Disagree,75.5,Strongly Disagree,Agree,Disagree,Not Applicable,70.94,Disagree,Agree,Agree,Agree,62.5,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,Strongly Disagree +2016,385,Missouri,Male,30-39,,,,,,1,1,8,Clinton,80.54,10,10,Disagree,Agree,Strongly Disagree,66.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Strongly Agree,Strongly Disagree,Strongly Agree,33.33,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Not Applicable,86.75,Not Applicable,Strongly Agree,Disagree,Disagree,Strongly Disagree,72.5,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,96.88,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,80,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,386,Missouri,Male,60-69,,,,,,,1,7,Trump,61.22,9,8,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,66.67,Agree,Agree,Agree,Strongly Agree,81.25,Agree,Agree,Disagree,25,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Disagree,Agree,Neither Agree Nor Disagree,Disagree,70,Disagree,Agree,Agree,Disagree,Neither Agree Nor Disagree,40,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,45,Disagree,Neither Agree Nor Disagree,Agree,Strongly Agree,Agree,Agree,Agree,Agree,75,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Disagree,Agree,Agree,62.5,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Strongly Disagree,Disagree,Agree,Disagree,Strongly Disagree,Agree,Agree,Agree,Strongly Agree +2016,387,Missouri,Male,50-59,,,,,,1,1,3,Clinton,65.31,8,8,Agree,Agree,Disagree,41.67,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Neither Agree Nor Disagree,Agree,Disagree,50,Strongly Disagree,Agree,Disagree,Strongly Disagree,85,Agree,Disagree,Strongly Agree,Agree,Disagree,70,Agree,Disagree,Disagree,Agree,Neither Agree Nor Disagree,40,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Agree,Disagree,65.63,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,90,Disagree,Agree,Disagree,Agree,62.5,Agree,Strongly Agree,Strongly Agree,Agree,87.5,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,Disagree,Disagree,Strongly Agree,Agree,Strongly Agree,Neither Agree Nor Disagree +2016,388,Missouri,Female,30-39,,,,,,1,1,3,Clinton,72.45,9,8,Strongly Agree,Agree,Agree,16.67,Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,81.25,Strongly Agree,Strongly Agree,Disagree,8.33,Strongly Agree,Agree,Disagree,33.33,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Strongly Disagree,Agree,Strongly Agree,Agree,90,Neither Agree Nor Disagree,Agree,Agree,Disagree,Strongly Disagree,75,Disagree,Disagree,Agree,Strongly Agree,Agree,Agree,Strongly Agree,Strongly Disagree,71.88,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Strongly Disagree,95,Strongly Disagree,Agree,Strongly Disagree,Strongly Agree,81.25,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,87.5,Strongly Disagree,Strongly Agree,Strongly Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,389,Missouri,Female,40-49,,,,,,1,1,4,Clinton,78.47,9,9,Agree,Disagree,Strongly Disagree,66.67,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Disagree,Agree,Neither Agree Nor Disagree,Agree,70,Neither Agree Nor Disagree,Strongly Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,75,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Disagree,84.38,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,94,Disagree,Agree,Strongly Disagree,Agree,68.75,Strongly Agree,Agree,Agree,Agree,81.25,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Agree,Agree,Strongly Agree,Disagree +2016,390,Montana,Male,30-39,,,,,,1,1,3,Clinton,81.28,10,9,Disagree,Agree,Strongly Disagree,66.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Agree,75,Agree,Strongly Disagree,Strongly Disagree,75,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Agree,Disagree,Agree,Agree,Strongly Disagree,60,Strongly Disagree,Agree,Agree,Disagree,Strongly Disagree,65,Strongly Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Don't Know,Agree,Strongly Disagree,75.94,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Strongly Disagree,Strongly Agree,81.25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,391,Montana,Male,40-49,,,,,,1,1,5,,65.23,9,6,Disagree,Disagree,Strongly Disagree,83.33,Strongly Agree,Agree,Agree,Strongly Agree,87.5,Disagree,Agree,Agree,58.33,Agree,Agree,Agree,25,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,65,Agree,Strongly Disagree,Disagree,Disagree,Strongly Disagree,45,Agree,Agree,Disagree,Strongly Agree,Disagree,50,Disagree,Disagree,Agree,Strongly Agree,Strongly Agree,Agree,Agree,Disagree,75,Strongly Agree,Disagree,Agree,Don't Know,Disagree,69.25,Strongly Disagree,Agree,Disagree,Agree,68.75,Agree,Strongly Agree,Agree,Agree,81.25,Disagree,Disagree,Agree,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Disagree +2016,392,Montana,Female,30-39,,,,,,,1,4,Clinton,78.55,10,7,Don't Know,Don't Know,Disagree,,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Don't Know,Don't Know,Don't Know,17.08,Disagree,Disagree,Disagree,75,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Strongly Disagree,Don't Know,Strongly Agree,Don't Know,79.25,Don't Know,Strongly Agree,Strongly Agree,Agree,Don't Know,69.25,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,83.44,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,89.25,Strongly Disagree,Strongly Agree,Strongly Disagree,Not Applicable,68.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Agree,Strongly Agree,Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Disagree +2016,393,Montana,Male,60-69,,,,,,1,1,5,,64.57,9,5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,66.67,Agree,Strongly Agree,Agree,Agree,81.25,Agree,Agree,Strongly Disagree,16.67,Don't Know,Don't Know,Don't Know,52.92,Disagree,Agree,Disagree,Neither Agree Nor Disagree,70,Disagree,Strongly Agree,Agree,Strongly Disagree,Neither Agree Nor Disagree,30,Not Applicable,Agree,Agree,Neither Agree Nor Disagree,Agree,56.5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,76.72,Don't Know,Strongly Agree,Don't Know,Not Applicable,Don't Know,84.25,Neither Agree Nor Disagree,Disagree,Disagree,Strongly Agree,75,Don't Know,Strongly Agree,Don't Know,Agree,78.13,Neither Agree Nor Disagree,Disagree,Disagree,Disagree,Don't Know,Agree,Agree,Strongly Agree,Strongly Agree +2016,394,Montana,Male,40-49,,,,,,1,1,5,Clinton,57.09,9,7,Strongly Agree,Agree,Strongly Agree,8.33,Agree,Disagree,Agree,Agree,62.5,Agree,Strongly Agree,Disagree,16.67,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,66.67,Disagree,Disagree,Agree,Strongly Disagree,45,Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Strongly Disagree,65,Agree,Agree,Agree,Strongly Agree,Disagree,60,Disagree,Strongly Disagree,Disagree,Disagree,Strongly Agree,Neither Agree Nor Disagree,Agree,Strongly Disagree,56.25,Neither Agree Nor Disagree,Agree,Agree,Not Applicable,Strongly Disagree,75.5,Don't Know,Agree,Strongly Disagree,Don't Know,67.5,Agree,Strongly Agree,Agree,Agree,81.25,Disagree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree +2016,395,Montana,Male,60-69,,,,,1,1,1,3,Clinton,82.63,9,8,Don't Know,Strongly Agree,Disagree,,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Agree,75,Agree,Disagree,Disagree,58.33,Disagree,Strongly Agree,Disagree,Strongly Disagree,90,Agree,Disagree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,80,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,70,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,93.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Disagree,Agree,Strongly Disagree,Agree,68.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,396,Montana,Female,50-59,,,,,,1,1,6,Clinton,42.07,1,1,Strongly Agree,Strongly Agree,Strongly Agree,0,Strongly Disagree,Disagree,Strongly Disagree,Neither Agree Nor Disagree,18.75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree,45,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Strongly Disagree,Agree,40,Don't Know,Don't Know,Strongly Disagree,Strongly Agree,Don't Know,28.75,Don't Know,Don't Know,Agree,Strongly Disagree,Strongly Agree,Don't Know,Don't Know,Strongly Disagree,58.91,Don't Know,Agree,Don't Know,Don't Know,Don't Know,77,Don't Know,Neither Agree Nor Disagree,Don't Know,Don't Know,65.31,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,0,Agree,Neither Agree Nor Disagree,Not Applicable,Not Applicable,Not Applicable,Not Applicable,Not Applicable,Agree,Strongly Disagree +2016,397,Nebraska,Male,40-49,,,,,,1,1,7,Stein,68.09,9,7,Agree,Disagree,Disagree,58.33,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Disagree,Agree,Disagree,41.67,Don't Know,Don't Know,Don't Know,43.33,Disagree,Strongly Agree,Disagree,Disagree,80,Agree,Disagree,Agree,Agree,Don't Know,68,Not Applicable,Agree,Agree,Disagree,Neither Agree Nor Disagree,66.5,Disagree,Neither Agree Nor Disagree,Agree,Strongly Agree,Disagree,Agree,Agree,Strongly Disagree,59.38,Agree,Agree,Strongly Agree,Not Applicable,Disagree,78.75,Disagree,Neither Agree Nor Disagree,Strongly Disagree,Not Applicable,72.5,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Agree,Disagree,Agree,Agree,Agree,Agree,Agree +2016,398,Nebraska,Male,50-59,,,,,,1,1,2,Clinton,59.41,6,1,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,16.67,Agree,Agree,Agree,Agree,75,Strongly Agree,Agree,Strongly Disagree,8.33,Don't Know,Don't Know,Don't Know,54.17,Don't Know,Strongly Agree,Strongly Disagree,Disagree,92.75,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,40,Agree,Agree,Agree,Disagree,Disagree,75,Don't Know,Disagree,Disagree,Agree,Strongly Agree,Agree,Don't Know,Disagree,66.72,Agree,Agree,Agree,Don't Know,Don't Know,75,Strongly Disagree,Strongly Agree,Strongly Disagree,Not Applicable,69.06,Disagree,Agree,Disagree,Disagree,37.5,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Agree,Agree,Disagree,Strongly Disagree +2016,399,Nebraska,Male,30-39,,,,,,1,1,3,Clinton,55.31,6,3,Agree,Agree,Disagree,41.67,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Agree,62.5,Strongly Agree,Strongly Agree,Disagree,8.33,Don't Know,Don't Know,Disagree,59.58,Disagree,Agree,Disagree,Disagree,75,Disagree,Don't Know,Agree,Disagree,Not Applicable,46,Don't Know,Don't Know,Don't Know,Strongly Agree,Strongly Agree,30.5,Disagree,Disagree,Agree,Agree,Agree,Don't Know,Agree,Don't Know,66.72,Agree,Agree,Agree,Don't Know,Don't Know,76,Disagree,Agree,Disagree,Don't Know,64.38,Disagree,Agree,Don't Know,Disagree,50.63,Neither Agree Nor Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,Agree +2016,400,Nebraska,Male,30-39,,,,,,1,1,2,Clinton,80.82,9,7,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,83.33,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Strongly Disagree,Strongly Disagree,Strongly Agree,100,Don't Know,Don't Know,Don't Know,54.17,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Strongly Agree,Disagree,Strongly Agree,Strongly Agree,Don't Know,79.5,Strongly Agree,Strongly Agree,Agree,Agree,Disagree,75,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Disagree,59.38,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Strongly Disagree,Strongly Agree,81.25,Strongly Agree,Disagree,Strongly Agree,Strongly Agree,81.25,Strongly Disagree,Agree,Disagree,Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,401,Nebraska,Male,40-49,,,,,,1,1,1,Clinton,64.11,9,8,Strongly Agree,Strongly Agree,Disagree,25,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,87.5,Agree,Don't Know,Disagree,22.5,Don't Know,Don't Know,Don't Know,51.25,Agree,Agree,Strongly Disagree,Strongly Disagree,75,Agree,Don't Know,Don't Know,Don't Know,Don't Know,56.5,Strongly Disagree,Strongly Disagree,Agree,Disagree,Don't Know,44.75,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,Strongly Disagree,75.78,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,92.5,Strongly Disagree,Strongly Agree,Strongly Disagree,Not Applicable,67.5,Strongly Agree,Strongly Disagree,Don't Know,Strongly Agree,68.75,Strongly Disagree,Strongly Agree,Disagree,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,402,Nevada,Male,30-39,,,,,,1,1,9,Clinton,53.57,8,6,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,16.67,Agree,Agree,Agree,Strongly Agree,81.25,Disagree,Strongly Agree,Disagree,33.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Disagree,Strongly Agree,Strongly Agree,Strongly Disagree,75,Disagree,Agree,Disagree,Disagree,Strongly Disagree,20,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Disagree,20,Strongly Disagree,Strongly Disagree,Agree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,62.5,Strongly Agree,Agree,Agree,Strongly Agree,Neither Agree Nor Disagree,60,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree +2016,403,Nevada,Male,40-49,,,,,,1,1,4,Clinton,55.18,7,4,Strongly Agree,Strongly Agree,Agree,8.33,Agree,Agree,Agree,Strongly Agree,81.25,Strongly Agree,Strongly Agree,Disagree,8.33,Don't Know,Don't Know,Strongly Disagree,65.42,Disagree,Agree,Strongly Agree,Strongly Disagree,55,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Disagree,Strongly Disagree,35,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Don't Know,43.25,Disagree,Strongly Disagree,Strongly Agree,Disagree,Agree,Strongly Agree,Agree,Strongly Disagree,68.75,Agree,Agree,Agree,Don't Know,Don't Know,77,Neither Agree Nor Disagree,Agree,Disagree,Don't Know,57.81,Agree,Agree,Agree,Agree,75,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree +2016,404,Nevada,Male,40-49,,,,,,1,1,4,Clinton,72.24,10,6,Strongly Disagree,Strongly Disagree,Disagree,91.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Strongly Agree,100,Don't Know,Strongly Agree,Don't Know,38.75,Strongly Disagree,Strongly Agree,Agree,Strongly Disagree,80,Disagree,Don't Know,Agree,Disagree,Not Applicable,42.25,Not Applicable,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,44.5,Disagree,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,Agree,Agree,Agree,Not Applicable,69.84,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,91.25,Agree,Agree,Disagree,Agree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Neither Agree Nor Disagree,Agree,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree +2016,405,Nevada,Male,60-69,,,,,,1,1,4,Clinton,70.18,10,8,Disagree,Disagree,Disagree,75,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,0,Disagree,Disagree,Neither Agree Nor Disagree,66.67,Don't Know,Don't Know,Strongly Disagree,70.42,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,70,Agree,Disagree,Strongly Agree,Strongly Agree,Not Applicable,76.5,Not Applicable,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,60,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,87.5,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Strongly Disagree,94,Agree,Strongly Agree,Disagree,Strongly Agree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree +2016,406,Nevada,Male,60-69,,,,,,1,1,2,Clinton,56.35,7,8,Disagree,Disagree,Disagree,75,Agree,Disagree,Strongly Agree,Strongly Agree,75,Agree,Strongly Agree,Disagree,16.67,Don't Know,Don't Know,Don't Know,53.75,Agree,Agree,Agree,Don't Know,61.25,Strongly Disagree,Disagree,Disagree,Strongly Disagree,Don't Know,25.5,Not Applicable,Strongly Disagree,Disagree,Disagree,Don't Know,44.25,Agree,Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Don't Know,Disagree,72.5,Agree,Agree,Agree,Agree,Neither Agree Nor Disagree,60,Strongly Disagree,Disagree,Strongly Disagree,Don't Know,85,Agree,Disagree,Disagree,Disagree,37.5,Disagree,Agree,Strongly Agree,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,407,New Hampshire,Female,50-59,,,,,,1,1,5,Clinton,70.18,8,6,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,41.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Not Applicable,Not Applicable,Not Applicable,37.5,Don't Know,Don't Know,Don't Know,62.92,Disagree,Agree,Disagree,Disagree,75,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Not Applicable,59.75,Agree,Agree,Strongly Disagree,Disagree,Disagree,60,Disagree,Strongly Disagree,Agree,Agree,Agree,Agree,Agree,Disagree,71.88,Strongly Agree,Agree,Strongly Agree,Don't Know,Strongly Disagree,90.75,Don't Know,Agree,Strongly Disagree,Don't Know,66.88,Strongly Agree,Agree,Not Applicable,Strongly Agree,85.63,Strongly Disagree,Disagree,Don't Know,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree +2016,408,New Hampshire,Male,50-59,,,,,,1,1,5,Trump,85.1,10,9,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Disagree,Disagree,41.67,Strongly Disagree,Strongly Disagree,Agree,75,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Disagree,Strongly Agree,Strongly Agree,Agree,90,Not Applicable,Strongly Agree,Disagree,Disagree,Disagree,64,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,78.13,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Strongly Disagree,Strongly Agree,81.25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,409,New Hampshire,Female,70-79,,,,,,1,1,3,Clinton,63.16,10,7,Agree,Neither Agree Nor Disagree,Agree,33.33,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Disagree,Disagree,Neither Agree Nor Disagree,66.67,Disagree,Disagree,Disagree,75,Disagree,Agree,Disagree,Disagree,70,Disagree,Disagree,Agree,Disagree,Disagree,45,Strongly Disagree,Strongly Disagree,Disagree,Disagree,Neither Agree Nor Disagree,30,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Disagree,68.75,Agree,Agree,Agree,Not Applicable,Disagree,74,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Strongly Disagree,Strongly Disagree,Disagree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree +2016,410,New Hampshire,Male,50-59,,,,,,1,1,4,Clinton,74.49,9,8,Agree,Disagree,Disagree,58.33,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Disagree,Disagree,Neither Agree Nor Disagree,66.67,Agree,Disagree,Disagree,58.33,Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,90,Agree,Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,55,Disagree,Neither Agree Nor Disagree,Agree,Agree,Disagree,50,Disagree,Disagree,Agree,Agree,Strongly Agree,Agree,Strongly Agree,Strongly Disagree,71.88,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,90,Disagree,Disagree,Strongly Disagree,Strongly Agree,87.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Don't Know,Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Neither Agree Nor Disagree +2016,411,New Hampshire,Male,50-59,,,,,,1,1,6,,74.31,10,8,Agree,Strongly Agree,Strongly Disagree,41.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Not Applicable,Neither Agree Nor Disagree,Neither Agree Nor Disagree,46.67,Agree,Strongly Agree,Disagree,Strongly Disagree,80,Agree,Disagree,Strongly Agree,Neither Agree Nor Disagree,Don't Know,69.5,Not Applicable,Agree,Agree,Disagree,Disagree,67.5,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Not Applicable,Strongly Agree,Strongly Agree,Not Applicable,77.03,Strongly Agree,Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Strongly Disagree,Agree,Strongly Disagree,Strongly Agree,81.25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Agree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Agree +2016,412,New Jersey,Female,60-69,,,,,,1,1,2,Clinton,42.35,7,5,Agree,Agree,Agree,25,Agree,Disagree,Agree,Agree,62.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Neither Agree Nor Disagree,Agree,Disagree,50,Disagree,Agree,Strongly Agree,Disagree,60,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,Disagree,20,Strongly Disagree,Strongly Disagree,Strongly Disagree,Agree,Disagree,20,Disagree,Disagree,Disagree,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree,50,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,60,Disagree,Agree,Disagree,Agree,62.5,Disagree,Disagree,Disagree,Agree,37.5,Don't Know,Agree,Agree,Don't Know,Disagree,Don't Know,Don't Know,Disagree,Strongly Disagree +2016,413,New Jersey,Male,70-79,,,,,,1,1,2,Clinton,74.92,10,7,Agree,Strongly Disagree,Strongly Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Agree,83.33,Don't Know,Disagree,Strongly Disagree,77.92,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Not Applicable,73.25,Agree,Strongly Agree,Don't Know,Neither Agree Nor Disagree,Disagree,66.5,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,Strongly Disagree,72.81,Not Applicable,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,93.5,Disagree,Don't Know,Strongly Disagree,Not Applicable,65.94,Strongly Disagree,Disagree,Disagree,Disagree,18.75,Disagree,Strongly Disagree,Strongly Agree,Strongly Disagree,Don't Know,Strongly Agree,Agree,Strongly Agree,Strongly Agree +2016,414,New Jersey,Male,70-79,,,,,,1,1,2,Clinton,71.33,10,7,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,83.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Agree,Not Applicable,43.33,Disagree,Strongly Disagree,Strongly Disagree,91.67,Strongly Disagree,Agree,Strongly Agree,Strongly Disagree,70,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Don't Know,56,Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Disagree,40,Strongly Disagree,Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,75,Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,89,Don't Know,Strongly Agree,Agree,Strongly Agree,53.75,Agree,Strongly Agree,Agree,Strongly Agree,87.5,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,415,New Jersey,Male,40-49,,,,,,1,1,3,Stein,53.65,10,6,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Agree,Agree,Disagree,25,Agree,Neither Agree Nor Disagree,Agree,33.33,Disagree,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Strongly Disagree,Disagree,Disagree,Strongly Disagree,Strongly Disagree,20,Not Applicable,Agree,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,34.5,Agree,Agree,Agree,Disagree,Agree,Agree,Agree,Not Applicable,48.13,Agree,Agree,Agree,Not Applicable,Neither Agree Nor Disagree,69.75,Disagree,Agree,Disagree,Neither Agree Nor Disagree,56.25,Don't Know,Agree,Agree,Agree,74.38,Strongly Disagree,Agree,Agree,Disagree,Disagree,Agree,Agree,Agree,Disagree +2016,416,New Jersey,Female,50-59,,,,,,1,1,2,Clinton,57.22,5,5,Agree,Disagree,Agree,41.67,Don't Know,Disagree,Don't Know,Don't Know,65.31,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,62.08,Don't Know,Disagree,Disagree,Don't Know,54.5,Disagree,Disagree,Don't Know,Disagree,Don't Know,43,Don't Know,Disagree,Disagree,Neither Agree Nor Disagree,Don't Know,41.75,Don't Know,Don't Know,Agree,Agree,Agree,Agree,Agree,Disagree,70.31,Don't Know,Agree,Don't Know,Don't Know,Don't Know,75.5,Disagree,Agree,Disagree,Don't Know,59.69,Don't Know,Agree,Don't Know,Don't Know,70.31,Don't Know,Agree,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,Agree,Neither Agree Nor Disagree +2016,417,New Jersey,Male,70-79,,,,,,,1,3,Clinton,61.51,7,8,Agree,Agree,Agree,25,Don't Know,Don't Know,Don't Know,Don't Know,83.44,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,60,Disagree,Agree,Disagree,Don't Know,72.5,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,57,Don't Know,Agree,Don't Know,Disagree,Agree,55.5,Don't Know,Don't Know,Agree,Agree,Don't Know,Don't Know,Don't Know,Don't Know,69.53,Strongly Agree,Agree,Agree,Don't Know,Don't Know,79.25,Disagree,Agree,Don't Know,Agree,61.25,Don't Know,Don't Know,Don't Know,Don't Know,75.63,Strongly Disagree,Strongly Agree,Strongly Agree,Don't Know,Disagree,Agree,Don't Know,Agree,Agree +2016,418,New Jersey,Male,60-69,,,,,,1,1,2,Clinton,69.92,10,9,Disagree,Disagree,Disagree,75,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Disagree,Agree,Don't Know,47.5,Don't Know,Don't Know,Don't Know,67.5,Disagree,Agree,Disagree,Disagree,75,Agree,Disagree,Agree,Agree,Disagree,65,Not Applicable,Agree,Agree,Strongly Agree,Don't Know,54.75,Disagree,Don't Know,Agree,Agree,Agree,Agree,Agree,Disagree,69.22,Don't Know,Agree,Agree,Don't Know,Disagree,76,Disagree,Agree,Disagree,Don't Know,62.81,Agree,Strongly Agree,Don't Know,Agree,80.63,Strongly Disagree,Disagree,Don't Know,Disagree,Don't Know,Agree,Agree,Agree,Agree +2016,419,New Jersey,Male,60-69,,,1,,1,1,1,3,,73.72,9,8,Disagree,Strongly Agree,Disagree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Agree,Disagree,Strongly Disagree,66.67,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Disagree,Strongly Agree,Strongly Agree,Strongly Disagree,70,Strongly Agree,Strongly Agree,Strongly Disagree,Agree,Strongly Agree,45,Strongly Disagree,Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,81.25,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,92.5,Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,68.75,Strongly Agree,Strongly Agree,Disagree,Strongly Agree,81.25,Strongly Disagree,Disagree,Disagree,Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Disagree +2016,420,New Jersey,Female,50-59,,,,,,1,1,4,Clinton,61.71,8,8,Neither Agree Nor Disagree,Strongly Agree,Disagree,41.67,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,75,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree,16.67,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Disagree,Neither Agree Nor Disagree,Agree,Disagree,60,Agree,Disagree,Agree,Agree,Disagree,65,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,35,Disagree,Disagree,Strongly Agree,Strongly Agree,Disagree,Don't Know,Disagree,Strongly Disagree,59.69,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Strongly Disagree,94.25,Strongly Disagree,Strongly Agree,Disagree,Strongly Agree,68.75,Agree,Agree,Neither Agree Nor Disagree,Disagree,56.25,Strongly Disagree,Disagree,Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Agree +2016,421,New Jersey,Male,40-49,,,,,,1,1,4,Clinton,65.61,6,4,Disagree,Disagree,Disagree,75,Agree,Agree,Agree,Agree,75,Don't Know,Don't Know,Don't Know,35.83,Don't Know,Don't Know,Don't Know,60.42,Disagree,Agree,Disagree,Disagree,75,Disagree,Disagree,Agree,Disagree,Disagree,45,Agree,Agree,Disagree,Disagree,Disagree,65,Disagree,Don't Know,Agree,Agree,Agree,Agree,Strongly Agree,Strongly Disagree,67.97,Agree,Agree,Agree,Disagree,Disagree,75,Don't Know,Agree,Disagree,Don't Know,63.13,Agree,Agree,Don't Know,Agree,76.25,Disagree,Agree,Strongly Agree,Agree,Disagree,Agree,Don't Know,Strongly Disagree,Strongly Disagree +2016,422,New Mexico,Female,50-59,,,,1,,1,1,6,Clinton,73.7,10,10,Strongly Agree,Strongly Disagree,Strongly Disagree,66.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Agree,Disagree,50,Strongly Agree,Disagree,Agree,33.33,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,90,Disagree,Neither Agree Nor Disagree,Agree,Agree,Strongly Disagree,45,Not Applicable,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,88,Strongly Disagree,Agree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree,Strongly Disagree,59.38,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Disagree,Not Applicable,67.81,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Agree,Disagree,Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,423,New Mexico,Female,50-59,,,,,,1,1,5,Clinton,58.21,9,7,Agree,Agree,Disagree,41.67,Agree,Agree,Agree,Agree,75,Agree,Agree,Agree,41.67,Don't Know,Don't Know,Don't Know,52.5,Disagree,Agree,Disagree,Don't Know,76,Disagree,Disagree,Strongly Disagree,Disagree,Don't Know,33.25,Agree,Disagree,Agree,Agree,Don't Know,52.75,Disagree,Don't Know,Agree,Agree,Agree,Agree,Agree,Disagree,68.28,Don't Know,Agree,Agree,Don't Know,Agree,62.75,Disagree,Agree,Agree,Agree,50,Disagree,Agree,Agree,Strongly Agree,68.75,Disagree,Strongly Agree,Neither Agree Nor Disagree,Don't Know,Don't Know,Agree,Don't Know,Strongly Agree,Neither Agree Nor Disagree +2016,424,New Mexico,Male,70-79,,,,,,1,1,3,Clinton,85.84,9,6,Agree,Strongly Disagree,Neither Agree Nor Disagree,58.33,Strongly Agree,Strongly Agree,Agree,Strongly Agree,93.75,Strongly Disagree,Strongly Disagree,Strongly Agree,100,Don't Know,Disagree,Strongly Disagree,74.17,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,Don't Know,71.75,Strongly Agree,Strongly Agree,Agree,Agree,Strongly Disagree,80,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,84.38,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Agree,Don't Know,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,425,New York,Female,30-39,,,,,,1,1,3,Clinton,49.87,7,3,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,41.67,Disagree,Disagree,Neither Agree Nor Disagree,Don't Know,45.94,Agree,Agree,Strongly Disagree,16.67,Don't Know,Don't Know,Don't Know,53.75,Don't Know,Neither Agree Nor Disagree,Don't Know,Don't Know,59,Agree,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65,Don't Know,Don't Know,Disagree,Disagree,Don't Know,50.5,Don't Know,Don't Know,Disagree,Neither Agree Nor Disagree,Agree,Strongly Disagree,Strongly Agree,Strongly Disagree,49.06,Neither Agree Nor Disagree,Disagree,Don't Know,Don't Know,Don't Know,58.5,Disagree,Strongly Agree,Disagree,Don't Know,55.63,Don't Know,Disagree,Disagree,Disagree,35.94,Disagree,Strongly Agree,Agree,Agree,Disagree,Don't Know,Don't Know,Neither Agree Nor Disagree,Disagree +2016,426,New York,Male,60-69,,,,,,,,8,,55.23,8,6,Strongly Agree,Agree,Agree,16.67,Agree,Agree,Agree,Agree,75,Agree,Agree,Agree,41.67,Don't Know,Don't Know,Don't Know,60.83,Disagree,Agree,Agree,Agree,55,Agree,Don't Know,Agree,Agree,Don't Know,66,Agree,Disagree,Disagree,Agree,Strongly Agree,30,Don't Know,Don't Know,Disagree,Disagree,Don't Know,Agree,Agree,Don't Know,55.78,Agree,Agree,Agree,Don't Know,Don't Know,69.5,Disagree,Agree,Agree,Agree,50,Agree,Agree,Agree,Agree,75,Agree,Agree,Strongly Agree,Don't Know,Don't Know,Agree,Don't Know,Agree,Strongly Disagree +2016,427,New York,Female,50-59,,,,,,1,1,4,Clinton,40.03,6,4,Neither Agree Nor Disagree,Disagree,Agree,50,Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,37.5,Not Applicable,Not Applicable,Not Applicable,36.67,Strongly Agree,Strongly Agree,Disagree,25,Agree,Disagree,Agree,Don't Know,32.75,Disagree,Disagree,Disagree,Disagree,Disagree,35,Disagree,Disagree,Disagree,Agree,Don't Know,31.25,Agree,Disagree,Strongly Disagree,Strongly Agree,Disagree,Disagree,Disagree,Disagree,37.5,Agree,Agree,Agree,Don't Know,Don't Know,71.25,Agree,Strongly Agree,Disagree,Agree,43.75,Agree,Disagree,Disagree,Disagree,37.5,Disagree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Agree,Agree,Strongly Agree +2016,428,New York,Male,70-79,,,,,,1,1,3,Clinton,67.53,9,9,Strongly Disagree,Agree,Strongly Disagree,75,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Strongly Disagree,Agree,Disagree,Strongly Disagree,85,Disagree,Strongly Disagree,Strongly Agree,Agree,Disagree,65,Neither Agree Nor Disagree,Agree,Strongly Disagree,Strongly Disagree,Strongly Disagree,65,Strongly Disagree,Strongly Disagree,Agree,Disagree,Neither Agree Nor Disagree,Strongly Agree,Don't Know,Strongly Disagree,64.84,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,73,Strongly Disagree,Strongly Agree,Disagree,Neither Agree Nor Disagree,56.25,Agree,Strongly Agree,Strongly Agree,Agree,87.5,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Don't Know,Strongly Agree,Strongly Agree +2016,429,New York,Female,30-39,,,,,,1,1,4,Clinton,72.96,9,7,Disagree,Disagree,Disagree,75,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Strongly Agree,Don't Know,Strongly Disagree,50.42,Disagree,Agree,Strongly Disagree,Don't Know,79.25,Agree,Disagree,Agree,Agree,Disagree,65,Don't Know,Agree,Don't Know,Disagree,Don't Know,61.75,Don't Know,Don't Know,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Agree,Don't Know,77.19,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Strongly Disagree,Don't Know,69.06,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Neither Agree Nor Disagree,Agree,Strongly Agree,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree +2016,430,New York,Female,70-79,,,,,,1,1,3,Clinton,55.59,8,2,Strongly Disagree,Agree,Strongly Disagree,75,Disagree,Strongly Agree,Agree,Agree,68.75,Agree,Agree,Disagree,25,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Strongly Disagree,Agree,Strongly Disagree,Neither Agree Nor Disagree,80,Agree,Disagree,Disagree,Agree,Disagree,55,Disagree,Strongly Disagree,Strongly Disagree,Disagree,Neither Agree Nor Disagree,30,Agree,Neither Agree Nor Disagree,Disagree,Agree,Agree,Don't Know,Don't Know,Disagree,53.91,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Don't Know,,76.5,Disagree,Strongly Agree,Agree,Not Applicable,40,Disagree,Strongly Agree,Agree,Disagree,56.25,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,,Strongly Agree,Agree,Strongly Agree,Strongly Agree +2016,431,New York,Male,30-39,,,,,,1,1,3,Clinton,87.76,9,6,Strongly Agree,Strongly Disagree,Strongly Disagree,66.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Agree,75,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Disagree,Strongly Disagree,Strongly Agree,Disagree,Strongly Agree,70,Strongly Agree,Strongly Agree,Disagree,Strongly Disagree,Strongly Disagree,85,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,87.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,432,New York,Male,50-59,,,,,,1,1,5,Clinton,57.65,7,6,Strongly Agree,Strongly Agree,Don't Know,,Agree,Agree,Agree,Agree,75,Not Applicable,Agree,Disagree,34.58,Don't Know,Don't Know,Don't Know,59.17,Disagree,Agree,Agree,Disagree,65,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Disagree,35,Agree,Disagree,Disagree,Agree,Disagree,45,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Disagree,68.75,Agree,Agree,Agree,Not Applicable,Disagree,74.25,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Neither Agree Nor Disagree,68.75,Strongly Disagree,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree +2016,433,New York,Male,70-79,,,,,,1,1,3,Clinton,65.38,9,3,Agree,Agree,Disagree,41.67,Agree,Agree,Agree,Agree,75,Don't Know,Agree,Neither Agree Nor Disagree,44.17,Disagree,Disagree,Disagree,75,Disagree,Agree,Disagree,Disagree,75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,Disagree,55,Don't Know,Agree,Don't Know,Disagree,Don't Know,59.25,Disagree,Disagree,Agree,Agree,Agree,Don't Know,Agree,Disagree,69.53,Agree,Agree,Agree,Disagree,Disagree,75,Don't Know,Agree,Disagree,Agree,60.94,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,434,New York,Female,40-49,,,,,,,,4,,67.17,8,8,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Agree,75,Don't Know,Disagree,Don't Know,63.33,Don't Know,Agree,Don't Know,Don't Know,65.5,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Not Applicable,47,Agree,Agree,Disagree,Disagree,Don't Know,62.5,Don't Know,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Agree,Don't Know,75.47,Agree,Agree,Agree,Don't Know,Don't Know,71.25,Don't Know,Agree,Disagree,Don't Know,60.31,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Don't Know,Disagree,Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,435,New York,Female,30-39,,,,,,1,1,2,Clinton,53.88,9,7,Neither Agree Nor Disagree,Agree,Agree,33.33,Agree,Neither Agree Nor Disagree,Don't Know,Agree,69.69,Don't Know,Agree,Don't Know,35.83,Disagree,Disagree,Disagree,75,Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree,75,Disagree,Agree,Disagree,Strongly Disagree,Disagree,20,Disagree,Disagree,Strongly Disagree,Neither Agree Nor Disagree,Disagree,35,Agree,Agree,Neither Agree Nor Disagree,Agree,Agree,Agree,Agree,Strongly Disagree,50,Agree,Strongly Agree,Don't Know,Don't Know,Don't Know,79.25,Disagree,Agree,Agree,Don't Know,48.44,Don't Know,Don't Know,Agree,Don't Know,72.19,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Disagree,Agree,Agree,Strongly Agree,Disagree +2016,436,New York,Female,50-59,,,,,,1,1,6,Clinton,72.91,9,9,Agree,Agree,Disagree,41.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Don't Know,Agree,Disagree,33.33,Don't Know,Don't Know,Don't Know,65.42,Disagree,Agree,Don't Know,Strongly Disagree,77.25,Agree,Don't Know,Agree,Agree,Don't Know,65,Don't Know,Don't Know,Don't Know,Disagree,Don't Know,59.75,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,Don't Know,Disagree,76.72,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,90,Strongly Disagree,Strongly Agree,Strongly Disagree,Don't Know,69.38,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Don't Know,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree +2016,437,New York,Male,60-69,,,,,,1,1,2,,56.66,7,5,Disagree,Agree,Agree,41.67,Agree,Agree,Agree,Agree,75,Agree,Strongly Agree,Disagree,16.67,Don't Know,Don't Know,Don't Know,57.5,Disagree,Agree,Disagree,Disagree,75,Disagree,Disagree,Agree,Disagree,Disagree,45,Agree,Agree,Strongly Disagree,Agree,Don't Know,49,Don't Know,Neither Agree Nor Disagree,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Agree,Don't Know,48.75,Agree,Agree,Don't Know,Not Applicable,Neither Agree Nor Disagree,68.75,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Don't Know,Agree,Agree,Agree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Not Applicable +2016,438,New York,Male,30-39,,,,,,,,4,,63.32,9,8,Agree,Disagree,Agree,41.67,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Not Applicable,Not Applicable,Not Applicable,47.92,Agree,Agree,Neither Agree Nor Disagree,33.33,Strongly Disagree,Don't Know,Don't Know,Strongly Disagree,79.5,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,Disagree,Don't Know,22.75,Don't Know,Neither Agree Nor Disagree,Disagree,Strongly Disagree,Agree,51.25,Disagree,Don't Know,Agree,Strongly Agree,Agree,Agree,Strongly Agree,Not Applicable,73.13,Agree,Agree,Strongly Agree,Disagree,Strongly Disagree,85,Strongly Disagree,Strongly Agree,Disagree,Not Applicable,62.19,Strongly Agree,Don't Know,Agree,Strongly Agree,83.13,Strongly Disagree,Disagree,Agree,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,Strongly Agree,Strongly Agree,Agree +2016,439,New York,Male,60-69,,,,,,1,1,2,,66.25,9,8,Disagree,Disagree,Disagree,75,Agree,Agree,Don't Know,Agree,76.25,Disagree,Disagree,Don't Know,60.83,Agree,Neither Agree Nor Disagree,Disagree,50,Disagree,Agree,Neither Agree Nor Disagree,Strongly Agree,55,Agree,Disagree,Strongly Agree,Agree,Disagree,70,Agree,Agree,Neither Agree Nor Disagree,Don't Know,Don't Know,59.25,Strongly Disagree,Strongly Disagree,Agree,Agree,Agree,Agree,Agree,Strongly Disagree,71.88,Agree,Agree,Agree,Don't Know,Don't Know,72.5,Disagree,Agree,Disagree,Neither Agree Nor Disagree,56.25,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Agree,Strongly Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,440,New York,Male,50-59,,,,,,1,1,3,Clinton,65.82,8,8,Strongly Disagree,Disagree,Strongly Disagree,91.67,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Neither Agree Nor Disagree,Agree,Disagree,33.33,Agree,Neither Agree Nor Disagree,Don't Know,47.5,Disagree,Strongly Agree,Agree,Strongly Disagree,75,Agree,Disagree,Disagree,Agree,Disagree,55,Not Applicable,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,49.75,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Don't Know,Don't Know,Strongly Disagree,56.25,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Disagree,86.75,Disagree,Neither Agree Nor Disagree,Disagree,Agree,68.75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Disagree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,441,New York,Male,40-49,,,,,,,1,7,Clinton,65.38,8,8,Strongly Disagree,Neither Agree Nor Disagree,Disagree,75,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Agree,Disagree,Don't Know,53.33,Disagree,Agree,Disagree,Disagree,75,Disagree,Strongly Agree,Agree,Strongly Agree,Don't Know,48.5,Agree,Agree,Disagree,Strongly Disagree,Don't Know,70,Disagree,Don't Know,Agree,Agree,Agree,Agree,Agree,Disagree,66.56,Agree,Agree,Agree,Disagree,Don't Know,74.25,Strongly Disagree,Agree,Disagree,Agree,68.75,Agree,Agree,Don't Know,Agree,74.38,Strongly Disagree,Disagree,Agree,Disagree,Disagree,Agree,Agree,Agree,Don't Know +2016,442,New York,Female,70-79,,,,,,1,1,3,Clinton,60.2,6,5,Don't Know,Don't Know,Agree,,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,65.42,Disagree,Agree,Don't Know,Don't Know,73.25,Disagree,Disagree,Strongly Agree,Strongly Agree,Don't Know,68.25,Don't Know,Don't Know,Don't Know,Strongly Agree,Don't Know,41.25,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Don't Know,68.28,Agree,Agree,Agree,Don't Know,Don't Know,70.75,Don't Know,Agree,Disagree,Agree,62.5,Agree,Agree,Don't Know,Agree,72.5,Disagree,Strongly Agree,Strongly Agree,Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,443,New York,Female,40-49,,,,,,1,1,1,Clinton,64.97,8,5,Agree,Agree,Disagree,41.67,Disagree,Strongly Agree,Strongly Agree,Disagree,62.5,Agree,Strongly Agree,Strongly Disagree,8.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,66.67,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,80,Agree,Disagree,Strongly Agree,Strongly Disagree,Disagree,55,Agree,Agree,Strongly Agree,Agree,Strongly Disagree,75,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Agree,Not Applicable,78.91,Strongly Agree,Agree,Strongly Disagree,Don't Know,Don't Know,64.75,Not Applicable,Agree,Disagree,Agree,63.44,Strongly Agree,Agree,Agree,Agree,81.25,Strongly Disagree,Agree,Don't Know,Disagree,Strongly Disagree,Agree,Agree,Agree,Disagree +2016,444,New York,Female,70-79,,,,,,1,1,3,Clinton,70,9,5,Disagree,Disagree,Strongly Disagree,83.33,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Agree,Agree,Disagree,25,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Not Applicable,Strongly Agree,Disagree,Strongly Disagree,85.75,Agree,Disagree,Strongly Agree,Agree,Strongly Disagree,65,Disagree,Agree,Disagree,Agree,Disagree,45,Strongly Disagree,Strongly Disagree,Agree,Agree,Not Applicable,Agree,Agree,Not Applicable,73.91,Agree,Agree,Don't Know,Not Applicable,Disagree,69.75,Disagree,Agree,Disagree,Not Applicable,59.38,Agree,Agree,Not Applicable,Agree,74.69,Strongly Disagree,Strongly Agree,Not Applicable,Strongly Disagree,Strongly Disagree,Agree,Agree,Agree,Agree +2016,445,New York,Male,70-79,,,,,,1,1,2,Clinton,53.9,7,5,Disagree,Strongly Agree,Strongly Agree,25,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,64.58,Don't Know,Agree,Strongly Disagree,Strongly Disagree,82.25,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree,45,Not Applicable,Agree,Strongly Disagree,Strongly Agree,Don't Know,36.75,Don't Know,Don't Know,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree,Don't Know,Agree,Strongly Disagree,64.53,Don't Know,Agree,Don't Know,Don't Know,Disagree,71.75,Disagree,Strongly Agree,Disagree,Neither Agree Nor Disagree,50,Don't Know,Strongly Disagree,Disagree,Don't Know,44.38,Disagree,Agree,Don't Know,Don't Know,Neither Agree Nor Disagree,Don't Know,Don't Know,Don't Know,Strongly Agree +2016,446,New York,Female,60-69,,,,,,,1,4,Clinton,40.03,6,4,Strongly Agree,Agree,Strongly Agree,8.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,57.92,Agree,Disagree,Strongly Agree,Strongly Agree,10,Strongly Disagree,Agree,Agree,Strongly Disagree,Agree,35,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,0,Don't Know,Don't Know,Agree,Agree,Don't Know,Don't Know,Agree,Don't Know,65.63,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Don't Know,Don't Know,62.5,Disagree,Agree,Disagree,Neither Agree Nor Disagree,56.25,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Disagree,Don't Know,Disagree,Don't Know,Agree,,Agree,Disagree +2016,447,New York,Male,60-69,,,,,,1,1,3,Clinton,61.84,9,7,Strongly Agree,Strongly Agree,Disagree,25,Agree,Agree,Agree,Agree,75,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Don't Know,Disagree,Don't Know,67.5,Don't Know,Agree,Disagree,Disagree,74.75,Disagree,Don't Know,Agree,Agree,Don't Know,54.5,Agree,Agree,Agree,Agree,Don't Know,63,Don't Know,Don't Know,Agree,Agree,Disagree,Don't Know,Agree,Disagree,64.53,Agree,Agree,Agree,Not Applicable,Disagree,75,Disagree,Agree,Neither Agree Nor Disagree,Don't Know,56.56,Agree,Disagree,Don't Know,Agree,62.19,Strongly Disagree,Strongly Agree,Don't Know,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Disagree +2016,448,New York,Male,40-49,,,,,,1,1,3,Clinton,82.12,8,5,Strongly Disagree,Agree,Strongly Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Agree,Strongly Disagree,33.33,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Agree,Agree,Agree,Disagree,55,Agree,Agree,Agree,Disagree,Strongly Disagree,80,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,87.5,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,94.75,Strongly Disagree,Disagree,Strongly Disagree,Agree,87.5,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Agree,75,Strongly Disagree,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,449,New York,Female,40-49,,,,,,1,1,4,Clinton,74.01,10,7,Agree,Neither Agree Nor Disagree,Disagree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Strongly Agree,Strongly Agree,41.67,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Disagree,Agree,Neither Agree Nor Disagree,Disagree,70,Agree,Disagree,Agree,Agree,Don't Know,67.75,Strongly Agree,Disagree,Neither Agree Nor Disagree,Agree,Strongly Disagree,60,Agree,Strongly Disagree,Strongly Agree,Agree,Agree,Strongly Agree,Strongly Agree,Don't Know,74.69,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,93,Disagree,Agree,Agree,Agree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,450,New York,Male,70-79,,,,,,1,1,4,Clinton,72.78,10,7,Disagree,Disagree,Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Don't Know,Don't Know,Disagree,71.67,Disagree,Agree,Disagree,Disagree,75,Strongly Agree,Disagree,Agree,Agree,Don't Know,72.25,Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,45,Don't Know,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Disagree,80.94,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Disagree,88.5,Disagree,Agree,Disagree,Agree,62.5,Strongly Agree,Agree,Agree,Strongly Agree,87.5,Strongly Disagree,Disagree,Don't Know,Don't Know,Disagree,Agree,Agree,Strongly Agree,Disagree +2016,451,New York,Female,30-39,,,,,,1,1,3,Clinton,52.76,7,,Agree,Disagree,Strongly Agree,33.33,Agree,Disagree,Agree,Agree,62.5,Agree,Don't Know,Disagree,24.17,Don't Know,Don't Know,Don't Know,59.17,Don't Know,Agree,Neither Agree Nor Disagree,Don't Know,67,Disagree,Strongly Disagree,Disagree,Disagree,Agree,50,Don't Know,Strongly Disagree,Strongly Disagree,Agree,Agree,22,Disagree,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,Agree,Don't Know,58.13,Agree,Agree,Neither Agree Nor Disagree,Don't Know,Disagree,67.25,Disagree,Strongly Agree,Disagree,Don't Know,53.44,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Agree,Neither Agree Nor Disagree,Agree,Don't Know,Don't Know,Disagree,Agree,Agree,Disagree +2016,452,New York,Male,50-59,,,,,,1,1,1,,45.05,5,2,Strongly Agree,Strongly Agree,Agree,8.33,Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,37.5,Don't Know,Don't Know,Don't Know,30.83,Don't Know,Don't Know,Don't Know,55,Agree,Neither Agree Nor Disagree,Don't Know,Don't Know,56.25,Strongly Disagree,Disagree,Disagree,Strongly Disagree,Don't Know,25,Disagree,Disagree,Disagree,Strongly Agree,Don't Know,28,Agree,Don't Know,Disagree,Disagree,Don't Know,Don't Know,Agree,Don't Know,48.44,Agree,Agree,Agree,Don't Know,Don't Know,71.25,Don't Know,Agree,Don't Know,Don't Know,57.19,Don't Know,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,64.06,Neither Agree Nor Disagree,Agree,Strongly Agree,Agree,Disagree,Agree,Agree,Neither Agree Nor Disagree,Disagree +2016,453,New York,Female,40-49,,,,,,1,1,3,Clinton,66.22,9,4,Disagree,Agree,Disagree,58.33,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,55.83,Neither Agree Nor Disagree,Agree,Disagree,Don't Know,69.5,Agree,Disagree,Agree,Agree,Neither Agree Nor Disagree,70,Agree,Agree,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,52.75,Disagree,Disagree,Agree,Strongly Agree,Disagree,Agree,Agree,Strongly Disagree,62.5,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,89.25,Don't Know,Agree,Disagree,Don't Know,61.56,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,93.44,Disagree,Disagree,Don't Know,Agree,Disagree,Agree,Agree,Agree,Strongly Disagree +2016,454,New York,Male,40-49,,,,,,1,1,3,Clinton,54.08,8,1,Agree,Agree,Strongly Agree,16.67,Agree,Disagree,Agree,Don't Know,63.75,Don't Know,Don't Know,Don't Know,45.83,Strongly Agree,Don't Know,Don't Know,47.5,Don't Know,Agree,Disagree,Disagree,73.5,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,Neither Agree Nor Disagree,40,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Agree,Don't Know,44,Don't Know,Don't Know,Disagree,Agree,Neither Agree Nor Disagree,Don't Know,Don't Know,Strongly Disagree,57.97,Don't Know,Agree,Agree,Don't Know,Don't Know,77.75,Disagree,Strongly Agree,Disagree,Agree,56.25,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,Agree +2016,455,New York,Male,30-39,,,,,,1,1,4,Clinton,68.09,9,7,Disagree,Neither Agree Nor Disagree,Disagree,66.67,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Disagree,Agree,Disagree,41.67,Don't Know,Don't Know,Don't Know,55.42,Disagree,Agree,Disagree,Don't Know,75.5,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,70,Agree,Agree,Don't Know,Disagree,Disagree,67.5,Disagree,Strongly Disagree,Agree,Strongly Agree,Disagree,Neither Agree Nor Disagree,Don't Know,Strongly Disagree,63.28,Agree,Strongly Agree,Agree,Don't Know,Don't Know,79.75,Disagree,Agree,Disagree,Agree,62.5,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,62.5,Strongly Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Agree,Agree,Disagree +2016,456,New York,Male,60-69,,,,,,1,1,1,Stein,47.37,5,3,Agree,Strongly Agree,Neither Agree Nor Disagree,25,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,59.17,Neither Agree Nor Disagree,Agree,Agree,Don't Know,62.75,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,Neither Agree Nor Disagree,15,Don't Know,Strongly Disagree,Strongly Disagree,Agree,Don't Know,24.25,Don't Know,Don't Know,Agree,Agree,Don't Know,Don't Know,Agree,Don't Know,64.22,Don't Know,Agree,Don't Know,Don't Know,Don't Know,72.5,Don't Know,Strongly Agree,Disagree,Don't Know,51.88,Strongly Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,43.75,Disagree,Neither Agree Nor Disagree,Don't Know,Disagree,Disagree,Don't Know,Don't Know,Agree,Disagree +2016,457,New York,Female,40-49,,,,,,,1,2,Clinton,53.06,7,1,Strongly Agree,Strongly Agree,Agree,8.33,Disagree,Disagree,Disagree,Agree,37.5,Not Applicable,Not Applicable,Not Applicable,35.42,Agree,Neither Agree Nor Disagree,Strongly Disagree,58.33,Disagree,Disagree,Agree,Disagree,45,Disagree,Disagree,Disagree,Disagree,Disagree,35,Agree,Disagree,Agree,Strongly Agree,Disagree,50,Agree,Disagree,Disagree,Strongly Agree,Agree,Neither Agree Nor Disagree,Agree,Don't Know,54.22,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Disagree,89,Disagree,Strongly Agree,Disagree,Don't Know,53.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Agree,Disagree,Agree,Strongly Disagree,Strongly Agree,Agree,Agree,Disagree +2016,458,New York,Female,30-39,,,,,,,1,4,Clinton,63.95,8,7,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Agree,Neither Agree Nor Disagree,Agree,Strongly Agree,75,Disagree,Agree,Neither Agree Nor Disagree,50,Agree,Neither Agree Nor Disagree,Don't Know,50.83,Don't Know,Agree,Don't Know,Don't Know,69.25,Agree,Disagree,Agree,Agree,Don't Know,67,Don't Know,Agree,Disagree,Agree,Don't Know,51,Disagree,Disagree,Agree,Agree,Strongly Agree,Don't Know,Don't Know,Strongly Disagree,68.91,Agree,Agree,Agree,Don't Know,Don't Know,74.25,Strongly Disagree,Agree,Disagree,Don't Know,70.94,Neither Agree Nor Disagree,Agree,Don't Know,Agree,65.94,Strongly Disagree,Agree,Don't Know,Don't Know,Strongly Disagree,Agree,Agree,Agree,Agree +2016,459,New York,Male,60-69,,,,,,1,1,3,Clinton,56.66,8,7,Agree,Strongly Agree,Disagree,33.33,Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,81.25,Disagree,Agree,Disagree,41.67,Disagree,Disagree,Neither Agree Nor Disagree,66.67,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,55,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,50,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,35,Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Agree,Agree,Not Applicable,64.22,Agree,Agree,Agree,Not Applicable,Disagree,72.5,Disagree,Agree,Disagree,Neither Agree Nor Disagree,56.25,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,56.25,Disagree,Agree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Agree +2016,460,New York,Male,50-59,,,,,,1,1,1,Clinton,61.22,8,5,Neither Agree Nor Disagree,Agree,Disagree,50,Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,81.25,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,58.33,Disagree,Agree,Neither Agree Nor Disagree,Disagree,70,Agree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,60,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Disagree,40,Disagree,Disagree,Agree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65.63,Agree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,68.75,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,62.5,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,461,New York,Male,40-49,,,,,,1,1,3,Clinton,64.59,9,9,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Agree,Agree,Agree,Agree,75,Don't Know,Don't Know,Don't Know,43.75,Don't Know,Don't Know,Don't Know,60.83,Neither Agree Nor Disagree,Agree,Disagree,Disagree,70,Agree,Disagree,Agree,Agree,Disagree,65,Don't Know,Don't Know,Don't Know,Disagree,Don't Know,56.75,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Strongly Disagree,65.63,Don't Know,Agree,Agree,Don't Know,Don't Know,78.5,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Agree,Disagree,Disagree,Agree,Agree,Agree,Agree +2016,462,New York,Male,40-49,,,,,,1,1,4,,66.3,8,6,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Agree,Strongly Agree,Agree,Agree,81.25,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,53.33,Strongly Disagree,Agree,Disagree,Disagree,80,Disagree,Agree,Agree,Neither Agree Nor Disagree,Agree,50,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Don't Know,87.75,Strongly Disagree,Don't Know,Agree,Strongly Agree,Strongly Agree,Agree,Agree,Strongly Disagree,74.22,Agree,Strongly Agree,Agree,Don't Know,Disagree,76.25,Don't Know,Agree,Disagree,Don't Know,62.5,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Agree,62.5,Don't Know,Agree,Agree,Strongly Disagree,Don't Know,Don't Know,Agree,Strongly Agree,Strongly Agree +2016,463,New York,Male,30-39,,,,,,1,1,4,Clinton,86.71,10,10,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Disagree,Agree,Agree,66.67,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Agree,Strongly Disagree,85,Agree,Disagree,Strongly Agree,Agree,Not Applicable,71,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Strongly Disagree,95,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,Strongly Disagree,81.25,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,91.75,Strongly Disagree,Strongly Disagree,Strongly Disagree,Not Applicable,96.25,Strongly Agree,Agree,Agree,Agree,81.25,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,464,New York,Female,60-69,,,,,,1,1,3,Clinton,35.94,3,1,Agree,Strongly Agree,Agree,16.67,Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,37.5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,20,Strongly Disagree,Agree,Disagree,Strongly Disagree,Disagree,15,Disagree,Disagree,Disagree,Strongly Agree,Agree,20,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,37.5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Strongly Agree,Strongly Disagree,Don't Know,59.06,Don't Know,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,50,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Don't Know,Neither Agree Nor Disagree,Don't Know,Don't Know,Strongly Disagree +2016,465,New York,Female,60-69,,,,,,1,1,2,Clinton,56.73,8,8,Agree,Agree,Strongly Agree,16.67,Agree,Don't Know,Agree,Agree,75.94,Agree,Strongly Agree,Disagree,16.67,Don't Know,Don't Know,Don't Know,62.92,Don't Know,Disagree,Don't Know,Don't Know,49.5,Agree,Disagree,Don't Know,Neither Agree Nor Disagree,Neither Agree Nor Disagree,60.75,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,45,Don't Know,Don't Know,Strongly Agree,Neither Agree Nor Disagree,Don't Know,Don't Know,Don't Know,Don't Know,67.5,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,71.75,Don't Know,Don't Know,Don't Know,Don't Know,53.13,Don't Know,Don't Know,Don't Know,Don't Know,75,Disagree,Agree,Disagree,Disagree,Disagree,Strongly Agree,Strongly Agree,Disagree,Don't Know +2016,466,New York,Male,50-59,,,,,,1,1,1,Clinton,51.1,9,3,Strongly Agree,Strongly Agree,Strongly Agree,0,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Disagree,Neither Agree Nor Disagree,50,Agree,Disagree,Disagree,Disagree,45,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,Disagree,Strongly Disagree,35,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Don't Know,23,Strongly Agree,Strongly Disagree,Agree,Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,65.94,Agree,Agree,Agree,Don't Know,Disagree,72.5,Agree,Strongly Agree,Strongly Disagree,Don't Know,49.69,Agree,Strongly Agree,Agree,Strongly Agree,87.5,Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,Don't Know,Agree,Neither Agree Nor Disagree,Strongly Disagree +2016,467,New York,Female,40-49,,,,,,1,1,1,Stein,58.65,8,5,Agree,Agree,Disagree,41.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Neither Agree Nor Disagree,Disagree,33.33,Agree,Neither Agree Nor Disagree,Don't Know,49.58,Disagree,Disagree,Disagree,Disagree,55,Disagree,Neither Agree Nor Disagree,Agree,Disagree,Disagree,40,Agree,Agree,Strongly Disagree,Disagree,Neither Agree Nor Disagree,55,Neither Agree Nor Disagree,Disagree,Agree,Disagree,Agree,Agree,Agree,Disagree,59.38,Agree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Disagree,Agree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,Agree,Agree,Agree,Disagree +2016,468,New York,Male,80-89,,,,,,1,1,3,Clinton,77.55,10,7,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Agree,75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Agree,Strongly Disagree,Strongly Disagree,85,Agree,Strongly Disagree,Strongly Agree,Agree,Neither Agree Nor Disagree,80,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,Disagree,65,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Agree,Agree,Strongly Agree,Neither Agree Nor Disagree,81.25,Agree,Strongly Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,70,Disagree,Agree,Disagree,Agree,62.5,Agree,Strongly Agree,Agree,Agree,81.25,Disagree,Don't Know,Don't Know,Strongly Disagree,Don't Know,Agree,Don't Know,Strongly Agree,Agree +2016,469,New York,Male,30-39,,,,,,,,3,,71.68,10,8,Agree,Neither Agree Nor Disagree,Disagree,50,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Don't Know,Don't Know,Don't Know,41.67,Don't Know,Don't Know,Don't Know,55.83,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,90,Agree,Not Applicable,Strongly Agree,Agree,Strongly Disagree,61,Don't Know,Agree,Agree,Neither Agree Nor Disagree,Disagree,68.5,Don't Know,Don't Know,Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,74.22,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,90.5,Disagree,Strongly Agree,Strongly Disagree,Don't Know,62.81,Agree,Agree,Agree,Agree,75,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,470,New York,Male,50-59,,,,,,1,1,3,Clinton,64.08,8,6,Disagree,Disagree,Disagree,75,Agree,Agree,Agree,Agree,75,Agree,Agree,Neither Agree Nor Disagree,33.33,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Disagree,Agree,Disagree,Disagree,75,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,45,Agree,Agree,Disagree,Agree,Neither Agree Nor Disagree,50,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Disagree,68.75,Agree,Agree,Agree,Don't Know,Disagree,73,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Agree,Agree +2016,471,New York,Female,50-59,,,,,,1,1,2,Clinton,53.24,7,3,Disagree,Agree,Agree,41.67,Agree,Neither Agree Nor Disagree,Agree,Strongly Agree,75,Agree,Strongly Agree,Disagree,16.67,Strongly Agree,Disagree,Strongly Disagree,58.33,Agree,Disagree,Agree,Disagree,35,Agree,Neither Agree Nor Disagree,Agree,Agree,Disagree,60,Disagree,Disagree,Disagree,Agree,Disagree,35,Disagree,Strongly Disagree,Agree,Agree,Disagree,Disagree,Agree,Strongly Disagree,56.25,Agree,Agree,Agree,Not Applicable,Disagree,71.75,Disagree,Strongly Agree,Strongly Disagree,Agree,62.5,Agree,Disagree,Agree,Agree,62.5,Disagree,Agree,Strongly Agree,Agree,Strongly Disagree,Agree,Agree,Disagree,Disagree +2016,472,New York,Male,70-79,,,,,,1,1,3,Clinton,57.58,8,4,Agree,Agree,Neither Agree Nor Disagree,33.33,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Strongly Agree,Agree,Strongly Disagree,41.67,Agree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,65,Agree,Agree,Disagree,Strongly Agree,Strongly Disagree,45,Not Applicable,Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree,61.25,Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree,Agree,Agree,Strongly Disagree,59.38,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Disagree,88,Disagree,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,56.25,Agree,Agree,Agree,Agree,75,Agree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree +2016,473,New York,Male,50-59,,,,,,1,1,6,Clinton,59.92,8,4,Agree,Agree,Neither Agree Nor Disagree,33.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Neither Agree Nor Disagree,Agree,Disagree,33.33,Agree,Agree,Agree,25,Disagree,Strongly Agree,Strongly Disagree,Disagree,90,Disagree,Disagree,Agree,Disagree,Agree,55,Disagree,Disagree,Disagree,Agree,Agree,25,Disagree,Agree,Agree,Neither Agree Nor Disagree,Agree,Agree,Agree,Don't Know,57.81,Don't Know,Agree,Agree,Don't Know,Don't Know,77.5,Disagree,Agree,Strongly Disagree,Don't Know,71.56,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Strongly Disagree,Agree,Strongly Agree,Don't Know,Don't Know,Agree,Don't Know,Strongly Agree,Strongly Agree +2016,474,New York,Male,40-49,,,,,,1,1,3,,50.94,7,6,Agree,Agree,Neither Agree Nor Disagree,33.33,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,55,Don't Know,Neither Agree Nor Disagree,Disagree,Strongly Disagree,68.25,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,Strongly Disagree,5,Disagree,Strongly Disagree,Disagree,Agree,Disagree,30,Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Agree,Agree,Strongly Disagree,62.5,Agree,Agree,Agree,Not Applicable,Disagree,73,Disagree,Strongly Agree,Disagree,Agree,56.25,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,62.5,Disagree,Neither Agree Nor Disagree,Agree,Disagree,Disagree,Agree,Agree,Agree,Disagree +2016,475,New York,Male,30-39,,,,,,1,1,2,Clinton,74.54,9,7,Disagree,Disagree,Strongly Disagree,83.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,55.42,Don't Know,Agree,Disagree,Don't Know,75.25,Agree,Disagree,Strongly Agree,Strongly Agree,Disagree,75,Disagree,Agree,Agree,Agree,Disagree,55,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Agree,Agree,Strongly Agree,Strongly Disagree,78.13,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,90,Strongly Disagree,Strongly Agree,Disagree,Not Applicable,65,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Agree,Don't Know,Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Disagree +2016,476,New York,Female,60-69,,,,,,,1,4,,68.42,9,9,Neither Agree Nor Disagree,Strongly Agree,Don't Know,,Don't Know,Strongly Agree,Don't Know,Strongly Agree,87.81,Don't Know,Strongly Disagree,Don't Know,64.58,Don't Know,Don't Know,Don't Know,62.5,Don't Know,Agree,Don't Know,Don't Know,68.5,Strongly Agree,Disagree,Agree,Strongly Agree,Don't Know,80.75,Don't Know,Don't Know,Don't Know,Disagree,Don't Know,50.5,Don't Know,Don't Know,Strongly Agree,Agree,Don't Know,Don't Know,Strongly Agree,Strongly Agree,80.47,Agree,Agree,Don't Know,Agree,Don't Know,66,Don't Know,Agree,Disagree,Don't Know,62.19,Agree,Agree,Don't Know,Agree,73.75,Disagree,Don't Know,Don't Know,Don't Know,Don't Know,Agree,Don't Know,Agree,Disagree +2016,477,New York,Female,50-59,,,,,,1,1,3,Clinton,70.46,10,10,Disagree,Disagree,Disagree,75,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Agree,75,Disagree,Agree,Disagree,58.33,Disagree,Agree,Disagree,Disagree,75,Agree,Disagree,Agree,Agree,Disagree,65,Agree,Don't Know,Agree,Disagree,Disagree,66,Strongly Disagree,Strongly Disagree,Agree,Agree,Agree,Agree,Agree,Not Applicable,72.19,Agree,Agree,Agree,Don't Know,Disagree,74,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Disagree,Disagree,Disagree,Strongly Agree,Strongly Agree,Agree,Disagree +2016,478,New York,Male,50-59,,,,,,1,1,2,Clinton,44.16,5,2,Disagree,Neither Agree Nor Disagree,Disagree,66.67,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,43.75,Agree,Agree,Disagree,25,Agree,Agree,Neither Agree Nor Disagree,33.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,45,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Don't Know,Don't Know,Don't Know,Agree,Don't Know,47.75,Agree,Agree,Neither Agree Nor Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,34.38,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,68.75,Disagree,Disagree,Disagree,Disagree,25,Disagree,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree +2016,479,New York,Female,60-69,,,,,,1,1,3,Clinton,62.35,8,6,Agree,Disagree,Neither Agree Nor Disagree,50,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,60.42,Disagree,Agree,Agree,Don't Know,65.5,Agree,Not Applicable,Agree,Agree,Not Applicable,66.5,Not Applicable,Disagree,Agree,Neither Agree Nor Disagree,Don't Know,52,Don't Know,Don't Know,Agree,Agree,Agree,Agree,Agree,Disagree,67.97,Agree,Agree,Agree,Not Applicable,Don't Know,69.75,Don't Know,Agree,Disagree,Don't Know,59.06,Agree,Agree,Agree,Agree,75,Disagree,Agree,Don't Know,Don't Know,Disagree,Agree,Agree,Agree,Agree +2016,480,New York,Female,50-59,,,,,,,1,3,,57.73,,5,Don't Know,Don't Know,Don't Know,,Neither Agree Nor Disagree,Not Applicable,Not Applicable,Don't Know,66.25,Don't Know,Don't Know,Don't Know,30.83,Don't Know,Don't Know,Don't Know,63.33,Don't Know,Agree,Neither Agree Nor Disagree,Don't Know,64.75,Disagree,Don't Know,Agree,Neither Agree Nor Disagree,Don't Know,47.75,Don't Know,Don't Know,Don't Know,Neither Agree Nor Disagree,Don't Know,46.25,Don't Know,Don't Know,Not Applicable,Neither Agree Nor Disagree,Agree,Don't Know,Agree,Don't Know,60.47,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,73,Don't Know,Agree,,Don't Know,52.19,Don't Know,Don't Know,Don't Know,Don't Know,69.69,Disagree,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,Agree +2016,481,New York,Female,40-49,,,,,,1,1,4,Clinton,56.66,7,4,Agree,Agree,Disagree,41.67,Agree,Disagree,Agree,Agree,62.5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Agree,Disagree,Disagree,58.33,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65,Agree,Neither Agree Nor Disagree,Agree,Agree,Disagree,60,Don't Know,Don't Know,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,40.25,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Don't Know,Don't Know,Don't Know,57.03,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Don't Know,60.94,Agree,Disagree,Disagree,Neither Agree Nor Disagree,43.75,Disagree,Strongly Agree,Don't Know,Don't Know,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree +2016,482,New York,Female,40-49,,,,,,1,1,2,Clinton,42.14,7,1,Strongly Agree,Strongly Agree,Strongly Agree,0,Strongly Disagree,Don't Know,Strongly Disagree,Strongly Agree,42.81,Don't Know,Don't Know,Don't Know,37.5,Don't Know,Don't Know,Don't Know,55.83,Agree,Agree,Don't Know,Agree,51.5,Strongly Disagree,Agree,Disagree,Disagree,Disagree,20,Disagree,Disagree,Strongly Disagree,Strongly Agree,Agree,15,Don't Know,Don't Know,Agree,Strongly Disagree,Disagree,Don't Know,Agree,Don't Know,49.84,Agree,Agree,Agree,Don't Know,Don't Know,72.5,Not Applicable,Strongly Agree,Disagree,Don't Know,53.75,Agree,Disagree,Don't Know,Neither Agree Nor Disagree,51.25,Neither Agree Nor Disagree,Agree,Agree,Don't Know,Disagree,Don't Know,Don't Know,Agree,Strongly Disagree +2016,483,North Carolina,Male,40-49,,,,,,1,1,3,Clinton,65.94,7,8,Strongly Agree,Strongly Agree,Agree,8.33,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Agree,Agree,Neither Agree Nor Disagree,33.33,Agree,Strongly Agree,Strongly Agree,8.33,Disagree,Agree,Disagree,Strongly Disagree,80,Strongly Agree,Disagree,Strongly Agree,Strongly Agree,Agree,90,Agree,Agree,Agree,Neither Agree Nor Disagree,Disagree,70,Disagree,Agree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,71.88,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Not Applicable,91.25,Strongly Agree,Strongly Agree,Strongly Disagree,Agree,43.75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Strongly Agree,Neither Agree Nor Disagree,Disagree,Strongly Agree,Strongly Agree,Agree,Agree +2016,484,North Carolina,Male,40-49,,,,,,1,1,3,Clinton,78.06,9,9,Neither Agree Nor Disagree,Strongly Agree,Disagree,41.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Disagree,Strongly Disagree,25,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Agree,Disagree,Strongly Agree,Strongly Agree,Disagree,75,Agree,Agree,Agree,Disagree,Strongly Disagree,80,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Strongly Disagree,84.38,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,90,Strongly Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,485,North Carolina,Female,50-59,,,,,,1,1,4,Clinton,53.6,7,4,Strongly Agree,Strongly Agree,Strongly Agree,0,Strongly Disagree,Agree,Agree,Agree,56.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Strongly Agree,Strongly Agree,Disagree,25,Agree,Agree,Strongly Disagree,Strongly Disagree,75,Agree,Strongly Disagree,Strongly Agree,Disagree,Disagree,65,Don't Know,Agree,Don't Know,Disagree,Don't Know,63.25,Strongly Agree,Agree,Agree,Neither Agree Nor Disagree,Disagree,Agree,Agree,Strongly Disagree,40.63,Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,82,Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,68.75,Agree,Strongly Agree,Disagree,Strongly Agree,75,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree,Agree,Agree,Strongly Agree,Agree +2016,486,North Carolina,Male,40-49,,,,,,1,1,3,,28.06,3,4,Strongly Agree,Strongly Agree,Strongly Agree,0,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,31.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Agree,Neither Agree Nor Disagree,33.33,Agree,Disagree,Agree,Agree,25,Strongly Disagree,Agree,Disagree,Strongly Disagree,Neither Agree Nor Disagree,20,Disagree,Strongly Disagree,Disagree,Agree,Agree,20,Strongly Agree,Agree,Disagree,Agree,Agree,Neither Agree Nor Disagree,Agree,Strongly Disagree,40.63,Neither Agree Nor Disagree,Strongly Disagree,Agree,Agree,Disagree,45,Strongly Agree,Agree,Disagree,Agree,43.75,Strongly Disagree,Disagree,Disagree,Neither Agree Nor Disagree,25,Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree,Agree,Agree,Disagree,Strongly Disagree +2016,487,North Carolina,Male,50-59,,,,,,1,1,4,Clinton,65.92,8,7,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,16.67,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,55,Strongly Disagree,Strongly Agree,Agree,Strongly Disagree,80,Disagree,Disagree,Agree,Agree,Neither Agree Nor Disagree,60,Strongly Agree,Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,80,Agree,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,75.63,Don't Know,Strongly Agree,Strongly Agree,Don't Know,Don't Know,87,Strongly Agree,Strongly Agree,Disagree,Strongly Agree,43.75,Strongly Agree,Agree,Agree,Agree,81.25,Don't Know,Agree,Disagree,Agree,Don't Know,Don't Know,Don't Know,Neither Agree Nor Disagree,Strongly Disagree +2016,488,North Carolina,Male,40-49,,,,,,1,1,2,Clinton,63.7,7,9,Strongly Agree,Strongly Agree,Agree,8.33,Strongly Agree,Strongly Agree,Disagree,Strongly Agree,81.25,Neither Agree Nor Disagree,Agree,Strongly Disagree,25,Don't Know,Don't Know,Strongly Disagree,61.67,Strongly Disagree,Agree,Disagree,Disagree,80,Strongly Disagree,Disagree,Strongly Agree,Neither Agree Nor Disagree,Agree,60,Agree,Agree,Strongly Agree,Agree,Disagree,70,Disagree,Strongly Disagree,Disagree,Disagree,Strongly Agree,Agree,Agree,Don't Know,60.63,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,96.75,Strongly Agree,Don't Know,Strongly Disagree,Agree,48.13,Agree,Agree,Agree,Agree,75,Disagree,Agree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree +2016,489,North Carolina,Male,60-69,,,,,,1,1,2,Clinton,62.81,8,9,Agree,Agree,Neither Agree Nor Disagree,33.33,Neither Agree Nor Disagree,Strongly Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Neither Agree Nor Disagree,Agree,33.33,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Disagree,Strongly Agree,Agree,Don't Know,75.5,Not Applicable,Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,44.25,Disagree,Agree,Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Disagree,72.19,Strongly Agree,Neither Agree Nor Disagree,Agree,Not Applicable,Strongly Disagree,80.25,Agree,Agree,Strongly Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Agree,Strongly Agree,Agree,75,Strongly Disagree,Agree,Agree,Strongly Disagree,Disagree,Strongly Agree,Agree,Neither Agree Nor Disagree,Agree +2016,490,North Carolina,Male,70-79,,,,,,1,1,4,Clinton,62.24,,6,Strongly Disagree,Disagree,Disagree,83.33,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Strongly Agree,Strongly Agree,Strongly Agree,33.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,60,Agree,Agree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,55,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,50,Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,78.13,Agree,Disagree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,60,Strongly Agree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,43.75,Neither Agree Nor Disagree,Agree,Agree,Agree,68.75,Agree,,Neither Agree Nor Disagree,,Disagree,Agree,Agree,Strongly Agree,Don't Know +2016,491,North Carolina,Male,50-59,1,,,,,,1,3,,64.01,10,7,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,16.67,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,87.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Agree,Agree,25,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Disagree,85,Strongly Agree,Strongly Agree,Strongly Disagree,Agree,Disagree,60,Strongly Disagree,Agree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,68.75,Strongly Agree,Strongly Disagree,Strongly Agree,Don't Know,Don't Know,68.5,Strongly Agree,Agree,Neither Agree Nor Disagree,Don't Know,35.94,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,492,North Carolina,Male,80-89,,,,,,1,1,3,,82.86,10,10,Strongly Disagree,Strongly Disagree,Disagree,91.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Strongly Agree,Strongly Disagree,0,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Not Applicable,89.25,Strongly Agree,Strongly Agree,Disagree,Disagree,Strongly Disagree,80,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,87.5,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Not Applicable,Not Applicable,74.25,Strongly Disagree,Agree,Not Applicable,Not Applicable,66.88,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,493,North Carolina,Male,50-59,,,,,,1,1,4,,63.6,9,9,Agree,Neither Agree Nor Disagree,Agree,33.33,Agree,Disagree,Agree,Agree,62.5,Strongly Agree,Agree,Strongly Disagree,8.33,Don't Know,Disagree,Strongly Disagree,70.83,Strongly Disagree,Agree,Disagree,Strongly Disagree,85,Disagree,Disagree,Agree,Agree,Strongly Disagree,50,Don't Know,Neither Agree Nor Disagree,Don't Know,Neither Agree Nor Disagree,Neither Agree Nor Disagree,51.5,Strongly Disagree,Strongly Disagree,Agree,Agree,Agree,Don't Know,Don't Know,Strongly Disagree,72.97,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Disagree,87.5,Strongly Agree,Disagree,Strongly Disagree,Strongly Agree,68.75,Strongly Agree,Neither Agree Nor Disagree,Agree,Agree,75,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,Agree,Agree +2016,494,North Carolina,Female,40-49,,,,,,,1,3,Clinton,48.72,6,8,Strongly Agree,Strongly Agree,Strongly Agree,0,Agree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,50,Strongly Agree,Strongly Agree,Strongly Disagree,0,Strongly Agree,Strongly Disagree,Strongly Disagree,66.67,Disagree,Strongly Agree,Disagree,Strongly Disagree,80,Agree,Neither Agree Nor Disagree,Agree,Agree,Strongly Disagree,55,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,55,Disagree,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,71.88,Agree,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,Don't Know,52.5,Strongly Agree,Strongly Agree,Disagree,Neither Agree Nor Disagree,31.25,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,18.75,Strongly Disagree,Strongly Agree,Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Disagree,Neither Agree Nor Disagree +2016,495,North Carolina,Male,70-79,,,,,,1,1,3,,43.75,3,5,Agree,Strongly Agree,Strongly Agree,8.33,Strongly Disagree,Don't Know,Don't Know,Agree,55.94,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,51.67,Disagree,Don't Know,Strongly Disagree,Disagree,79.25,Disagree,Don't Know,Strongly Disagree,Strongly Disagree,Don't Know,23.75,Strongly Disagree,Strongly Disagree,Disagree,Agree,Don't Know,20.75,Disagree,Don't Know,Disagree,Agree,Agree,Agree,Agree,Disagree,61.88,Don't Know,Disagree,Don't Know,Not Applicable,Not Applicable,61.25,Agree,Neither Agree Nor Disagree,Agree,Don't Know,40.63,Disagree,Don't Know,Disagree,Disagree,39.38,Strongly Disagree,Agree,Don't Know,Not Applicable,Strongly Disagree,Don't Know,Don't Know,Strongly Disagree,Agree +2016,496,North Carolina,Female,40-49,,,,,,1,1,3,Clinton,58.52,8,6,Agree,Agree,Agree,25,Agree,Agree,Agree,Agree,75,Strongly Agree,Agree,Disagree,16.67,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,33.33,Strongly Agree,Agree,Disagree,Disagree,60,Agree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Not Applicable,54.25,Strongly Disagree,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Strongly Disagree,35,Disagree,Disagree,Disagree,Agree,Strongly Agree,Agree,Agree,Strongly Disagree,62.5,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Disagree,89.25,Agree,Neither Agree Nor Disagree,Strongly Disagree,Agree,62.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Agree,Agree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Agree +2016,497,North Carolina,Male,70-79,,,,,,1,1,3,Clinton,55.56,7,8,Strongly Agree,Strongly Agree,Disagree,25,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Neither Agree Nor Disagree,Disagree,50,Disagree,Agree,Disagree,Disagree,70,Agree,Neither Agree Nor Disagree,Agree,Agree,Disagree,60,Agree,Agree,Disagree,Disagree,Disagree,65,Neither Agree Nor Disagree,Disagree,Agree,Strongly Agree,Agree,Agree,Agree,Don't Know,67.5,Agree,Disagree,Neither Agree Nor Disagree,Don't Know,Neither Agree Nor Disagree,56.5,Strongly Disagree,Agree,Disagree,Disagree,56.25,Disagree,Agree,Agree,Disagree,50,Strongly Disagree,Agree,Agree,Disagree,Strongly Disagree,Agree,Agree,Agree,Agree +2016,498,North Carolina,Male,40-49,,,,,,,,2,,45.15,5,6,Strongly Agree,Agree,Strongly Agree,8.33,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Strongly Agree,Agree,Don't Know,32.08,Agree,Disagree,Neither Agree Nor Disagree,Disagree,35,Disagree,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,40,Not Applicable,Strongly Disagree,Disagree,Agree,Don't Know,33.5,Disagree,Don't Know,Disagree,Disagree,Agree,Don't Know,Strongly Agree,Disagree,61.09,Don't Know,Disagree,Don't Know,Not Applicable,Don't Know,70,Agree,Agree,Disagree,Don't Know,46.25,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Agree,62.5,Agree,Agree,Agree,Don't Know,Don't Know,Don't Know,Don't Know,Disagree,Disagree +2016,499,North Carolina,Female,50-59,,,,,,1,1,3,,56.35,5,6,Disagree,Agree,Strongly Agree,33.33,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Disagree,Disagree,58.33,Strongly Disagree,Agree,Disagree,Strongly Disagree,85,Agree,Strongly Disagree,Agree,Strongly Agree,Agree,85,Not Applicable,Disagree,Agree,Strongly Agree,Agree,31.25,Don't Know,Disagree,Strongly Agree,Strongly Agree,Agree,Don't Know,Agree,Strongly Disagree,67.66,Agree,Strongly Disagree,Disagree,Don't Know,Disagree,46.75,Strongly Agree,Agree,Strongly Disagree,Don't Know,45,Agree,Disagree,Agree,Agree,62.5,Disagree,Agree,Agree,Agree,Strongly Disagree,Agree,Agree,Neither Agree Nor Disagree,Disagree +2016,500,North Carolina,Male,50-59,,,,,,1,1,4,Clinton,55.71,8,7,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,41.67,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Disagree,8.33,Don't Know,Agree,Disagree,47.5,Don't Know,Agree,Don't Know,Disagree,73.75,Disagree,Disagree,Disagree,Strongly Disagree,Strongly Disagree,25,Disagree,Disagree,Disagree,Agree,Agree,25,Disagree,Strongly Disagree,Agree,Strongly Agree,Don't Know,Strongly Agree,Don't Know,Disagree,81.09,Agree,Disagree,Agree,Don't Know,Don't Know,64,Strongly Agree,Disagree,Strongly Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Strongly Disagree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Agree +2016,501,North Carolina,Male,60-69,,,,,,1,1,3,Clinton,49.49,3,4,Strongly Agree,Strongly Agree,Strongly Agree,0,Disagree,Disagree,Agree,Agree,50,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Agree,Disagree,41.67,Disagree,Agree,Strongly Disagree,Disagree,80,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Disagree,40,Agree,Agree,Strongly Disagree,Agree,Neither Agree Nor Disagree,45,Disagree,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,Agree,Disagree,59.38,Agree,Disagree,Agree,Disagree,Disagree,65,Strongly Agree,Agree,Disagree,Agree,43.75,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Agree,Agree,Agree,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree +2016,502,North Carolina,Male,40-49,,,,,,1,1,3,Clinton,72.14,9,9,Neither Agree Nor Disagree,Agree,Disagree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Strongly Agree,Strongly Disagree,0,Disagree,Disagree,Strongly Disagree,83.33,Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Agree,Disagree,Agree,Agree,Disagree,65,Agree,Neither Agree Nor Disagree,Don't Know,Agree,Strongly Disagree,59,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,Strongly Disagree,76.88,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Disagree,90,Strongly Agree,Disagree,Strongly Disagree,Strongly Agree,68.75,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Agree,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,503,North Carolina,Male,60-69,,,,,,1,1,2,Clinton,56.07,9,10,Agree,Strongly Agree,Strongly Agree,8.33,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Strongly Agree,Disagree,33.33,Disagree,Disagree,Strongly Disagree,Strongly Disagree,65,Disagree,Disagree,Agree,Agree,Disagree,55,Agree,Agree,Agree,Agree,Disagree,65,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Strongly Disagree,65.63,Agree,Agree,Agree,Don't Know,Don't Know,74.5,Agree,Neither Agree Nor Disagree,Strongly Disagree,Agree,62.5,Disagree,Agree,Agree,Agree,62.5,Strongly Disagree,Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,504,North Carolina,Male,40-49,,,,,,1,1,3,,47.22,7,8,Strongly Agree,Strongly Agree,Strongly Agree,0,Neither Agree Nor Disagree,Agree,Don't Know,Neither Agree Nor Disagree,61.56,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,38.33,Don't Know,Agree,Don't Know,Don't Know,61,Don't Know,Don't Know,Don't Know,Disagree,Neither Agree Nor Disagree,45,Don't Know,Don't Know,Don't Know,Disagree,Agree,49,Agree,Strongly Disagree,Disagree,Agree,Agree,Don't Know,Agree,Strongly Disagree,55.78,Agree,Disagree,Agree,Don't Know,Don't Know,64,Strongly Agree,Agree,Disagree,Disagree,31.25,Agree,Agree,Don't Know,Agree,71.56,Agree,Agree,Strongly Agree,Agree,Strongly Disagree,Disagree,Don't Know,Disagree,Disagree +2016,505,North Carolina,Male,40-49,,,,,,1,1,3,Clinton,60.59,9,9,Strongly Agree,Agree,Agree,16.67,Agree,Disagree,Strongly Agree,Strongly Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Strongly Agree,Strongly Agree,Don't Know,19.58,Agree,Agree,Strongly Disagree,Strongly Disagree,75,Agree,Don't Know,Strongly Agree,Agree,Don't Know,70,Agree,Disagree,Disagree,Disagree,Disagree,55,Disagree,Don't Know,Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,75,Strongly Agree,Agree,Strongly Agree,Don't Know,Strongly Disagree,92,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Agree,50,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Strongly Agree,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Disagree,Strongly Agree +2016,506,North Carolina,Female,70-79,,,,,,,1,4,Clinton,40.97,8,9,Don't Know,Strongly Agree,Agree,,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,31.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Agree,Agree,25,Disagree,Disagree,Disagree,Disagree,55,Disagree,Don't Know,Agree,Disagree,Don't Know,48.25,Don't Know,Strongly Disagree,Disagree,Strongly Agree,Don't Know,25.25,Disagree,Don't Know,Disagree,Strongly Agree,Disagree,Don't Know,Agree,Disagree,60,Agree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,55,Strongly Agree,Agree,Disagree,Agree,43.75,Disagree,Agree,Neither Agree Nor Disagree,Disagree,43.75,Disagree,Agree,Strongly Agree,Neither Agree Nor Disagree,Disagree,Agree,Agree,Disagree,Neither Agree Nor Disagree +2016,507,North Carolina,Male,60-69,,,,,,1,1,3,Clinton,62.96,7,8,Strongly Agree,Agree,Agree,16.67,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,56.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Disagree,Disagree,Neither Agree Nor Disagree,66.67,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,90,Agree,Disagree,Strongly Agree,Agree,Disagree,70,Agree,Agree,Disagree,Agree,Disagree,55,Disagree,Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,78.13,Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,85,Strongly Agree,Agree,Disagree,Don't Know,43.75,Don't Know,Strongly Agree,Agree,Don't Know,77.5,Strongly Disagree,Agree,Don't Know,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,508,North Carolina,Female,30-39,,,,,,1,1,5,,66.35,8,7,Disagree,Disagree,Disagree,75,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Don't Know,Don't Know,31.67,Don't Know,Don't Know,Don't Know,44.58,Don't Know,Agree,Don't Know,Don't Know,72.5,Agree,Disagree,Agree,Agree,Neither Agree Nor Disagree,70,Agree,Agree,Don't Know,Disagree,Don't Know,63.25,Disagree,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,81.88,Strongly Agree,Agree,Agree,Don't Know,Don't Know,77.75,Agree,Agree,Disagree,Neither Agree Nor Disagree,43.75,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,62.5,Disagree,Agree,Don't Know,Don't Know,Don't Know,Neither Agree Nor Disagree,Don't Know,Disagree,Neither Agree Nor Disagree +2016,509,North Carolina,Female,40-49,,,,,,1,1,3,Clinton,71.84,7,7,Disagree,Disagree,Agree,58.33,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Disagree,Disagree,62.5,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,90,Don't Know,Don't Know,Agree,Neither Agree Nor Disagree,Strongly Disagree,46.5,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Don't Know,80,Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,81.25,Strongly Agree,Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Strongly Agree,Agree,Disagree,Strongly Agree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Agree,Disagree,Strongly Disagree,,Agree,Strongly Agree,Strongly Disagree +2016,510,North Carolina,Male,20-29,,,,,,1,1,3,Clinton,54.67,8,8,Strongly Agree,Neither Agree Nor Disagree,Agree,25,Agree,Agree,Strongly Agree,Agree,81.25,Agree,Strongly Agree,Disagree,16.67,Don't Know,Don't Know,Don't Know,47.5,Disagree,Disagree,Agree,Disagree,55,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Agree,Agree,55,Don't Know,Agree,Neither Agree Nor Disagree,Agree,Disagree,57.25,Disagree,Disagree,Agree,Agree,Strongly Disagree,Agree,Agree,Strongly Disagree,56.25,Agree,Disagree,Agree,Strongly Disagree,Strongly Disagree,75,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Agree,31.25,Agree,Agree,Agree,Agree,75,Disagree,Agree,Strongly Agree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree +2016,511,North Carolina,Female,60-69,,,,,,1,1,2,Clinton,51.02,8,8,Disagree,Disagree,Disagree,75,Agree,Agree,Strongly Agree,Agree,81.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Strongly Agree,Disagree,Agree,Neither Agree Nor Disagree,30,Strongly Agree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree,80,Disagree,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,25,Strongly Disagree,Disagree,Agree,Strongly Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,53.13,Neither Agree Nor Disagree,Strongly Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,45,Strongly Agree,Agree,Strongly Disagree,Neither Agree Nor Disagree,43.75,Agree,Agree,Disagree,Agree,62.5,Strongly Disagree,Strongly Agree,Strongly Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Disagree,Agree +2016,512,North Dakota,Male,30-39,,,,,,1,1,4,Clinton,75.23,7,9,Disagree,Agree,Disagree,58.33,Strongly Agree,Disagree,Agree,Strongly Agree,75,Disagree,Agree,Agree,58.33,Not Applicable,Not Applicable,Not Applicable,58.75,Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Not Applicable,71.5,Strongly Agree,Strongly Agree,Strongly Disagree,Agree,Strongly Disagree,65,Strongly Disagree,Don't Know,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,82.34,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Don't Know,91.75,Strongly Disagree,Agree,Strongly Disagree,Agree,75,Strongly Agree,Disagree,Don't Know,Don't Know,71.25,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,Strongly Disagree,Not Applicable,Strongly Agree,Agree,Strongly Agree +2016,513,North Dakota,Male,40-49,,,,,,1,1,4,Clinton,50,8,8,Agree,Strongly Agree,Agree,16.67,Agree,Strongly Disagree,Neither Agree Nor Disagree,Agree,50,Agree,Agree,Disagree,25,Not Applicable,Not Applicable,Not Applicable,60,Agree,Disagree,Disagree,Don't Know,46.75,Disagree,Disagree,Disagree,Disagree,Don't Know,36.75,Not Applicable,Disagree,Disagree,Neither Agree Nor Disagree,Agree,34,Disagree,Disagree,Agree,Agree,Disagree,Agree,Agree,Disagree,62.5,Don't Know,Agree,Agree,Don't Know,Don't Know,76.5,Disagree,Disagree,Disagree,Agree,75,Disagree,Agree,Disagree,Neither Agree Nor Disagree,43.75,Disagree,Strongly Agree,Agree,Agree,Disagree,Agree,Agree,Agree,Strongly Disagree +2016,514,Ohio,Male,40-49,,,,,,1,1,3,Clinton,59.9,6,6,Neither Agree Nor Disagree,Agree,Agree,33.33,Agree,Agree,Agree,Agree,75,Agree,Strongly Agree,Strongly Disagree,8.33,Don't Know,Agree,Don't Know,45.42,Disagree,Agree,Disagree,Strongly Disagree,80,Agree,Disagree,Disagree,Agree,Agree,65,Not Applicable,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,54.5,Disagree,Don't Know,Agree,Agree,Strongly Agree,Agree,Agree,Strongly Disagree,68.91,Agree,Strongly Agree,Agree,Don't Know,Disagree,79.75,Disagree,Strongly Agree,Disagree,Don't Know,56.56,Disagree,Agree,Agree,Disagree,50,Disagree,Agree,Don't Know,Disagree,Don't Know,Agree,Agree,Strongly Agree,Agree +2016,515,Ohio,Male,70-79,,,,,,1,1,2,Clinton,58.06,5,2,Agree,Strongly Agree,Strongly Agree,8.33,Neither Agree Nor Disagree,Agree,Don't Know,Don't Know,73.13,Agree,Strongly Agree,Strongly Disagree,8.33,Don't Know,Don't Know,Don't Know,63.33,Don't Know,Agree,Neither Agree Nor Disagree,Don't Know,71.25,Disagree,Disagree,Don't Know,Neither Agree Nor Disagree,Don't Know,42.5,Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Don't Know,44,Don't Know,Don't Know,Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Don't Know,79.06,Agree,Agree,Don't Know,Don't Know,Don't Know,74.75,Don't Know,Agree,Don't Know,Don't Know,54.38,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,,Don't Know,Don't Know,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree +2016,516,Ohio,Male,40-49,,,,,,1,1,3,Clinton,52.65,8,3,Agree,Strongly Agree,Neither Agree Nor Disagree,25,Agree,Agree,Disagree,Agree,62.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Strongly Agree,Don't Know,Don't Know,45.42,Don't Know,Strongly Agree,Strongly Disagree,Don't Know,90.75,Disagree,Disagree,Strongly Disagree,Disagree,Don't Know,30,Strongly Disagree,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,24,Don't Know,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,Strongly Disagree,77.03,Not Applicable,Agree,Don't Know,Strongly Agree,Don't Know,65,Disagree,Strongly Agree,Don't Know,Don't Know,58.44,Disagree,Don't Know,Don't Know,Neither Agree Nor Disagree,55,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Don't Know,Don't Know,Agree,Don't Know,Agree,Disagree +2016,517,Ohio,Female,40-49,,,,,,1,1,4,Clinton,53.78,8,9,Strongly Agree,Strongly Agree,Agree,8.33,Agree,Don't Know,Agree,Agree,73.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,50.42,Disagree,Strongly Agree,Disagree,Strongly Disagree,90,Strongly Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,35,Don't Know,Disagree,Strongly Disagree,Agree,Disagree,35,Don't Know,Don't Know,Disagree,Disagree,Strongly Agree,Agree,Agree,Strongly Disagree,57.03,Strongly Agree,Strongly Agree,Don't Know,Don't Know,Don't Know,84.25,Don't Know,Disagree,Disagree,Disagree,59.06,Agree,Disagree,Agree,Agree,62.5,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Don't Know,Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree +2016,518,Ohio,Male,40-49,,,,,,1,1,5,Clinton,63.83,8,8,Strongly Agree,Strongly Agree,Disagree,25,Agree,Agree,Agree,Strongly Agree,81.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,50.42,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Not Applicable,58.25,Disagree,Disagree,Disagree,Agree,Disagree,35,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree,81.25,Agree,Agree,Agree,Not Applicable,Not Applicable,77,Disagree,Agree,Strongly Disagree,Strongly Agree,75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Don't Know,Don't Know,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree +2016,519,Ohio,Female,50-59,,,,,,1,1,4,Clinton,63.62,9,9,Agree,Agree,Strongly Disagree,50,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,49.58,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,95,Don't Know,Don't Know,Don't Know,Don't Know,Not Applicable,48,Disagree,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Don't Know,35.25,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,84.38,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,86,Disagree,Agree,Disagree,Agree,62.5,Neither Agree Nor Disagree,Strongly Agree,Don't Know,Neither Agree Nor Disagree,68.13,Strongly Disagree,Strongly Disagree,Agree,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree +2016,520,Ohio,Female,40-49,,,,,,1,1,1,Clinton,49.85,4,1,Strongly Agree,Strongly Agree,Strongly Agree,0,Neither Agree Nor Disagree,Agree,Strongly Agree,Strongly Agree,81.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,59.58,Don't Know,Don't Know,Don't Know,Don't Know,55.75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Disagree,40,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Don't Know,21.75,Don't Know,Don't Know,Agree,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,Strongly Agree,Strongly Disagree,55,Don't Know,Strongly Agree,Don't Know,Don't Know,Don't Know,79.75,Strongly Disagree,Strongly Agree,Strongly Disagree,Don't Know,68.13,Don't Know,Agree,Don't Know,Neither Agree Nor Disagree,60,Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,Agree,Agree,Strongly Agree,Strongly Disagree +2016,521,Ohio,Female,30-39,,,,,,1,1,2,Clinton,50.84,7,3,Neither Agree Nor Disagree,Disagree,Agree,50,Disagree,Agree,Neither Agree Nor Disagree,Agree,56.25,Strongly Agree,Agree,Disagree,16.67,Strongly Agree,Agree,Strongly Disagree,41.67,Disagree,Disagree,Disagree,Disagree,55,Disagree,Disagree,Agree,Disagree,Strongly Disagree,40,Don't Know,Don't Know,Disagree,Neither Agree Nor Disagree,Don't Know,43.25,Disagree,Disagree,Disagree,Strongly Agree,Agree,Disagree,Agree,Strongly Disagree,56.25,Agree,Agree,Agree,Don't Know,Disagree,76.25,Disagree,Strongly Agree,Disagree,Don't Know,54.69,Disagree,Agree,Agree,Disagree,50,Disagree,Disagree,Strongly Agree,Agree,Disagree,Don't Know,Don't Know,Agree,Neither Agree Nor Disagree +2016,522,Ohio,Male,70-79,,,,,,1,1,3,Clinton,57.14,8,7,Agree,Agree,Disagree,41.67,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Disagree,Agree,Disagree,Neither Agree Nor Disagree,70,Agree,Neither Agree Nor Disagree,Agree,Agree,Disagree,60,Strongly Disagree,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,20,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Strongly Disagree,65.63,Agree,Agree,Agree,Neither Agree Nor Disagree,Disagree,70,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Strongly Disagree,Strongly Disagree,Agree,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree +2016,523,Ohio,Male,40-49,,,,,,,,5,,63.57,7,5,Agree,Strongly Agree,Disagree,33.33,Disagree,Neither Agree Nor Disagree,Agree,Agree,56.25,Agree,Agree,Strongly Disagree,16.67,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,60,Disagree,Agree,Strongly Agree,Strongly Disagree,Neither Agree Nor Disagree,70,Strongly Disagree,Neither Agree Nor Disagree,Agree,Strongly Agree,Agree,Agree,Agree,Strongly Disagree,68.75,Agree,Strongly Agree,Agree,Don't Know,Strongly Disagree,83,Strongly Disagree,Agree,Agree,Strongly Disagree,37.5,Neither Agree Nor Disagree,Agree,Agree,Agree,68.75,Strongly Disagree,Disagree,Disagree,Strongly Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,524,Ohio,Female,30-39,,,,,,1,1,2,Clinton,61.3,8,7,Agree,Strongly Agree,Agree,16.67,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Strongly Agree,Agree,Strongly Disagree,8.33,Strongly Agree,Don't Know,Disagree,43.33,Neither Agree Nor Disagree,Strongly Agree,Agree,Strongly Disagree,75,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,40,Strongly Agree,Strongly Agree,Disagree,Agree,Disagree,65,Strongly Disagree,Don't Know,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,82.03,Don't Know,Strongly Agree,Agree,Not Applicable,Don't Know,80.5,Strongly Disagree,Strongly Agree,Disagree,Don't Know,60,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,Agree,56.25,Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Don't Know,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree +2016,525,Ohio,Female,60-69,,,,,,1,1,2,Clinton,48.95,6,5,Agree,Strongly Agree,Agree,16.67,Agree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,50,Strongly Agree,Strongly Agree,Strongly Disagree,0,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Agree,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,40.75,Disagree,Neither Agree Nor Disagree,Don't Know,Disagree,Don't Know,35.75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Strongly Agree,Don't Know,48.25,Don't Know,Disagree,Agree,Strongly Agree,Agree,Don't Know,Agree,Strongly Disagree,66.88,Agree,Agree,Agree,Don't Know,Don't Know,73,Disagree,Don't Know,Disagree,Don't Know,60.31,Disagree,Agree,Don't Know,Neither Agree Nor Disagree,52.19,Disagree,Strongly Agree,Don't Know,Don't Know,Strongly Disagree,Agree,Agree,Agree,Neither Agree Nor Disagree +2016,526,Ohio,Female,50-59,,,,,,1,1,1,Clinton,45.38,6,5,Strongly Agree,Strongly Agree,Strongly Agree,0,Disagree,Disagree,Neither Agree Nor Disagree,Agree,43.75,Strongly Agree,Agree,Disagree,16.67,Agree,Agree,Disagree,41.67,Don't Know,Neither Agree Nor Disagree,Agree,Don't Know,54,Disagree,Agree,Agree,Neither Agree Nor Disagree,Don't Know,39.25,Don't Know,Don't Know,Disagree,Agree,Don't Know,36.25,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,Don't Know,Agree,Strongly Disagree,56.88,Don't Know,Agree,Don't Know,Don't Know,Don't Know,74,Disagree,Don't Know,Disagree,Not Applicable,56.56,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,43.75,Disagree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree +2016,527,Ohio,Male,30-39,,,,,,1,1,7,Stein,64.54,9,9,Agree,Agree,Neither Agree Nor Disagree,33.33,Agree,Strongly Agree,Agree,Neither Agree Nor Disagree,75,Disagree,Agree,Disagree,41.67,Don't Know,Don't Know,Don't Know,42.08,Disagree,Agree,Disagree,Disagree,75,Agree,Don't Know,Agree,Disagree,Neither Agree Nor Disagree,55,Not Applicable,Strongly Agree,Agree,Disagree,Disagree,76.75,Don't Know,Disagree,Agree,Agree,Strongly Agree,Don't Know,Agree,Not Applicable,72.81,Agree,Neither Agree Nor Disagree,Agree,Not Applicable,Not Applicable,68.75,Not Applicable,Agree,Not Applicable,Agree,62.81,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Agree,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,528,Ohio,Male,50-59,,,,,,1,1,3,Clinton,57.3,9,8,Agree,Neither Agree Nor Disagree,Agree,33.33,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Agree,Neither Agree Nor Disagree,33.33,Strongly Disagree,Disagree,Disagree,Disagree,60,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Disagree,30,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,40,Disagree,Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,79.38,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,90,Agree,Agree,Disagree,Don't Know,49.38,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Strongly Agree,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree +2016,529,Ohio,Male,30-39,,,,,,1,1,8,Stein,68.85,9,9,Agree,Neither Agree Nor Disagree,Disagree,50,Strongly Agree,Strongly Agree,Agree,Agree,87.5,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,47.08,Strongly Disagree,Agree,Disagree,Disagree,80,Agree,Neither Agree Nor Disagree,Agree,Agree,Disagree,60,Disagree,Agree,Agree,Strongly Disagree,Don't Know,68.75,Agree,Disagree,Strongly Agree,Agree,Strongly Agree,Don't Know,Don't Know,Strongly Disagree,66.25,Don't Know,Strongly Agree,Agree,Don't Know,Don't Know,81.75,Strongly Disagree,Agree,Disagree,Strongly Agree,75,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Disagree,Strongly Disagree,Agree,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree +2016,530,Ohio,Male,30-39,,,,,,1,1,1,Clinton,55.43,7,5,Agree,Strongly Agree,Don't Know,,Agree,Agree,Strongly Agree,Don't Know,83.44,Strongly Agree,Agree,Strongly Disagree,8.33,Don't Know,Don't Know,Don't Know,51.25,Don't Know,Don't Know,Strongly Disagree,Strongly Disagree,77.75,Agree,Agree,Agree,Agree,Strongly Disagree,50,Don't Know,Disagree,Strongly Disagree,Strongly Agree,Don't Know,27,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Don't Know,77.03,Agree,Agree,Don't Know,Don't Know,Don't Know,78.75,Don't Know,Strongly Agree,Disagree,Agree,53.13,Neither Agree Nor Disagree,Disagree,Disagree,Neither Agree Nor Disagree,37.5,Strongly Agree,Don't Know,Don't Know,Don't Know,Don't Know,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Disagree +2016,531,Ohio,Male,70-79,,,,,,1,1,4,,64.72,7,6,Agree,Agree,Agree,25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Agree,Strongly Disagree,50,Strongly Disagree,Don't Know,Disagree,Strongly Disagree,88,Agree,Disagree,Agree,Agree,Neither Agree Nor Disagree,70,Disagree,Disagree,Disagree,Agree,Strongly Agree,20,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,85.16,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,90,Strongly Disagree,Agree,Disagree,Agree,68.75,Strongly Disagree,Strongly Agree,Agree,Agree,62.5,Strongly Disagree,Strongly Agree,Don't Know,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,532,Ohio,Male,30-39,,,,,,1,1,4,Clinton,71.48,8,8,Don't Know,Agree,Agree,,Agree,Agree,Agree,Strongly Agree,81.25,Strongly Agree,Disagree,Disagree,33.33,Don't Know,Disagree,Strongly Disagree,71.25,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Agree,Strongly Agree,Agree,Disagree,60,Strongly Agree,Strongly Agree,Disagree,Disagree,Disagree,75,Disagree,Disagree,Agree,Strongly Agree,Agree,Don't Know,Agree,Not Applicable,70,Agree,Strongly Agree,Strongly Agree,Don't Know,Disagree,85,Disagree,Strongly Disagree,Strongly Disagree,Not Applicable,90.31,Disagree,Agree,Don't Know,Agree,63.13,Strongly Disagree,Agree,Disagree,Disagree,Strongly Disagree,Agree,Strongly Agree,Agree,Strongly Agree +2016,533,Ohio,Male,50-59,,,,,,1,1,3,Clinton,50.05,8,8,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,16.67,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Neither Agree Nor Disagree,Strongly Disagree,58.33,Disagree,Agree,Neither Agree Nor Disagree,Disagree,70,Agree,Neither Agree Nor Disagree,Agree,Strongly Agree,Neither Agree Nor Disagree,70,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree,25,Agree,Disagree,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,Strongly Agree,Not Applicable,57.34,Agree,Agree,Neither Agree Nor Disagree,Not Applicable,Disagree,68.75,Disagree,Strongly Agree,Neither Agree Nor Disagree,Disagree,37.5,Strongly Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,43.75,Strongly Agree,Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Disagree +2016,534,Ohio,Female,50-59,,,,,,1,1,3,Clinton,39.92,3,3,Strongly Agree,Strongly Agree,Strongly Agree,0,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Agree,50,Strongly Agree,Strongly Agree,Strongly Disagree,0,Neither Agree Nor Disagree,Agree,Strongly Disagree,58.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Agree,45,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,20,Not Applicable,Disagree,Disagree,Strongly Agree,Disagree,33.5,Agree,Strongly Disagree,Disagree,Strongly Disagree,Agree,Don't Know,Agree,Strongly Disagree,47.03,Agree,Agree,Agree,Not Applicable,Disagree,72.5,Neither Agree Nor Disagree,Agree,Strongly Disagree,Neither Agree Nor Disagree,56.25,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,31.25,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree +2016,535,Ohio,Male,40-49,,,,,,1,1,5,Clinton,59.87,7,4,Strongly Agree,Strongly Agree,Strongly Agree,0,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,62.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,66.67,Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,60,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Disagree,50,Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,65.63,Don't Know,Strongly Agree,Agree,Disagree,Disagree,81.75,Strongly Disagree,Agree,Disagree,Strongly Agree,75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,56.25,Disagree,Agree,Strongly Agree,Strongly Disagree,Agree,Agree,Don't Know,Strongly Agree,Agree +2016,536,Ohio,Male,30-39,,,,,,,1,1,Clinton,49.03,9,6,Don't Know,Agree,Don't Know,,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,50.42,Don't Know,Disagree,Strongly Agree,Neither Agree Nor Disagree,31.5,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,30,Don't Know,Agree,Strongly Disagree,Agree,Don't Know,44,Agree,Don't Know,Agree,Disagree,Don't Know,Agree,Agree,Don't Know,56.72,Agree,Agree,Agree,Don't Know,Don't Know,74.5,Don't Know,Agree,Don't Know,Don't Know,59.38,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,56.25,Don't Know,Strongly Agree,Agree,Don't Know,Strongly Disagree,Don't Know,Agree,Agree,Strongly Disagree +2016,537,Ohio,Male,40-49,,,,,,1,1,3,Clinton,57.5,5,5,Strongly Disagree,Neither Agree Nor Disagree,Agree,58.33,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,50,Strongly Agree,Agree,Strongly Disagree,8.33,Agree,Agree,Don't Know,40.83,Disagree,Neither Agree Nor Disagree,Don't Know,Strongly Disagree,69.25,Strongly Disagree,Strongly Disagree,Agree,Strongly Disagree,Disagree,40,Agree,Not Applicable,Don't Know,Neither Agree Nor Disagree,Don't Know,58.75,Don't Know,Don't Know,Neither Agree Nor Disagree,Strongly Agree,Agree,Agree,Agree,Disagree,69.53,Agree,Agree,Agree,Don't Know,Don't Know,79.75,Disagree,Agree,Disagree,Agree,62.5,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Agree,62.5,Disagree,Agree,Don't Know,Don't Know,Disagree,Not Applicable,Agree,Agree,Neither Agree Nor Disagree +2016,538,Ohio,Female,40-49,,,,,,1,1,3,Clinton,45,2,2,Agree,Agree,Agree,25,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Agree,31.25,Agree,Neither Agree Nor Disagree,Disagree,33.33,Agree,Neither Agree Nor Disagree,Disagree,50,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,45,Disagree,Don't Know,Disagree,Disagree,Neither Agree Nor Disagree,36.25,Disagree,Disagree,Disagree,Strongly Agree,Neither Agree Nor Disagree,25,Agree,Neither Agree Nor Disagree,Agree,Strongly Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,46.88,Neither Agree Nor Disagree,Agree,Don't Know,Don't Know,Don't Know,71,Disagree,Agree,Disagree,Don't Know,60,Don't Know,Don't Know,Don't Know,Neither Agree Nor Disagree,63.44,Disagree,Strongly Agree,Don't Know,Agree,Disagree,Strongly Disagree,Disagree,Agree,Strongly Disagree +2016,539,Ohio,Female,40-49,,,,,,1,1,3,Clinton,64.21,9,7,Agree,Neither Agree Nor Disagree,Agree,33.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Neither Agree Nor Disagree,Strongly Agree,Disagree,25,Don't Know,Don't Know,Don't Know,50.42,Don't Know,Agree,Don't Know,Don't Know,72.25,Strongly Disagree,Disagree,Agree,Neither Agree Nor Disagree,Don't Know,48,Don't Know,Don't Know,Neither Agree Nor Disagree,Agree,Don't Know,46.25,Disagree,Disagree,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,75,Neither Agree Nor Disagree,Agree,Agree,Don't Know,Disagree,69.5,Strongly Disagree,Agree,Neither Agree Nor Disagree,Don't Know,60,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Agree,Strongly Agree,Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Neither Agree Nor Disagree +2016,540,Ohio,Male,30-39,,,1,,,1,1,3,Clinton,63.27,7,8,Strongly Disagree,Strongly Agree,Strongly Agree,33.33,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Neither Agree Nor Disagree,Strongly Disagree,58.33,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Disagree,70,Neither Agree Nor Disagree,Disagree,Agree,Agree,Disagree,60,Agree,Disagree,Disagree,Agree,Strongly Disagree,50,Strongly Disagree,Don't Know,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,80.63,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Don't Know,Neither Agree Nor Disagree,76,Strongly Disagree,Strongly Agree,Strongly Disagree,Not Applicable,68.75,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree,Agree,68.75,Disagree,Disagree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,Neither Agree Nor Disagree,Agree,Agree,Strongly Disagree +2016,541,Ohio,Male,70-79,,,,,,1,1,4,Clinton,66.84,9,8,Strongly Agree,Strongly Agree,Disagree,25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Strongly Agree,Disagree,16.67,Don't Know,Disagree,Don't Know,60,Neither Agree Nor Disagree,Agree,Disagree,Strongly Disagree,75,Agree,Disagree,Agree,Agree,Don't Know,65.5,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Don't Know,50.5,Strongly Disagree,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Not Applicable,82.97,Agree,Agree,Agree,Don't Know,Disagree,72.75,Disagree,Agree,Disagree,Don't Know,65.63,Agree,Strongly Agree,Agree,Agree,81.25,Strongly Disagree,Disagree,Disagree,Don't Know,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,542,Oklahoma,Female,30-39,,,,,,1,1,2,Clinton,50.84,7,2,Agree,Strongly Agree,Strongly Agree,8.33,Neither Agree Nor Disagree,Agree,Agree,Agree,68.75,Strongly Agree,Strongly Agree,Disagree,8.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Agree,Disagree,Agree,Neither Agree Nor Disagree,30,Agree,Neither Agree Nor Disagree,Agree,Agree,Agree,70,Don't Know,Don't Know,Disagree,Agree,Agree,33.5,Disagree,Disagree,Disagree,Strongly Agree,Strongly Agree,Don't Know,Agree,Strongly Disagree,64.84,Don't Know,Agree,Don't Know,Don't Know,Don't Know,76,Disagree,Agree,Disagree,Neither Agree Nor Disagree,56.25,Agree,Agree,Disagree,Neither Agree Nor Disagree,56.25,Disagree,Strongly Agree,Strongly Agree,Agree,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Strongly Disagree +2016,543,Oklahoma,Male,20-29,,,,,,1,1,6,Clinton,54.77,6,8,Neither Agree Nor Disagree,Agree,Strongly Agree,25,Agree,Disagree,Strongly Agree,Agree,68.75,Agree,Agree,Disagree,25,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree,33.33,Agree,Agree,Disagree,Agree,55,Agree,Neither Agree Nor Disagree,Agree,Agree,Strongly Disagree,55,Agree,Agree,Agree,Neither Agree Nor Disagree,Disagree,70,Neither Agree Nor Disagree,Agree,Disagree,Agree,Agree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,53.13,Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,75,Strongly Disagree,Strongly Agree,Disagree,Not Applicable,64.69,Agree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Agree,Strongly Agree,Agree,Agree,Agree,Agree,Strongly Agree,Neither Agree Nor Disagree +2016,544,Oklahoma,Female,30-39,,,,,,1,1,3,Clinton,52.4,8,6,Strongly Agree,Strongly Disagree,Agree,41.67,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,40.42,Don't Know,Disagree,Disagree,Disagree,51.5,Disagree,Disagree,Agree,Disagree,Strongly Disagree,40,Don't Know,Don't Know,Strongly Disagree,Agree,Don't Know,37.25,Agree,Don't Know,Agree,Agree,Agree,Don't Know,Agree,Strongly Disagree,57.34,Agree,Agree,Agree,Agree,Don't Know,64.25,Strongly Disagree,Strongly Agree,Strongly Disagree,Don't Know,68.13,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Agree,62.5,Disagree,Agree,Agree,Don't Know,Disagree,Agree,Don't Know,Agree,Agree +2016,545,Oklahoma,Female,50-59,,,,,,1,1,4,Clinton,66.99,9,9,Agree,Disagree,Agree,41.67,Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,81.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,54.17,Disagree,Agree,Disagree,Strongly Disagree,80,Neither Agree Nor Disagree,Disagree,Strongly Agree,Agree,Don't Know,65.5,Strongly Agree,Strongly Agree,Strongly Disagree,Disagree,Don't Know,65.5,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,70.63,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,85.25,Strongly Disagree,Strongly Disagree,Strongly Disagree,Not Applicable,89.69,Agree,Neither Agree Nor Disagree,Don't Know,Agree,66.25,Strongly Disagree,Agree,Don't Know,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,546,Oklahoma,Female,40-49,,,,,,1,1,3,Clinton,54.13,8,7,Neither Agree Nor Disagree,Agree,Disagree,50,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Don't Know,Don't Know,Don't Know,48.75,Agree,Neither Agree Nor Disagree,Agree,Don't Know,45.25,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Disagree,40,Disagree,Disagree,Disagree,Agree,Don't Know,31.25,Don't Know,Don't Know,Agree,Disagree,Agree,Neither Agree Nor Disagree,Don't Know,Strongly Disagree,54.53,Agree,Agree,Agree,Don't Know,Don't Know,72.5,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Agree,Don't Know,Strongly Disagree,Agree,Agree,Agree,Don't Know +2016,547,Oklahoma,Female,40-49,,,,,,1,1,6,Clinton,63.65,7,7,Neither Agree Nor Disagree,Agree,Disagree,50,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Agree,Agree,Disagree,41.67,Neither Agree Nor Disagree,Agree,Disagree,Disagree,70,Agree,Don't Know,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,60.75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Disagree,Disagree,65,Disagree,Don't Know,Agree,Agree,Agree,Agree,Disagree,Disagree,61.25,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Don't Know,Don't Know,Don't Know,Agree,Agree,Agree,Agree +2016,548,Oklahoma,Male,50-59,,,,,,1,1,4,Clinton,44.85,6,3,Strongly Agree,Strongly Agree,Strongly Agree,0,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Disagree,8.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,55,Disagree,Agree,Disagree,Disagree,Neither Agree Nor Disagree,30,Disagree,Disagree,Strongly Disagree,Don't Know,Neither Agree Nor Disagree,29.5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,46.88,Agree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65,Neither Agree Nor Disagree,Agree,Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Agree,62.5,Agree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Strongly Agree +2016,549,Oregon,Male,30-39,,,,,,1,1,3,Clinton,75,10,3,Agree,Agree,Strongly Disagree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Agree,Disagree,41.67,Disagree,Disagree,Strongly Disagree,83.33,Neither Agree Nor Disagree,Agree,Disagree,Strongly Disagree,75,Agree,Strongly Disagree,Agree,Agree,Strongly Disagree,65,Agree,Agree,Agree,Agree,Strongly Disagree,70,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,84.38,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Strongly Disagree,75,Strongly Disagree,Agree,Agree,Strongly Agree,62.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Agree,Agree,Strongly Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Disagree +2016,550,Oregon,Male,30-39,,,,,,1,1,3,Clinton,75.51,10,5,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Neither Agree Nor Disagree,Agree,Disagree,33.33,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,90,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Disagree,35,Strongly Disagree,Disagree,Agree,Agree,Disagree,40,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,93.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Disagree,Agree,Agree,68.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Disagree +2016,551,Oregon,Female,40-49,,,,,,1,1,1,Clinton,60.61,9,3,Agree,Agree,Agree,25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Agree,Neither Agree Nor Disagree,Strongly Disagree,58.33,Disagree,Disagree,Agree,Strongly Disagree,50,Disagree,Don't Know,Agree,Disagree,Disagree,42.5,Disagree,Disagree,Agree,Strongly Agree,Disagree,40,Don't Know,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,82.34,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,89.75,Disagree,Agree,Agree,Neither Agree Nor Disagree,43.75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Agree,Neither Agree Nor Disagree,Strongly Agree,Disagree +2016,552,Oregon,Male,50-59,,,,,,1,1,2,,72.3,10,6,Strongly Disagree,Disagree,Strongly Disagree,91.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Neither Agree Nor Disagree,66.67,Disagree,Disagree,Strongly Disagree,83.33,Disagree,Strongly Agree,Disagree,Strongly Disagree,90,Disagree,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,30,Disagree,Disagree,Disagree,Agree,Disagree,35,Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Neither Agree Nor Disagree,Agree,Strongly Disagree,71.88,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Strongly Disagree,93.5,Disagree,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,56.25,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,553,Oregon,Female,30-39,,,,,,,,2,,57.65,8,8,Disagree,Agree,Disagree,58.33,Agree,Strongly Agree,Don't Know,Agree,78.13,Don't Know,Don't Know,Don't Know,16.25,Don't Know,Don't Know,Not Applicable,45,Disagree,Agree,Don't Know,Disagree,70.5,Disagree,Agree,Don't Know,Disagree,Don't Know,31.25,Agree,Don't Know,Agree,Agree,Don't Know,51.75,Disagree,Don't Know,Strongly Agree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,75.78,Agree,Agree,Don't Know,Don't Know,Don't Know,72.75,Disagree,Agree,Agree,Disagree,37.5,Don't Know,Strongly Agree,Don't Know,Don't Know,66.56,Strongly Disagree,Disagree,Strongly Agree,Don't Know,Don't Know,Agree,Agree,Agree,Disagree +2016,554,Oregon,Male,50-59,1,,,,,,1,2,Clinton,74.23,10,6,Agree,Agree,Strongly Disagree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,54.17,Disagree,Strongly Agree,Disagree,Strongly Disagree,90,Disagree,Disagree,Agree,Agree,Strongly Disagree,50,Agree,Agree,Agree,Agree,Disagree,65,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,87.5,Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Strongly Disagree,Disagree,Agree,Neither Agree Nor Disagree,62.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Agree,Strongly Agree,Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Disagree +2016,555,Pennsylvania,Male,40-49,,,,,,1,1,3,Clinton,53.29,8,2,Strongly Agree,Strongly Agree,Agree,8.33,Agree,Agree,Agree,Agree,75,Not Applicable,Not Applicable,Not Applicable,28.33,Don't Know,Don't Know,Don't Know,50,Disagree,Disagree,Disagree,Disagree,55,Disagree,Agree,Disagree,Disagree,Not Applicable,25.25,Agree,Disagree,Disagree,Disagree,Disagree,55,Agree,Neither Agree Nor Disagree,Agree,Agree,Agree,Agree,Agree,Strongly Disagree,56.25,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Disagree,Agree,Disagree,Agree,Disagree,Agree,Agree,Agree,Agree +2016,556,Pennsylvania,Male,60-69,1,1,,,,1,1,2,Clinton,82.86,9,9,Strongly Agree,Disagree,Strongly Disagree,58.33,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Not Applicable,Not Applicable,Not Applicable,21.25,Disagree,Strongly Disagree,Strongly Disagree,91.67,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Not Applicable,82,Not Applicable,Strongly Agree,Agree,Strongly Disagree,Strongly Disagree,86,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,89.22,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,90,Strongly Disagree,Not Applicable,Strongly Disagree,Strongly Agree,80.63,Strongly Agree,Not Applicable,Strongly Agree,Strongly Agree,92.5,Strongly Disagree,Disagree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree +2016,557,Pennsylvania,Male,30-39,,,,,,1,1,3,Clinton,61.33,7,8,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Agree,62.5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,33.33,Agree,Agree,Agree,25,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Disagree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,60,Neither Agree Nor Disagree,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,35,Strongly Disagree,Neither Agree Nor Disagree,Agree,Strongly Agree,Neither Agree Nor Disagree,Agree,Strongly Agree,Strongly Disagree,68.75,Agree,Agree,Agree,Don't Know,Don't Know,76,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Agree,50,Neither Agree Nor Disagree,Agree,Agree,Agree,68.75,Strongly Disagree,Agree,Don't Know,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,558,Pennsylvania,Female,60-69,,,,,,1,1,2,Clinton,58.06,8,7,Agree,Agree,Neither Agree Nor Disagree,33.33,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,54.17,Don't Know,Disagree,Neither Agree Nor Disagree,Don't Know,50.75,Agree,Neither Agree Nor Disagree,Agree,Agree,Don't Know,61.75,Disagree,Disagree,Don't Know,Disagree,Don't Know,42.75,Disagree,Don't Know,Agree,Agree,Agree,Agree,Don't Know,Strongly Disagree,67.34,Don't Know,Agree,Agree,Don't Know,Don't Know,70.75,Disagree,Agree,Disagree,Agree,62.5,Don't Know,Agree,Agree,Don't Know,72.19,Strongly Disagree,Agree,Agree,Don't Know,Don't Know,Neither Agree Nor Disagree,Agree,Strongly Agree,Disagree +2016,559,Pennsylvania,Male,50-59,,,,,,1,1,3,Clinton,61.28,8,8,Agree,Agree,Neither Agree Nor Disagree,33.33,Agree,Strongly Agree,Agree,Agree,81.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,58.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,70,Agree,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,65,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,45,Strongly Disagree,Don't Know,Agree,Agree,Disagree,Don't Know,Agree,Strongly Disagree,62.81,Agree,Strongly Agree,Agree,Don't Know,Strongly Disagree,85,Strongly Disagree,Strongly Agree,Strongly Disagree,Agree,68.75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Strongly Agree,Strongly Agree,Disagree,Disagree,Agree,Agree,Don't Know,Agree +2016,560,Pennsylvania,Male,70-79,,,,,,1,1,3,Clinton,63.9,8,6,Strongly Agree,Strongly Agree,Don't Know,,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Disagree,62.08,Don't Know,Agree,Disagree,Disagree,75.75,Agree,Disagree,Agree,Agree,Disagree,65,Agree,Disagree,Disagree,Agree,Disagree,45,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Don't Know,Don't Know,Disagree,83.13,Agree,Agree,Agree,Don't Know,Don't Know,71.5,Agree,Agree,Strongly Disagree,Agree,56.25,Strongly Agree,Agree,Agree,Strongly Agree,87.5,Strongly Disagree,Agree,Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree +2016,561,Pennsylvania,Female,50-59,,,,,,1,1,2,Clinton,58.47,9,7,Agree,Agree,Neither Agree Nor Disagree,33.33,Agree,Disagree,Agree,Agree,62.5,Don't Know,Don't Know,Don't Know,28.33,Agree,Agree,Strongly Disagree,50,Don't Know,Disagree,Disagree,Don't Know,55,Agree,Disagree,Agree,Agree,Disagree,65,Don't Know,Don't Know,Don't Know,Agree,Don't Know,40.75,Don't Know,Strongly Disagree,Agree,Agree,Agree,Agree,Agree,Don't Know,70.78,Agree,Agree,Strongly Agree,Don't Know,Don't Know,79.25,Disagree,Strongly Agree,Disagree,Don't Know,54.06,Agree,Agree,Don't Know,Agree,74.38,Disagree,Agree,Don't Know,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,562,Pennsylvania,Female,60-69,,1,1,,,1,1,3,Clinton,22.78,2,3,Strongly Agree,Strongly Agree,Agree,8.33,Strongly Disagree,Disagree,Strongly Disagree,Neither Agree Nor Disagree,18.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Strongly Agree,Agree,Don't Know,30,Agree,Strongly Disagree,Strongly Agree,Agree,10,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,10,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Don't Know,23.25,Don't Know,Don't Know,Neither Agree Nor Disagree,Agree,Disagree,Agree,Agree,Strongly Disagree,55.47,Strongly Disagree,Agree,Strongly Disagree,Don't Know,Agree,33.25,Strongly Agree,Agree,Disagree,Strongly Disagree,25,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,0,Strongly Disagree,Strongly Agree,Don't Know,Agree,Don't Know,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Disagree +2016,563,Pennsylvania,Male,50-59,,,,,,1,1,4,Clinton,62.09,8,8,Disagree,Strongly Agree,Disagree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Agree,Strongly Disagree,8.33,Don't Know,Disagree,Strongly Disagree,71.67,Strongly Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree,80,Disagree,Agree,Agree,Disagree,Neither Agree Nor Disagree,40,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,40,Disagree,Disagree,Agree,Agree,Disagree,Don't Know,Agree,Don't Know,62.66,Agree,Agree,Agree,Don't Know,Disagree,75.25,Strongly Disagree,Agree,Disagree,Agree,68.75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Don't Know,Strongly Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Neither Agree Nor Disagree +2016,564,Pennsylvania,Male,60-69,,,,,,1,1,2,Clinton,54.11,8,7,Strongly Agree,Disagree,Disagree,50,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Agree,Disagree,Disagree,75,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,30,Disagree,Disagree,Disagree,Strongly Agree,Disagree,30,Disagree,Disagree,Agree,Agree,Agree,Don't Know,Agree,Don't Know,67.34,Don't Know,Agree,Don't Know,Don't Know,Don't Know,77.5,Strongly Agree,Strongly Agree,Disagree,Agree,37.5,Agree,Agree,Agree,Agree,75,Disagree,Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,Agree,Agree,Agree,Neither Agree Nor Disagree +2016,565,Pennsylvania,Female,50-59,,,,,1,1,1,3,Clinton,69.18,10,10,Neither Agree Nor Disagree,Strongly Agree,Disagree,41.67,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Agree,Agree,Disagree,25,Agree,Neither Agree Nor Disagree,Strongly Disagree,58.33,Strongly Disagree,Agree,Neither Agree Nor Disagree,Disagree,75,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,45,Agree,Neither Agree Nor Disagree,Agree,Disagree,Neither Agree Nor Disagree,65,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,90.63,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,93,Agree,Agree,Agree,Agree,37.5,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Disagree,Agree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,566,Pennsylvania,Female,40-49,,,,,,1,1,2,Clinton,54.03,8,6,Agree,Agree,Agree,25,Agree,Agree,Agree,Agree,75,Agree,Don't Know,Disagree,24.58,Don't Know,Don't Know,Don't Know,50.83,Don't Know,Disagree,Don't Know,Don't Know,48,Agree,Don't Know,Agree,Disagree,Disagree,54,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,41,Don't Know,Don't Know,Agree,Agree,Agree,Don't Know,Don't Know,Don't Know,65.94,Agree,Agree,Agree,Don't Know,Don't Know,74.25,Don't Know,Agree,Disagree,Disagree,46.88,Don't Know,Disagree,Don't Know,Don't Know,61.25,Disagree,Agree,Don't Know,Don't Know,Don't Know,Agree,Agree,Agree,Don't Know +2016,567,Pennsylvania,Male,60-69,,,,,,1,1,,,,5,5,Agree,Strongly Agree,Disagree,33.33,Agree,Agree,Agree,Agree,75,Strongly Agree,Agree,Strongly Disagree,8.33,Don't Know,Don't Know,Don't Know,,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,65,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Disagree,50,Not Applicable,Agree,Don't Know,Agree,Don't Know,,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Don't Know,Agree,Agree,Disagree,,Don't Know,Agree,Don't Know,Don't Know,Neither Agree Nor Disagree,,Disagree,Agree,Disagree,Don't Know,,Agree,Agree,Don't Know,Agree,,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Don't Know,Disagree,Don't Know,Don't Know,Agree,Neither Agree Nor Disagree +2016,568,Pennsylvania,Male,30-39,,,,,,1,1,3,Clinton,58.57,6,6,Agree,Agree,Agree,25,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Agree,Disagree,41.67,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,90,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Strongly Disagree,45,Neither Agree Nor Disagree,Agree,Disagree,Agree,Strongly Disagree,55,Disagree,Strongly Disagree,Agree,Agree,Agree,Disagree,Agree,Strongly Disagree,62.5,Agree,Agree,Agree,Don't Know,Disagree,73.5,Agree,Strongly Disagree,Strongly Disagree,Don't Know,75.63,Disagree,Agree,Agree,Agree,62.5,Disagree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,Neither Agree Nor Disagree,Agree,Strongly Agree,Strongly Disagree +2016,569,Pennsylvania,Male,60-69,,,,,,1,1,5,Clinton,58.01,8,8,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Disagree,8.33,Don't Know,Don't Know,Don't Know,64.17,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,70,Strongly Agree,Neither Agree Nor Disagree,Agree,Agree,Agree,75,Agree,Agree,Neither Agree Nor Disagree,Agree,Agree,50,Disagree,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,65.63,Agree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,43.75,Neither Agree Nor Disagree,Agree,Disagree,Neither Agree Nor Disagree,50,Disagree,Agree,Neither Agree Nor Disagree,Strongly Agree,Disagree,Agree,Agree,Agree,Agree +2016,570,Pennsylvania,Female,40-49,,,,,,1,1,3,Clinton,50.03,5,4,Strongly Agree,Strongly Agree,Agree,8.33,Agree,Agree,Agree,Agree,75,Don't Know,Don't Know,Don't Know,19.58,Agree,Agree,Disagree,41.67,Don't Know,Don't Know,Neither Agree Nor Disagree,Disagree,62.25,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Don't Know,26.75,Disagree,Disagree,Strongly Disagree,Strongly Agree,Don't Know,23.5,Don't Know,Don't Know,Agree,Strongly Agree,Agree,Don't Know,Agree,Strongly Disagree,67.66,Don't Know,Agree,Agree,Don't Know,Don't Know,73.75,Don't Know,Agree,Don't Know,Don't Know,59.69,Don't Know,Neither Agree Nor Disagree,Don't Know,Neither Agree Nor Disagree,57.81,Disagree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree +2016,571,Pennsylvania,Female,40-49,,,,,,1,1,2,Clinton,46.05,7,4,Agree,Strongly Agree,Neither Agree Nor Disagree,25,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Strongly Agree,Strongly Agree,Strongly Disagree,0,Strongly Agree,Agree,Agree,16.67,Don't Know,Agree,Don't Know,Don't Know,71.25,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Agree,50,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Agree,Agree,20,Don't Know,Don't Know,Neither Agree Nor Disagree,Agree,Agree,Don't Know,Agree,Strongly Disagree,60.47,Don't Know,Agree,Don't Know,Not Applicable,Agree,66,Disagree,Agree,Disagree,Don't Know,60.63,Neither Agree Nor Disagree,Strongly Disagree,Don't Know,Neither Agree Nor Disagree,42.19,Disagree,Agree,Strongly Agree,Agree,Don't Know,Agree,Don't Know,Strongly Agree,Disagree +2016,572,Pennsylvania,Female,50-59,,,,,,1,1,3,Clinton,62.53,9,7,Disagree,Strongly Agree,Disagree,50,Agree,Disagree,Agree,Agree,62.5,Don't Know,Don't Know,Don't Know,27.08,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Disagree,Agree,Disagree,Disagree,75,Don't Know,Don't Know,Don't Know,Don't Know,Disagree,45.25,Don't Know,Agree,Agree,Strongly Disagree,Disagree,72,Disagree,Disagree,Agree,Agree,Agree,Don't Know,Agree,Disagree,69.22,Don't Know,Agree,Agree,Disagree,Disagree,76,Agree,Agree,Disagree,Agree,50,Agree,Don't Know,Don't Know,Agree,71.88,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree,Agree,Agree,Strongly Agree,Disagree +2016,573,Pennsylvania,Female,70-79,,,,,,1,1,2,Clinton,59.01,7,6,Agree,Strongly Disagree,Strongly Agree,41.67,Agree,Disagree,Agree,Disagree,50,Strongly Agree,Strongly Agree,Strongly Disagree,0,Strongly Agree,Neither Agree Nor Disagree,Disagree,41.67,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,90,Disagree,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,50,Agree,Strongly Agree,Disagree,Neither Agree Nor Disagree,Disagree,65,Disagree,Strongly Disagree,Disagree,Strongly Agree,Disagree,Strongly Disagree,Don't Know,Strongly Disagree,50.16,Agree,Agree,Strongly Agree,Don't Know,Strongly Disagree,83,Strongly Disagree,Agree,Strongly Disagree,Agree,75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Strongly Agree,Strongly Agree,Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Agree +2016,574,Pennsylvania,Male,50-59,,,,,,1,1,,,,10,8,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Agree,Strongly Disagree,8.33,Don't Know,Don't Know,Don't Know,,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Disagree,Agree,Disagree,Disagree,Don't Know,,Not Applicable,Neither Agree Nor Disagree,Don't Know,Neither Agree Nor Disagree,Don't Know,,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,Strongly Agree,Strongly Disagree,,Don't Know,Agree,Agree,Don't Know,Disagree,,Don't Know,Agree,Strongly Disagree,Don't Know,,Agree,Strongly Agree,Don't Know,Agree,,Strongly Disagree,Agree,Agree,Don't Know,Strongly Disagree,Don't Know,Don't Know,Agree,Agree +2016,575,Pennsylvania,Male,50-59,,,,,,1,1,2,Clinton,53.16,8,8,Agree,Neither Agree Nor Disagree,Agree,33.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Strongly Agree,Disagree,8.33,Agree,Neither Agree Nor Disagree,Disagree,50,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,45,Strongly Disagree,Neither Agree Nor Disagree,Agree,Disagree,Disagree,35,Agree,Disagree,Disagree,Agree,Agree,35,Agree,Neither Agree Nor Disagree,Strongly Agree,Agree,Agree,Agree,Don't Know,Strongly Disagree,60,Agree,Strongly Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,70,Don't Know,Agree,Disagree,Don't Know,62.5,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Strongly Disagree,Disagree,Strongly Agree,Disagree,Disagree,Agree,Agree,Strongly Agree,Strongly Disagree +2016,576,Pennsylvania,Male,50-59,,,,,,,1,1,Clinton,52.04,8,8,Disagree,Agree,Disagree,58.33,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Disagree,Disagree,Strongly Disagree,55,Disagree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Neither Agree Nor Disagree,40,Strongly Disagree,Disagree,Disagree,Agree,Strongly Agree,15,Agree,Agree,Agree,Agree,Agree,Agree,Agree,Strongly Disagree,53.13,Agree,Agree,Agree,Strongly Disagree,Strongly Disagree,85,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,577,Pennsylvania,Male,50-59,,,,,,1,1,2,Clinton,60.08,8,8,Agree,Disagree,Disagree,58.33,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,58.75,Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Agree,Disagree,Disagree,Agree,Disagree,55,Not Applicable,Disagree,Disagree,Disagree,Disagree,51,Disagree,Disagree,Disagree,Agree,Agree,Don't Know,Agree,Strongly Disagree,60.47,Don't Know,Agree,Agree,Don't Know,Disagree,75.75,Strongly Agree,Strongly Agree,Strongly Disagree,Agree,43.75,Agree,Agree,Disagree,Agree,62.5,Strongly Disagree,Strongly Agree,Agree,Disagree,Disagree,Agree,Agree,Agree,Disagree +2016,578,Pennsylvania,Female,50-59,,,,,,1,1,3,Clinton,52.19,8,,Agree,Agree,Agree,25,Disagree,Neither Agree Nor Disagree,Agree,Agree,56.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Neither Agree Nor Disagree,Disagree,Strongly Disagree,75,Disagree,Agree,Disagree,,77.25,Strongly Disagree,Disagree,Disagree,Disagree,Disagree,30,Agree,Disagree,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,30,Agree,Disagree,Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Agree,Disagree,65.63,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,80,Agree,Neither Agree Nor Disagree,Disagree,Don't Know,55.31,Neither Agree Nor Disagree,Agree,Disagree,Neither Agree Nor Disagree,50,Disagree,Strongly Agree,Agree,Agree,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Disagree +2016,579,Pennsylvania,Male,30-39,,,,,,1,1,3,Clinton,53.6,8,8,Agree,Disagree,Disagree,58.33,Agree,Agree,Don't Know,Agree,76.88,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Disagree,Neither Agree Nor Disagree,50,Strongly Disagree,Strongly Agree,Strongly Disagree,Disagree,95,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree,45,Agree,Agree,Disagree,Agree,Neither Agree Nor Disagree,50,Agree,Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,40.63,Agree,Agree,Agree,Not Applicable,Disagree,73.75,Agree,Strongly Agree,Disagree,Neither Agree Nor Disagree,37.5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Strongly Agree,Disagree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Agree,Agree,Disagree +2016,580,Pennsylvania,Male,50-59,,,,,,1,1,4,Clinton,61.68,8,8,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Agree,Disagree,Neither Agree Nor Disagree,50,Don't Know,Neither Agree Nor Disagree,Disagree,Disagree,66.25,Agree,Disagree,Neither Agree Nor Disagree,Agree,Disagree,60,Not Applicable,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Disagree,52.25,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Strongly Disagree,65.63,Don't Know,Agree,Agree,Not Applicable,Not Applicable,76.25,Strongly Disagree,Agree,Disagree,Not Applicable,68.44,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Agree,Disagree,Strongly Disagree,Agree,Agree,Agree,Neither Agree Nor Disagree +2016,581,Pennsylvania,Male,50-59,,,,,,1,1,2,,42.73,2,4,Agree,Strongly Agree,Agree,16.67,Disagree,Agree,Agree,Agree,62.5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,41.67,Neither Agree Nor Disagree,Agree,Don't Know,47.92,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,55,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,45,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Agree,30,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,43.75,Disagree,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,30,Agree,Agree,Disagree,Neither Agree Nor Disagree,43.75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Disagree,Neither Agree Nor Disagree +2016,582,Pennsylvania,Female,30-39,,,1,,,,1,2,Clinton,55.64,8,7,Agree,Agree,Neither Agree Nor Disagree,33.33,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,62.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,41.67,Disagree,Agree,Disagree,Don't Know,74.25,Agree,Disagree,Agree,Neither Agree Nor Disagree,Agree,70,Agree,Disagree,Agree,Agree,Don't Know,50.5,Don't Know,Don't Know,Agree,Neither Agree Nor Disagree,Agree,Don't Know,Agree,Not Applicable,62.5,Don't Know,Agree,Don't Know,Not Applicable,Neither Agree Nor Disagree,72.75,Don't Know,Agree,Disagree,Neither Agree Nor Disagree,53.44,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Agree,50,Strongly Disagree,Disagree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,Don't Know,Agree,Agree,Strongly Disagree +2016,583,Pennsylvania,Male,30-39,,,,,,1,1,2,Clinton,62.24,9,9,Strongly Disagree,Strongly Disagree,Disagree,91.67,Strongly Agree,Agree,Agree,Strongly Agree,87.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Disagree,Agree,41.67,Strongly Disagree,Agree,Disagree,Strongly Disagree,85,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,20,Strongly Agree,Disagree,Agree,Disagree,Strongly Disagree,75,Strongly Agree,Disagree,Disagree,Strongly Agree,Disagree,Agree,Strongly Disagree,Strongly Disagree,37.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Strongly Agree,Strongly Disagree,Strongly Agree,56.25,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,584,Pennsylvania,Male,70-79,,,,,,1,1,3,Clinton,64.41,9,8,Agree,Agree,Disagree,41.67,Agree,Agree,Agree,Strongly Agree,81.25,Agree,Strongly Agree,Disagree,16.67,Don't Know,Don't Know,Don't Know,59.17,Disagree,Strongly Agree,Disagree,Strongly Disagree,85,Agree,Disagree,Agree,Agree,Don't Know,66.25,Agree,Agree,Agree,Neither Agree Nor Disagree,Don't Know,69.5,Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Disagree,68.75,Agree,Agree,Agree,Disagree,Disagree,75,Agree,Agree,Disagree,Neither Agree Nor Disagree,43.75,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,Disagree,Disagree,Strongly Agree,Agree,Agree,Agree +2016,585,Pennsylvania,Male,40-49,,,,,,1,1,3,Stein,53.93,7,8,Disagree,Disagree,Agree,58.33,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Strongly Disagree,55.42,Disagree,Agree,Strongly Disagree,Strongly Disagree,90,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Not Applicable,18,Don't Know,Agree,Disagree,Agree,Disagree,52.75,Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Agree,Strongly Disagree,37.5,Agree,Agree,Agree,Disagree,Disagree,75,Strongly Disagree,Agree,Disagree,Not Applicable,68.75,Neither Agree Nor Disagree,Agree,Don't Know,Agree,68.13,Strongly Disagree,Agree,Don't Know,Disagree,Strongly Disagree,Don't Know,Agree,Agree,Agree +2016,586,Pennsylvania,Male,50-59,,,,,,1,1,3,Clinton,63.88,9,9,Strongly Agree,Strongly Agree,Agree,8.33,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Strongly Agree,87.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Strongly Disagree,68.33,Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,85,Strongly Agree,Neither Agree Nor Disagree,Disagree,Strongly Agree,Disagree,60,Agree,Agree,Disagree,Neither Agree Nor Disagree,Disagree,60,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Agree,Agree,Agree,Disagree,78.13,Agree,Agree,Agree,Strongly Agree,Disagree,60,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Agree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Disagree,Strongly Disagree,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree +2016,587,Pennsylvania,Male,30-39,,,,,,,1,6,,64.52,7,9,Neither Agree Nor Disagree,Agree,Disagree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Don't Know,Don't Know,Don't Know,33.33,Agree,Agree,Don't Know,35.83,Don't Know,Agree,Don't Know,Don't Know,76.75,Disagree,Neither Agree Nor Disagree,Don't Know,Disagree,Agree,48,Don't Know,Strongly Agree,Don't Know,Strongly Disagree,Neither Agree Nor Disagree,74.25,Disagree,Neither Agree Nor Disagree,Strongly Agree,Disagree,Don't Know,Don't Know,Don't Know,Not Applicable,60.94,Don't Know,Agree,Don't Know,Don't Know,Disagree,80,Not Applicable,Agree,Disagree,Don't Know,67.19,Don't Know,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,63.13,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Disagree,Don't Know,Neither Agree Nor Disagree,Don't Know,Strongly Agree,Strongly Agree +2016,588,Pennsylvania,Male,50-59,,,,,,,1,2,Clinton,46.43,3,3,Strongly Agree,Agree,Agree,16.67,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Agree,Disagree,41.67,Neither Agree Nor Disagree,Disagree,Agree,Neither Agree Nor Disagree,35,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Neither Agree Nor Disagree,30,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Agree,85,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,50,Agree,Agree,Agree,Neither Agree Nor Disagree,Agree,60,Agree,Agree,Disagree,Neither Agree Nor Disagree,43.75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Agree,Agree,Agree,Disagree,Agree,Agree,Agree,Disagree +2016,589,Pennsylvania,Male,50-59,,,,,,1,1,3,Clinton,57.12,7,7,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Disagree,Disagree,Neither Agree Nor Disagree,Agree,43.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Strongly Agree,Disagree,Don't Know,88,Agree,Disagree,Disagree,Disagree,Disagree,45,Don't Know,Agree,Neither Agree Nor Disagree,Agree,Don't Know,50.75,Agree,Don't Know,Agree,Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,66.72,Don't Know,Agree,Agree,Don't Know,Disagree,73.5,Disagree,Strongly Agree,Disagree,Don't Know,57.19,Agree,Disagree,Agree,Agree,62.5,Disagree,Disagree,Don't Know,Don't Know,Disagree,Agree,Agree,Strongly Agree,Strongly Disagree +2016,590,Pennsylvania,Female,30-39,,,,,,,1,6,Stein,62.09,10,10,Strongly Agree,Neither Agree Nor Disagree,Disagree,41.67,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,48.75,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,90,Disagree,Agree,Strongly Agree,Disagree,Disagree,40,Don't Know,Don't Know,Disagree,Disagree,Don't Know,54.25,Strongly Disagree,Don't Know,Agree,Agree,Agree,Don't Know,Agree,Disagree,68.44,Agree,Strongly Agree,Agree,Don't Know,Don't Know,79.5,Disagree,Agree,Don't Know,Agree,63.75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Don't Know,Disagree,Don't Know,Agree,Agree,Agree,Agree +2016,591,Pennsylvania,Female,30-39,,,,,,1,1,3,Clinton,51.84,7,5,Agree,Agree,Agree,25,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Disagree,8.33,Don't Know,Don't Know,Don't Know,55.42,Agree,Neither Agree Nor Disagree,Strongly Disagree,Disagree,55,Disagree,Disagree,Disagree,Disagree,Disagree,35,Don't Know,Agree,Disagree,Agree,Agree,41.25,Don't Know,Don't Know,Agree,Strongly Agree,Strongly Agree,Disagree,Agree,Strongly Disagree,64.22,Agree,Agree,Don't Know,Don't Know,Don't Know,75.5,Strongly Agree,Strongly Agree,Disagree,Don't Know,36.88,Don't Know,Agree,Don't Know,Don't Know,69.69,Disagree,Strongly Agree,Strongly Agree,Don't Know,Disagree,Agree,Agree,Agree,Disagree +2016,592,Pennsylvania,Male,50-59,,,,,,1,1,2,Clinton,48.29,4,3,Agree,Strongly Agree,Agree,16.67,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Agree,50,Strongly Agree,Agree,Strongly Disagree,8.33,Agree,Agree,Don't Know,42.08,Strongly Disagree,Strongly Agree,Disagree,Disagree,85,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,Strongly Disagree,15,Disagree,Strongly Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,30,Disagree,Don't Know,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Agree,Agree,Strongly Disagree,68.91,Agree,Disagree,Agree,Not Applicable,Disagree,62.75,Disagree,Agree,Disagree,Neither Agree Nor Disagree,56.25,Disagree,Agree,Agree,Neither Agree Nor Disagree,56.25,Disagree,Agree,Strongly Agree,Disagree,Don't Know,Neither Agree Nor Disagree,Disagree,Disagree,Disagree +2016,593,Pennsylvania,Male,70-79,,,,,,1,1,3,Clinton,47.45,3,4,Strongly Agree,Disagree,Strongly Agree,25,Disagree,Agree,Agree,Agree,62.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Strongly Agree,Agree,Don't Know,34.17,Disagree,Agree,Disagree,Disagree,75,Disagree,Strongly Disagree,Strongly Disagree,Disagree,Disagree,35,Neither Agree Nor Disagree,Disagree,Don't Know,Strongly Agree,Disagree,38.75,Agree,Disagree,Agree,Strongly Agree,Agree,Don't Know,Agree,Strongly Disagree,62.66,Agree,Agree,Don't Know,Don't Know,Disagree,75.5,Strongly Agree,Strongly Agree,Strongly Disagree,Neither Agree Nor Disagree,37.5,Disagree,Agree,Strongly Disagree,Disagree,31.25,Don't Know,Agree,Don't Know,Don't Know,Strongly Disagree,Don't Know,Don't Know,Disagree,Strongly Disagree +2016,594,Rhode Island,Male,50-59,,,,,,1,1,3,Clinton,61.58,8,7,Disagree,Neither Agree Nor Disagree,Agree,50,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Disagree,Disagree,Disagree,75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Strongly Disagree,55,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Strongly Disagree,45,Agree,Neither Agree Nor Disagree,Disagree,Agree,Disagree,50,Strongly Disagree,Strongly Disagree,Disagree,Strongly Agree,Agree,Neither Agree Nor Disagree,Agree,Strongly Disagree,65.63,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,88.5,Disagree,Strongly Agree,Disagree,Neither Agree Nor Disagree,50,Strongly Agree,Agree,Strongly Agree,Agree,87.5,Strongly Disagree,Disagree,Strongly Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,595,Rhode Island,Female,50-59,,,,,,1,1,1,Clinton,51.99,7,4,Agree,Strongly Agree,Agree,16.67,Don't Know,Agree,Agree,Agree,70,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,58.75,Don't Know,Neither Agree Nor Disagree,Don't Know,Don't Know,63.75,Neither Agree Nor Disagree,Don't Know,Disagree,Neither Agree Nor Disagree,Disagree,41.5,Disagree,Disagree,Don't Know,Agree,Don't Know,33,Don't Know,Don't Know,Neither Agree Nor Disagree,Disagree,Disagree,Don't Know,Agree,Disagree,50.94,Agree,Agree,Don't Know,Don't Know,Don't Know,72.75,Disagree,Don't Know,Strongly Disagree,Don't Know,66.25,Neither Agree Nor Disagree,Agree,Don't Know,Don't Know,59.69,Disagree,Agree,Don't Know,Don't Know,Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,596,Rhode Island,Male,70-79,,,,,,1,1,3,Clinton,72.81,9,7,Agree,Neither Agree Nor Disagree,Disagree,50,Agree,Strongly Agree,Don't Know,Strongly Agree,88.13,Disagree,Disagree,Agree,75,Don't Know,Don't Know,Don't Know,62.5,Disagree,Strongly Agree,Disagree,Disagree,85,Agree,Disagree,Agree,Agree,Don't Know,66.75,Agree,Agree,Neither Agree Nor Disagree,Agree,Disagree,60,Strongly Disagree,Don't Know,Strongly Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,84.06,Agree,Agree,Agree,Don't Know,Don't Know,74.25,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,597,Rhode Island,Female,30-39,,,,,,1,1,3,Clinton,54.67,8,6,Agree,Agree,Agree,25,Disagree,Neither Agree Nor Disagree,Agree,Agree,56.25,Neither Agree Nor Disagree,Disagree,Agree,66.67,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Neither Agree Nor Disagree,Strongly Agree,Don't Know,46,Neither Agree Nor Disagree,Don't Know,Don't Know,Agree,Disagree,50.75,Don't Know,Agree,Disagree,Agree,Don't Know,51,Disagree,Disagree,Disagree,Agree,Don't Know,Don't Know,Strongly Agree,Strongly Disagree,60.78,Don't Know,Agree,Agree,Not Applicable,Don't Know,72.25,Don't Know,Strongly Agree,Disagree,Strongly Agree,60.63,Agree,Agree,Disagree,Disagree,50,Disagree,Agree,Strongly Agree,Don't Know,Disagree,Agree,Agree,Agree,Strongly Disagree +2016,598,Rhode Island,Male,50-59,,,,,,1,1,3,Clinton,42.37,6,6,Agree,Agree,Agree,25,Disagree,Agree,Neither Agree Nor Disagree,Agree,56.25,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Agree,Agree,Neither Agree Nor Disagree,33.33,Agree,Agree,Agree,Disagree,45,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,35,Disagree,Strongly Disagree,Disagree,Strongly Agree,Neither Agree Nor Disagree,20,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Agree,Agree,Don't Know,Strongly Disagree,50.78,Disagree,Agree,Don't Know,Don't Know,Disagree,64,Strongly Agree,Strongly Agree,Disagree,Disagree,25,Neither Agree Nor Disagree,Agree,Agree,Disagree,56.25,Agree,Disagree,Strongly Agree,Don't Know,Don't Know,Neither Agree Nor Disagree,Disagree,Strongly Agree,Agree +2016,599,South Carolina,Male,60-69,,,,,1,,1,10,,83.16,10,10,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Agree,66.67,Disagree,Strongly Disagree,Neither Agree Nor Disagree,75,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,60,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,90,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Agree,Strongly Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,80,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,93.75,Agree,Agree,Agree,Strongly Agree,81.25,Strongly Disagree,Disagree,Disagree,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,600,South Carolina,Male,40-49,,,,,,1,1,2,,56.07,9,9,Disagree,Disagree,Neither Agree Nor Disagree,66.67,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,39.17,Agree,Agree,Strongly Disagree,Strongly Disagree,75,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,10,Neither Agree Nor Disagree,Disagree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,45,Don't Know,Don't Know,Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,70.47,Agree,Agree,Don't Know,Not Applicable,Not Applicable,75,Disagree,Strongly Agree,Disagree,Don't Know,54.06,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Strongly Disagree,Agree,Don't Know,Don't Know,Don't Know,Neither Agree Nor Disagree,Agree,Agree,Agree +2016,601,South Carolina,Male,70-79,,,,,,1,1,3,Clinton,52.78,8,6,Neither Agree Nor Disagree,Agree,Agree,33.33,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,56.25,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,65,Agree,Disagree,Agree,Agree,Don't Know,66,Not Applicable,Disagree,Disagree,Strongly Agree,Agree,25.5,Neither Agree Nor Disagree,Don't Know,Disagree,Disagree,Agree,Agree,Don't Know,Strongly Disagree,52.5,Disagree,Agree,Agree,Don't Know,Don't Know,60.5,Don't Know,Disagree,Disagree,Not Applicable,71.88,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,56.25,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Don't Know,Disagree,Agree,Disagree,Agree,Agree +2016,602,South Carolina,Female,50-59,,,,,1,1,1,3,Clinton,68.78,8,6,Disagree,Disagree,Strongly Disagree,83.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Strongly Agree,Disagree,8.33,Disagree,Strongly Disagree,Strongly Disagree,91.67,Disagree,Disagree,Disagree,Disagree,55,Agree,Disagree,Agree,Agree,Disagree,65,Not Applicable,Disagree,Agree,Disagree,Disagree,61.25,Disagree,Disagree,Agree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,68.75,Agree,Agree,Agree,Not Applicable,Disagree,74,Disagree,Disagree,Disagree,Not Applicable,73.44,Agree,Agree,Agree,Agree,75,Strongly Disagree,Strongly Agree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Agree +2016,603,South Carolina,Male,60-69,,,,,,1,1,3,Clinton,48.8,8,9,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree,33.33,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Neither Agree Nor Disagree,Disagree,50,Neither Agree Nor Disagree,Strongly Disagree,Disagree,Disagree,40,Disagree,Agree,Disagree,Disagree,Strongly Disagree,20,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,50,Neither Agree Nor Disagree,Disagree,Agree,Strongly Disagree,Strongly Disagree,Agree,Agree,Strongly Disagree,43.75,Agree,Agree,Agree,Not Applicable,Disagree,73.25,Strongly Disagree,Disagree,Strongly Disagree,Agree,87.5,Disagree,Agree,Agree,Neither Agree Nor Disagree,56.25,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,604,South Carolina,Male,30-39,,,,,,1,1,4,Clinton,71.02,10,8,Strongly Disagree,Don't Know,Disagree,,Strongly Agree,Agree,Agree,Strongly Agree,87.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,46.25,Disagree,Strongly Agree,Disagree,Don't Know,87.75,Agree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Disagree,55,Don't Know,Agree,Agree,Agree,Disagree,61.25,Strongly Disagree,Agree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,72.5,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Strongly Disagree,96,Disagree,Agree,Strongly Disagree,Strongly Agree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Don't Know,Agree,Agree,Strongly Agree,Disagree +2016,605,South Carolina,Male,50-59,,,,,,1,1,3,Clinton,55.79,7,6,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,41.67,Agree,Agree,Disagree,Disagree,50,Agree,Disagree,Neither Agree Nor Disagree,50,Don't Know,Don't Know,Don't Know,54.17,Disagree,Agree,Disagree,Disagree,75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Don't Know,39.25,Neither Agree Nor Disagree,Agree,Agree,Strongly Agree,Agree,45,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Strongly Disagree,62.5,Neither Agree Nor Disagree,Agree,Agree,Disagree,Disagree,70,Disagree,Agree,Disagree,Neither Agree Nor Disagree,56.25,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,56.25,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Agree,Agree,Strongly Agree,Neither Agree Nor Disagree +2016,606,South Carolina,Male,20-29,,,,,,1,1,2,,45.41,5,5,Agree,Agree,Agree,25,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,56.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Neither Agree Nor Disagree,Strongly Disagree,Disagree,Disagree,40,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Disagree,35,Disagree,Disagree,Disagree,Agree,Neither Agree Nor Disagree,30,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Disagree,Agree,Strongly Disagree,53.13,Neither Agree Nor Disagree,Agree,Agree,Strongly Disagree,Neither Agree Nor Disagree,70,Neither Agree Nor Disagree,Agree,Disagree,Neither Agree Nor Disagree,50,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Agree,Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Disagree +2016,607,South Carolina,Male,60-69,,,,,,1,1,2,Stein,46.28,6,3,Strongly Agree,Strongly Agree,Strongly Agree,0,Neither Agree Nor Disagree,Agree,Agree,Strongly Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Disagree,Agree,Disagree,Strongly Disagree,80,Strongly Disagree,Agree,Strongly Disagree,Disagree,Disagree,15,Strongly Disagree,Strongly Disagree,Strongly Disagree,Agree,Neither Agree Nor Disagree,15,Strongly Disagree,Disagree,Agree,Strongly Agree,Agree,Agree,Agree,Strongly Disagree,71.88,Agree,Strongly Agree,Agree,Don't Know,Don't Know,73.5,Disagree,Strongly Agree,Disagree,Disagree,43.75,Disagree,Agree,Neither Agree Nor Disagree,Disagree,43.75,Neither Agree Nor Disagree,Strongly Agree,Agree,Don't Know,Disagree,Disagree,Agree,Strongly Agree,Strongly Disagree +2016,608,South Carolina,Male,30-39,,,,,,1,1,6,,49.49,8,7,Agree,Neither Agree Nor Disagree,Disagree,50,Strongly Agree,Disagree,Agree,Agree,68.75,Agree,Strongly Agree,Disagree,16.67,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,60,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,10,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree,Neither Agree Nor Disagree,Agree,Agree,Strongly Disagree,50,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,60,Strongly Disagree,Disagree,Disagree,Neither Agree Nor Disagree,75,Agree,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,43.75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree +2016,609,South Carolina,Male,30-39,,,,,,1,1,5,Stein,56.86,9,8,Strongly Agree,Agree,Neither Agree Nor Disagree,25,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,45,Agree,Neither Agree Nor Disagree,Disagree,Don't Know,57.75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,Strongly Disagree,50,Don't Know,Don't Know,Don't Know,Disagree,Don't Know,55.75,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree,Don't Know,Don't Know,Strongly Agree,Strongly Disagree,63.28,Agree,Strongly Agree,Agree,Don't Know,Don't Know,78.25,Disagree,Agree,Strongly Disagree,Don't Know,67.19,Agree,Agree,Don't Know,Agree,73.13,Disagree,Strongly Agree,Agree,Strongly Disagree,Don't Know,Strongly Agree,Agree,Strongly Agree,Agree +2016,610,South Carolina,Female,40-49,,,,,,1,1,2,Clinton,38.49,4,4,Agree,Agree,Strongly Agree,16.67,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,56.25,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,49.17,Agree,Disagree,Agree,Don't Know,34.5,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,20,Disagree,Disagree,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,20,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Agree,Don't Know,Don't Know,Not Applicable,49.84,Don't Know,Agree,Neither Agree Nor Disagree,Don't Know,Don't Know,69.25,Don't Know,Agree,Agree,Neither Agree Nor Disagree,42.81,Disagree,Disagree,Disagree,Disagree,25,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Disagree +2016,611,South Dakota,Female,30-39,,,,,,1,1,1,Clinton,61.96,8,7,Disagree,Agree,Agree,41.67,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Don't Know,Don't Know,Neither Agree Nor Disagree,26.67,Disagree,Disagree,Disagree,75,Disagree,Agree,Agree,Neither Agree Nor Disagree,55,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,40,Don't Know,Strongly Disagree,Don't Know,Agree,Disagree,39.5,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Agree,Strongly Agree,Strongly Disagree,81.25,Disagree,Agree,Agree,Don't Know,Don't Know,62.75,Disagree,Agree,Disagree,Don't Know,61.25,Strongly Agree,Strongly Agree,Agree,Strongly Agree,93.75,Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree,Agree,Agree,Disagree,Strongly Disagree +2016,612,South Dakota,Female,20-29,,,,,,1,1,6,,69.31,9,7,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Don't Know,Agree,Don't Know,Agree,70,Don't Know,Don't Know,Don't Know,24.58,Don't Know,Don't Know,Strongly Disagree,56.25,Don't Know,Agree,Don't Know,Disagree,70.5,Agree,Disagree,Don't Know,Agree,Disagree,61.5,Don't Know,Don't Know,Don't Know,Disagree,Don't Know,58.25,Disagree,Disagree,Agree,Agree,Strongly Agree,Don't Know,Strongly Agree,,72.34,Don't Know,Strongly Agree,Don't Know,Don't Know,Don't Know,79,Disagree,Strongly Disagree,Strongly Disagree,Don't Know,85.63,Don't Know,Agree,Don't Know,Strongly Agree,76.56,Strongly Disagree,Disagree,Disagree,Don't Know,Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,613,South Dakota,Male,30-39,,,1,,,,1,3,Clinton,54.57,5,6,Neither Agree Nor Disagree,Agree,Agree,33.33,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,49.58,Disagree,Agree,Disagree,Disagree,75,Disagree,Agree,Agree,Disagree,Disagree,35,Disagree,Disagree,Disagree,Agree,Agree,25,Disagree,Disagree,Disagree,Agree,Agree,Agree,Agree,Disagree,62.5,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Disagree,Disagree,Agree,75,Neither Agree Nor Disagree,Agree,Agree,Agree,68.75,Agree,Agree,Disagree,Disagree,Disagree,Agree,Agree,Agree,Agree +2016,614,Tennessee,Female,50-59,,,,,,1,1,4,Clinton,55.23,8,6,Don't Know,Agree,Agree,,Neither Agree Nor Disagree,Agree,Agree,Agree,68.75,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,52.5,Don't Know,Disagree,Agree,Don't Know,42.25,Disagree,Don't Know,Don't Know,Disagree,Disagree,35.25,Don't Know,Don't Know,Agree,Neither Agree Nor Disagree,Don't Know,56,Don't Know,Disagree,Strongly Agree,Agree,Strongly Agree,Don't Know,Agree,Strongly Disagree,70,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,70,Disagree,Agree,Disagree,Don't Know,60.63,Agree,Agree,Agree,Agree,75,Don't Know,Disagree,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,Neither Agree Nor Disagree,Disagree +2016,615,Tennessee,Male,30-39,1,,,,,1,1,4,Clinton,67.86,8,8,Agree,Agree,Agree,25,Agree,Agree,Agree,Strongly Agree,81.25,Agree,Agree,Neither Agree Nor Disagree,33.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,66.67,Strongly Disagree,Agree,Disagree,Strongly Disagree,85,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,55,Agree,Disagree,Agree,Neither Agree Nor Disagree,Strongly Disagree,65,Neither Agree Nor Disagree,Strongly Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Disagree,59.38,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Strongly Disagree,Strongly Agree,81.25,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,616,Tennessee,Male,50-59,,,,,,1,1,5,Clinton,43.88,4,2,Agree,Agree,Strongly Agree,16.67,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,62.5,Agree,Strongly Agree,Disagree,16.67,Don't Know,Don't Know,Don't Know,58.33,Neither Agree Nor Disagree,Disagree,Agree,Don't Know,41.75,Disagree,Agree,Disagree,Agree,Agree,45,Disagree,Disagree,Strongly Disagree,Strongly Agree,Agree,15,Agree,Don't Know,Disagree,Disagree,Don't Know,Agree,Don't Know,Strongly Disagree,46.25,Agree,Neither Agree Nor Disagree,Agree,Don't Know,Don't Know,69.25,Agree,Agree,Disagree,Neither Agree Nor Disagree,43.75,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,56.25,Agree,Strongly Agree,Agree,Agree,Agree,Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree +2016,617,Tennessee,Male,30-39,,,,,,1,1,2,Clinton,52.04,5,6,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,16.67,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,51.67,Neither Agree Nor Disagree,Disagree,Disagree,Strongly Disagree,50,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,Don't Know,45.25,Don't Know,Agree,Disagree,Disagree,Agree,50.75,Agree,Strongly Disagree,Agree,Disagree,Agree,Agree,Agree,Strongly Disagree,56.25,Agree,Strongly Agree,Agree,Don't Know,Don't Know,78.5,Disagree,Strongly Agree,Disagree,Don't Know,56.56,Neither Agree Nor Disagree,Agree,Don't Know,Agree,67.81,Strongly Disagree,Agree,Strongly Agree,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Disagree +2016,618,Texas,Male,60-69,,,,,,1,1,5,Clinton,55.71,4,4,Agree,Agree,Strongly Agree,16.67,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,0,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,54.17,Not Applicable,Agree,Strongly Disagree,Neither Agree Nor Disagree,75,Agree,Neither Agree Nor Disagree,Agree,Agree,Disagree,60,Not Applicable,Not Applicable,Agree,Strongly Agree,Not Applicable,52,Don't Know,Disagree,Agree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,Don't Know,75.78,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Not Applicable,85.25,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Agree,Disagree,Disagree,Agree,Agree,Agree,Strongly Disagree +2016,619,Texas,Male,30-39,,,,,,1,1,2,Clinton,59.67,8,9,Agree,Agree,Strongly Agree,16.67,Agree,Disagree,Agree,Agree,62.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Disagree,Don't Know,64.58,Disagree,Disagree,Disagree,Strongly Disagree,60,Agree,Disagree,Strongly Agree,Agree,Strongly Disagree,65,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Strongly Disagree,Strongly Agree,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree,62.5,Agree,Agree,Agree,Don't Know,Disagree,76.5,Disagree,Agree,Disagree,Not Applicable,61.88,Agree,Agree,Agree,Agree,75,Disagree,Strongly Agree,Agree,Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Neither Agree Nor Disagree +2016,620,Texas,Female,30-39,,,,,,1,1,3,Clinton,60.87,8,8,Agree,Agree,Agree,25,Agree,Agree,Agree,Agree,75,Don't Know,Agree,Disagree,24.17,Don't Know,Don't Know,Don't Know,51.25,Disagree,Agree,Disagree,Disagree,75,Neither Agree Nor Disagree,Agree,Agree,Agree,Don't Know,49.5,Agree,Don't Know,Agree,Neither Agree Nor Disagree,Don't Know,62.75,Don't Know,Don't Know,Agree,Agree,Agree,Agree,Agree,Disagree,65.47,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Agree,Disagree,Don't Know,61.56,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Disagree,Neither Agree Nor Disagree,Don't Know,Agree,Agree,Strongly Agree,Agree +2016,621,Texas,Male,30-39,,,,,,,,2,,61.99,9,7,Disagree,Disagree,Agree,58.33,Don't Know,Agree,Agree,Agree,75.31,Agree,Strongly Agree,Disagree,16.67,Don't Know,Don't Know,Don't Know,49.17,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,65,Agree,Don't Know,Don't Know,Agree,Don't Know,59,Don't Know,Don't Know,Agree,Disagree,Don't Know,66.25,Disagree,Disagree,Agree,Don't Know,Agree,Don't Know,Agree,Don't Know,61.72,Agree,Agree,Agree,Don't Know,Don't Know,73.75,Disagree,Disagree,Disagree,Disagree,62.5,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Strongly Agree,Don't Know,Don't Know,Agree,Agree,Agree,Agree +2016,622,Texas,Male,30-39,,,,,,1,1,3,Clinton,70.82,10,10,Agree,Agree,Strongly Agree,16.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Agree,Strongly Disagree,8.33,Don't Know,Don't Know,Disagree,51.25,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,90,Agree,Disagree,Agree,Agree,Disagree,65,Agree,Disagree,Agree,Disagree,Strongly Disagree,70,Strongly Disagree,Strongly Disagree,Agree,Agree,Agree,Agree,Agree,Strongly Disagree,71.88,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,94.25,Strongly Disagree,Strongly Agree,Strongly Disagree,Not Applicable,67.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Agree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree +2016,623,Texas,Male,60-69,,,,,,1,1,5,,69.03,9,9,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Agree,Neither Agree Nor Disagree,50,Don't Know,Disagree,Disagree,63.33,Disagree,Strongly Agree,Disagree,Strongly Disagree,90,Disagree,Agree,Neither Agree Nor Disagree,Disagree,Don't Know,30.75,Not Applicable,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Disagree,74.25,Strongly Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Agree,Agree,Disagree,68.75,Agree,Agree,Agree,Not Applicable,Disagree,73.5,Disagree,Disagree,Strongly Disagree,Agree,81.25,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Disagree,Disagree,Disagree,Agree,Agree,Agree,Neither Agree Nor Disagree +2016,624,Texas,Male,40-49,,,,,,1,1,1,Clinton,38.57,5,4,Strongly Agree,Strongly Agree,Agree,8.33,Disagree,Disagree,Agree,Agree,50,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,56.25,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,55,Strongly Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,45,Strongly Disagree,Agree,Strongly Disagree,Agree,Agree,25,Don't Know,Don't Know,Agree,Strongly Disagree,Strongly Agree,Don't Know,Agree,Strongly Disagree,58.91,Disagree,Strongly Disagree,Neither Agree Nor Disagree,Agree,Don't Know,35,Agree,Strongly Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,31.25,Disagree,Disagree,Disagree,Disagree,25,Disagree,Strongly Agree,Agree,Agree,Disagree,Disagree,Disagree,Strongly Disagree,Strongly Disagree +2016,625,Texas,Male,70-79,,,,,,,1,3,Clinton,71.48,7,7,Neither Agree Nor Disagree,Agree,Agree,33.33,Agree,Agree,Agree,Agree,75,Agree,Strongly Agree,Disagree,16.67,Don't Know,Disagree,Don't Know,66.25,Disagree,Strongly Agree,Disagree,Strongly Disagree,90,Strongly Agree,Strongly Disagree,Agree,Strongly Agree,Don't Know,82.5,Agree,Disagree,Disagree,Disagree,Disagree,55,Strongly Disagree,Disagree,Strongly Agree,Agree,Agree,Agree,Strongly Agree,Don't Know,76.56,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Don't Know,Strongly Agree,Strongly Disagree,Strongly Agree,63.44,Agree,Strongly Agree,Agree,Strongly Agree,87.5,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,626,Texas,Male,40-49,,,,,,1,1,1,Clinton,48.32,6,8,Strongly Agree,Strongly Agree,Agree,8.33,Neither Agree Nor Disagree,Strongly Agree,Neither Agree Nor Disagree,Disagree,56.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Strongly Agree,Strongly Disagree,41.67,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,50,Disagree,Disagree,Disagree,Disagree,Strongly Disagree,30,Agree,Agree,Disagree,Agree,Neither Agree Nor Disagree,50,Strongly Agree,Strongly Disagree,Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,65.63,Agree,Agree,Agree,Don't Know,Agree,63.5,Strongly Disagree,Agree,Agree,Strongly Agree,62.5,Disagree,Agree,Agree,Agree,62.5,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Disagree,Agree,Agree,Strongly Agree,Disagree +2016,627,Texas,Male,30-39,,,,,,1,1,4,Clinton,54.08,7,7,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,16.67,Disagree,Disagree,Agree,Don't Know,52.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,55.42,Don't Know,Agree,Disagree,Don't Know,69.25,Agree,Neither Agree Nor Disagree,Agree,Agree,Disagree,60,Don't Know,Disagree,Neither Agree Nor Disagree,Disagree,Don't Know,55,Disagree,Disagree,Disagree,Agree,Strongly Disagree,Agree,Agree,Strongly Disagree,50,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Agree,80,Disagree,Agree,Disagree,Don't Know,63.13,Agree,Disagree,Agree,Agree,62.5,Strongly Disagree,Strongly Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Disagree +2016,628,Texas,Male,40-49,,,,,,1,1,3,Clinton,59.54,6,8,Disagree,Strongly Agree,Strongly Disagree,58.33,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,62.5,Neither Agree Nor Disagree,Agree,Strongly Disagree,25,Don't Know,Don't Know,Don't Know,61.25,Disagree,Agree,Disagree,Disagree,75,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,51.25,Don't Know,Neither Agree Nor Disagree,Don't Know,Neither Agree Nor Disagree,Don't Know,53.5,Don't Know,Don't Know,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Don't Know,Agree,Don't Know,61.41,Agree,Agree,Agree,Not Applicable,Don't Know,75.75,Neither Agree Nor Disagree,Agree,Disagree,Don't Know,58.13,Don't Know,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,58.13,Strongly Disagree,Strongly Agree,Don't Know,Don't Know,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Disagree +2016,629,Texas,Male,50-59,,,,,,1,1,4,,60.77,9,9,Agree,Agree,Neither Agree Nor Disagree,33.33,Agree,Agree,Agree,Agree,75,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,16.67,Don't Know,Disagree,Disagree,62.08,Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,90,Disagree,Agree,Agree,Neither Agree Nor Disagree,Disagree,40,,Disagree,Strongly Disagree,Neither Agree Nor Disagree,Disagree,38.25,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Agree,Agree,Agree,Strongly Disagree,62.5,Agree,Strongly Agree,Agree,Agree,Strongly Disagree,75,Disagree,Agree,Strongly Disagree,Strongly Agree,75,Strongly Agree,Agree,Agree,Agree,81.25,Disagree,Neither Agree Nor Disagree,Agree,Disagree,Disagree,Agree,,Strongly Agree,Disagree +2016,630,Texas,Female,50-59,,,,,,1,1,1,Clinton,49.57,6,5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Agree,33.33,Agree,Agree,Agree,Agree,75,Strongly Agree,Don't Know,Strongly Disagree,2.92,Strongly Agree,Don't Know,Don't Know,40.42,Don't Know,Agree,Strongly Agree,Don't Know,55.75,Strongly Disagree,Disagree,Strongly Disagree,Disagree,Disagree,25,Disagree,Disagree,Disagree,Disagree,Don't Know,42.75,Don't Know,Don't Know,Agree,Agree,Don't Know,Don't Know,Agree,Disagree,63.91,Don't Know,Agree,Strongly Agree,Don't Know,Don't Know,75.5,Disagree,Strongly Agree,Disagree,Don't Know,53.75,Disagree,Disagree,Don't Know,Don't Know,44.38,Disagree,Don't Know,Don't Know,Don't Know,Don't Know,Agree,Agree,Disagree,Disagree +2016,631,Texas,Male,40-49,,,,,,1,1,5,Clinton,58.98,6,6,Agree,Strongly Agree,Strongly Agree,8.33,Agree,Neither Agree Nor Disagree,Don't Know,Agree,67.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,52.92,Neither Agree Nor Disagree,Agree,Disagree,Strongly Disagree,74.5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Don't Know,Neither Agree Nor Disagree,Don't Know,50.75,Don't Know,Agree,Agree,Neither Agree Nor Disagree,Don't Know,66.5,Don't Know,Don't Know,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Don't Know,Agree,Disagree,63.28,Don't Know,Agree,Don't Know,Don't Know,Don't Know,76.25,Disagree,Disagree,Disagree,Agree,75,Don't Know,Agree,Don't Know,Don't Know,72.5,Disagree,Strongly Agree,Agree,Don't Know,Disagree,Don't Know,Don't Know,Agree,Disagree +2016,632,Texas,Female,40-49,,,,,,1,1,,,,7,7,Agree,Strongly Agree,Agree,16.67,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Don't Know,Strongly Agree,Strongly Disagree,,Don't Know,Don't Know,Don't Know,,Disagree,Neither Agree Nor Disagree,Don't Know,Disagree,,Disagree,Neither Agree Nor Disagree,Agree,Disagree,Disagree,40,Disagree,Disagree,Strongly Disagree,Agree,Don't Know,,Neither Agree Nor Disagree,Disagree,Agree,Agree,Strongly Agree,Agree,Agree,Strongly Disagree,65.63,Don't Know,Agree,Agree,Disagree,Disagree,,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,62.5,Disagree,Agree,Disagree,Agree,Strongly Disagree,Strongly Agree,Agree,Agree,Strongly Disagree +2016,633,Texas,Male,60-69,,,,,,1,1,1,Clinton,61.68,9,9,Strongly Agree,Strongly Disagree,Agree,41.67,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Agree,Agree,Disagree,25,Agree,Agree,Disagree,41.67,Disagree,Agree,Strongly Disagree,Strongly Disagree,85,Disagree,Disagree,Agree,Disagree,Agree,55,Not Applicable,Agree,Disagree,Agree,Neither Agree Nor Disagree,44.5,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Disagree,65.63,Agree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Agree,Disagree,Agree,Don't Know,Disagree,Agree,Agree,Agree,Disagree +2016,634,Texas,Female,40-49,,,,,,1,1,5,Clinton,49.67,7,5,Neither Agree Nor Disagree,Strongly Agree,Agree,25,Agree,Disagree,Agree,Agree,62.5,Agree,Strongly Agree,Strongly Disagree,8.33,Agree,Agree,Disagree,41.67,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,65,Disagree,Disagree,Disagree,Disagree,Disagree,35,Agree,Agree,Strongly Disagree,Agree,Agree,40,Agree,Neither Agree Nor Disagree,Agree,Strongly Disagree,Agree,Agree,Agree,Don't Know,48.91,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Agree,Disagree,Don't Know,60.63,Agree,Disagree,Agree,Agree,62.5,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree,,Agree,Strongly Agree,Strongly Disagree +2016,635,Texas,Male,60-69,,,,,,1,1,1,Stein,52.02,5,4,Agree,Agree,Agree,25,Agree,Agree,Agree,Agree,75,Strongly Agree,Neither Agree Nor Disagree,Disagree,25,Don't Know,Don't Know,Don't Know,47.92,Neither Agree Nor Disagree,Disagree,Don't Know,Don't Know,51,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Disagree,Don't Know,Strongly Agree,Don't Know,33.75,Don't Know,Don't Know,Agree,Disagree,Don't Know,Don't Know,Don't Know,Strongly Disagree,60.47,Agree,Agree,Agree,Don't Know,Don't Know,70,Strongly Disagree,Don't Know,Don't Know,Don't Know,63.75,Neither Agree Nor Disagree,Disagree,Don't Know,Neither Agree Nor Disagree,48.13,Neither Agree Nor Disagree,Don't Know,Don't Know,Don't Know,Strongly Disagree,Agree,Agree,Agree,Neither Agree Nor Disagree +2016,636,Texas,Male,60-69,,,,,,1,1,3,Clinton,54.08,7,7,Strongly Agree,Strongly Agree,Agree,8.33,Agree,Disagree,Strongly Agree,Neither Agree Nor Disagree,62.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Strongly Agree,Strongly Agree,Disagree,25,Agree,Strongly Agree,Disagree,Strongly Disagree,80,Agree,Disagree,Agree,Agree,Neither Agree Nor Disagree,70,Strongly Disagree,Agree,Agree,Agree,Disagree,50,Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Agree,Agree,Strongly Disagree,62.5,Agree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65,Disagree,Agree,Disagree,Agree,62.5,Disagree,Agree,Agree,Neither Agree Nor Disagree,56.25,Disagree,Disagree,Agree,Disagree,Disagree,Agree,Agree,Agree,Agree +2016,637,Texas,Male,30-39,,,,,,1,1,2,Clinton,57.81,7,8,Agree,Agree,Neither Agree Nor Disagree,33.33,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Strongly Agree,Strongly Agree,Disagree,8.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Agree,Agree,Disagree,Neither Agree Nor Disagree,60,Agree,Neither Agree Nor Disagree,Agree,Agree,Agree,70,Agree,Agree,Neither Agree Nor Disagree,Agree,Disagree,60,Neither Agree Nor Disagree,Disagree,Disagree,Agree,Strongly Agree,Agree,Strongly Agree,Strongly Disagree,62.5,Agree,Strongly Agree,Agree,Don't Know,Don't Know,79.75,Disagree,Strongly Agree,Agree,Agree,43.75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Don't Know,Agree,58.44,Disagree,Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Agree,Agree,Agree +2016,638,Texas,Female,30-39,,,,,,1,1,6,,57.24,7,7,Agree,Agree,Agree,25,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Agree,Agree,Neither Agree Nor Disagree,33.33,Don't Know,Don't Know,Don't Know,41.25,Disagree,Disagree,Disagree,Don't Know,52.5,Agree,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65,Don't Know,Don't Know,Disagree,Don't Know,Don't Know,45.25,Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Don't Know,Don't Know,Agree,Strongly Disagree,59.38,Agree,Agree,Agree,Not Applicable,Don't Know,70.25,Disagree,Agree,Strongly Disagree,Don't Know,66.56,Agree,Agree,Strongly Agree,Agree,81.25,Disagree,Strongly Agree,Agree,Disagree,Strongly Disagree,Agree,Agree,Agree,Strongly Disagree +2016,639,Texas,Male,50-59,,,,,,1,1,3,,54.08,8,8,Neither Agree Nor Disagree,Agree,Agree,33.33,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,31.25,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,47.5,Neither Agree Nor Disagree,Don't Know,Strongly Disagree,Disagree,72.25,Agree,Disagree,Agree,Agree,Agree,75,Not Applicable,Neither Agree Nor Disagree,Disagree,Agree,Don't Know,41.5,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,Agree,Strongly Disagree,59.38,Agree,Agree,Agree,Don't Know,Disagree,72.75,Neither Agree Nor Disagree,Disagree,Strongly Disagree,Agree,75,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,31.25,Disagree,Agree,Agree,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,Agree +2016,640,Texas,Female,30-39,,,,,,1,1,,,,9,8,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Strongly Agree,Agree,Strongly Agree,Don't Know,,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,,Agree,Strongly Agree,Neither Agree Nor Disagree,Don't Know,,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,Disagree,20,Don't Know,Strongly Agree,Don't Know,Neither Agree Nor Disagree,Don't Know,,Don't Know,Don't Know,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Don't Know,Don't Know,Strongly Disagree,,Don't Know,Strongly Agree,Strongly Agree,Don't Know,Don't Know,,Disagree,Agree,Disagree,Don't Know,,Neither Agree Nor Disagree,Agree,Don't Know,Agree,,Strongly Disagree,Disagree,Agree,Don't Know,Disagree,Agree,Agree,Strongly Agree,Disagree +2016,641,Texas,Male,60-69,,,,,,1,1,3,Clinton,58.98,7,7,Agree,Agree,Agree,25,Strongly Agree,Disagree,Disagree,Agree,56.25,Agree,Agree,Disagree,25,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Agree,Disagree,Disagree,75,Agree,Disagree,Agree,Agree,Neither Agree Nor Disagree,70,Not Applicable,Disagree,Disagree,Agree,Agree,30.5,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Disagree,65.63,Agree,Agree,Agree,Not Applicable,Disagree,72.5,Disagree,Disagree,Disagree,Agree,75,Agree,Disagree,Strongly Agree,Strongly Agree,75,Strongly Disagree,Agree,Disagree,Agree,Disagree,Strongly Agree,Strongly Agree,Agree,Agree +2016,642,Texas,Male,70-79,,,,,,1,1,5,Clinton,58.44,9,9,Disagree,Disagree,Agree,58.33,Agree,Strongly Agree,Strongly Agree,Agree,87.5,Agree,Strongly Agree,Strongly Disagree,8.33,Strongly Agree,Disagree,Disagree,50,Agree,Agree,Agree,Disagree,55,Agree,Disagree,Disagree,Agree,Disagree,55,Strongly Disagree,Disagree,Strongly Disagree,Neither Agree Nor Disagree,Disagree,30,Disagree,Disagree,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,65.63,Agree,Agree,Agree,Don't Know,Disagree,72.75,Agree,Disagree,Strongly Disagree,Agree,68.75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Agree,Disagree,,Agree,Strongly Agree,Agree,Agree +2016,643,Texas,Male,50-59,,,,,,,1,2,Clinton,57.04,6,5,Agree,Agree,Disagree,41.67,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,50.42,Disagree,Strongly Disagree,Agree,Don't Know,37.5,Disagree,Don't Know,Agree,Agree,Disagree,52.5,Don't Know,Don't Know,Don't Know,Agree,Don't Know,42.75,Don't Know,Don't Know,Agree,Strongly Agree,Agree,Agree,Agree,Strongly Disagree,70.31,Agree,Agree,Agree,Don't Know,Don't Know,74.5,Disagree,Agree,Disagree,Agree,62.5,Don't Know,Don't Know,Agree,Agree,73.75,Strongly Disagree,Disagree,Don't Know,Don't Know,Don't Know,Agree,Agree,Agree,Disagree +2016,644,Texas,Male,60-69,,,,,,1,1,5,Clinton,62.32,9,8,Agree,Neither Agree Nor Disagree,Disagree,50,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Disagree,8.33,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Disagree,Agree,Disagree,Disagree,75,Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Disagree,45,Neither Agree Nor Disagree,Agree,Agree,Agree,Disagree,60,Disagree,Disagree,Strongly Agree,Disagree,Agree,Strongly Agree,Agree,Don't Know,67.19,Agree,Strongly Agree,Strongly Agree,Not Applicable,Strongly Disagree,88.25,Disagree,Disagree,Disagree,Agree,75,Neither Agree Nor Disagree,Agree,Agree,Agree,68.75,Strongly Disagree,Neither Agree Nor Disagree,Agree,Disagree,Disagree,Strongly Agree,Strongly Agree,Agree,Neither Agree Nor Disagree +2016,645,Texas,Female,40-49,,,,,,1,1,2,Clinton,55.61,9,9,Agree,Strongly Agree,Strongly Agree,8.33,Agree,Agree,Strongly Agree,Agree,81.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Agree,Neither Agree Nor Disagree,33.33,Neither Agree Nor Disagree,Strongly Agree,Disagree,Neither Agree Nor Disagree,70,Agree,Agree,Disagree,Agree,Agree,55,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,40,Don't Know,Don't Know,Strongly Agree,Strongly Disagree,Agree,Agree,Agree,Don't Know,57.97,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,89,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Don't Know,Agree,72.81,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Agree,Agree,Disagree,Strongly Disagree +2016,646,Texas,Male,40-49,,,,,,1,1,4,Clinton,59.59,9,10,Disagree,Neither Agree Nor Disagree,Strongly Disagree,75,Disagree,Disagree,Neither Agree Nor Disagree,Strongly Agree,50,Strongly Agree,Agree,Strongly Disagree,8.33,Don't Know,Don't Know,Don't Know,58.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Disagree,60,Agree,Disagree,Agree,Agree,Strongly Disagree,60,Agree,Agree,Disagree,Disagree,Don't Know,62.75,Don't Know,Disagree,Agree,Agree,Disagree,Don't Know,Strongly Agree,Disagree,66.88,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,89.25,Disagree,Agree,Disagree,Agree,62.5,Agree,Disagree,Disagree,Disagree,37.5,Strongly Disagree,Agree,Disagree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Agree +2016,647,Texas,Male,50-59,,,,,,1,1,5,Clinton,53.06,7,2,Agree,Strongly Disagree,Strongly Disagree,75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,62.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Disagree,Disagree,Disagree,75,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Disagree,60,Disagree,Agree,Strongly Disagree,Strongly Disagree,Disagree,15,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Agree,Disagree,45,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Agree,Neither Agree Nor Disagree,75,Agree,Agree,Agree,Neither Agree Nor Disagree,Agree,60,Disagree,Agree,Disagree,Neither Agree Nor Disagree,56.25,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,43.75,Agree,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Strongly Disagree +2016,648,Texas,Male,30-39,,,,,,1,1,7,Clinton,78.49,10,10,,,Don't Know,,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Don't Know,Don't Know,Don't Know,35,Don't Know,Don't Know,Don't Know,53.75,Strongly Disagree,Strongly Agree,Don't Know,Strongly Disagree,93.25,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Don't Know,85.25,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,Strongly Disagree,89.75,Strongly Disagree,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,Don't Know,Strongly Agree,Strongly Agree,Strongly Disagree,76.72,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,80,Don't Know,Strongly Agree,Strongly Disagree,Strongly Agree,72.19,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Don't Know,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Disagree,Strongly Disagree +2016,649,Texas,Male,70-79,,,,,,1,1,5,Clinton,60.97,6,8,Disagree,Neither Agree Nor Disagree,Strongly Agree,41.67,Agree,Agree,Agree,Agree,75,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,16.67,Don't Know,Don't Know,Don't Know,61.25,Don't Know,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,80,Agree,Disagree,Neither Agree Nor Disagree,Disagree,Don't Know,51.75,Not Applicable,Strongly Disagree,Don't Know,Agree,Don't Know,40.5,Don't Know,Don't Know,Agree,Agree,Strongly Agree,Don't Know,Strongly Disagree,Don't Know,62.81,Don't Know,Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,82.25,Disagree,Agree,Don't Know,Agree,63.44,Agree,Agree,Agree,Agree,75,Strongly Disagree,Don't Know,Don't Know,Don't Know,Strongly Disagree,Strongly Agree,Don't Know,Strongly Agree,Strongly Agree +2016,650,Texas,Male,40-49,,,,,,1,1,5,Stein,70.64,10,8,Strongly Agree,Strongly Agree,Strongly Disagree,33.33,Agree,Agree,Agree,Strongly Agree,81.25,Agree,Agree,Disagree,25,Not Applicable,Agree,Agree,30.42,Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Strongly Agree,Don't Know,Strongly Agree,Agree,Strongly Disagree,63.5,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Strongly Disagree,95,Strongly Disagree,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,78.75,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,86.75,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,Don't Know,53.44,Neither Agree Nor Disagree,Strongly Agree,Agree,Strongly Agree,81.25,Strongly Disagree,Disagree,Don't Know,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree +2016,651,Texas,Male,40-49,,,,,,1,1,8,Stein,69.36,8,7,Agree,Strongly Disagree,Disagree,66.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Agree,Agree,Agree,25,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Disagree,Neither Agree Nor Disagree,Strongly Agree,Disagree,Don't Know,46.25,Agree,Strongly Agree,Agree,Strongly Disagree,Disagree,85,Strongly Disagree,Agree,Strongly Agree,Agree,Agree,Don't Know,Agree,Disagree,69.06,Agree,Agree,Agree,Don't Know,Don't Know,73,Strongly Disagree,Agree,Disagree,Agree,68.75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Disagree,Strongly Disagree,Don't Know,Agree,Don't Know,Strongly Agree,Strongly Agree +2016,652,Texas,Female,40-49,,,,,,1,1,3,Clinton,57.76,7,6,Neither Agree Nor Disagree,Disagree,Strongly Agree,41.67,Disagree,Disagree,Disagree,Disagree,25,Agree,Strongly Agree,Strongly Disagree,8.33,Disagree,Disagree,Disagree,75,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,90,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Disagree,50,Agree,Agree,Disagree,Agree,Strongly Disagree,60,Agree,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Strongly Disagree,50,Strongly Agree,Agree,Agree,Don't Know,Don't Know,76,Strongly Disagree,Agree,Disagree,Agree,68.75,Agree,Agree,Agree,Agree,75,Strongly Agree,Disagree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Disagree +2016,653,Texas,Male,40-49,,,,,,1,1,7,Clinton,63.78,8,7,Strongly Agree,Disagree,Neither Agree Nor Disagree,41.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Disagree,Disagree,Disagree,75,Disagree,Agree,Agree,Disagree,65,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Disagree,50,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Agree,Disagree,55,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Disagree,59.38,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Disagree,90,Disagree,Agree,Disagree,Agree,62.5,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Strongly Disagree,Agree,Strongly Agree,Disagree,Disagree,Strongly Agree,Agree,Agree,Neither Agree Nor Disagree +2016,654,Texas,Male,60-69,,,,,,1,1,5,Clinton,80.51,10,10,Strongly Disagree,Strongly Disagree,Agree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Strongly Agree,Strongly Disagree,0,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Disagree,70,Not Applicable,Agree,Agree,Disagree,Strongly Disagree,79,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,87.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Strongly Disagree,Strongly Agree,81.25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree +2016,655,Texas,Male,30-39,,,,,,1,1,6,,62.07,10,10,Agree,Strongly Agree,Disagree,33.33,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Agree,Strongly Agree,Disagree,16.67,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,65,Disagree,Disagree,Agree,Disagree,Neither Agree Nor Disagree,50,Not Applicable,Strongly Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,67.5,Disagree,Agree,Agree,Strongly Agree,Not Applicable,Strongly Agree,Strongly Agree,Disagree,72.34,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Agree,Disagree,Neither Agree Nor Disagree,56.25,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Agree,Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,656,Texas,Male,50-59,,,,,,1,1,1,Clinton,24.49,4,6,Agree,Strongly Agree,Strongly Agree,8.33,Neither Agree Nor Disagree,Disagree,Disagree,Agree,43.75,Agree,Strongly Agree,Strongly Disagree,8.33,Strongly Agree,Strongly Agree,Strongly Agree,0,Agree,Agree,Agree,Neither Agree Nor Disagree,40,Strongly Disagree,Disagree,Disagree,Strongly Disagree,Strongly Disagree,20,Disagree,Disagree,Disagree,Strongly Agree,Agree,20,Agree,Agree,Neither Agree Nor Disagree,Disagree,Disagree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,25,Disagree,Disagree,Disagree,Strongly Agree,Strongly Agree,15,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Disagree,Disagree,Disagree,25,Agree,Agree,Disagree,Agree,Agree,Disagree,Disagree,Strongly Disagree,Strongly Disagree +2016,657,Texas,Male,70-79,,,,,,1,1,3,Clinton,78.21,9,9,Strongly Agree,Strongly Agree,Agree,8.33,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,95,Not Applicable,Strongly Agree,Agree,Agree,Strongly Disagree,70,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,87.5,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,91.5,Strongly Disagree,Strongly Agree,Disagree,Strongly Agree,68.75,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Disagree,Agree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,658,Texas,Male,50-59,,,,,,1,1,3,Clinton,50.59,7,3,Don't Know,Strongly Agree,Strongly Agree,,Agree,Neither Agree Nor Disagree,Agree,Strongly Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,52.08,Agree,Don't Know,Don't Know,Don't Know,50.75,Neither Agree Nor Disagree,Agree,Don't Know,Agree,Disagree,48,Don't Know,Don't Know,Don't Know,Agree,Don't Know,49.75,Don't Know,Don't Know,Neither Agree Nor Disagree,Disagree,Don't Know,Don't Know,Don't Know,Strongly Disagree,56.25,Don't Know,Agree,Agree,Don't Know,Don't Know,69.25,Disagree,Agree,Don't Know,Don't Know,61.56,Agree,Strongly Disagree,Disagree,Strongly Agree,50,Disagree,Disagree,Disagree,Don't Know,Don't Know,Agree,Agree,Agree,Agree +2016,659,Texas,Female,50-59,,,,,,1,1,2,Clinton,34.64,8,5,Strongly Agree,Strongly Agree,Strongly Agree,0,Disagree,Disagree,Disagree,Disagree,25,Agree,Agree,Strongly Disagree,16.67,Strongly Agree,Strongly Agree,Strongly Disagree,33.33,Agree,Strongly Disagree,Strongly Agree,Agree,10,Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,25,Disagree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,10,Neither Agree Nor Disagree,Strongly Disagree,Agree,Disagree,Don't Know,Agree,Agree,Strongly Disagree,60,Disagree,Agree,Agree,Don't Know,Don't Know,60.5,Disagree,Agree,Disagree,Don't Know,60,Agree,Disagree,Disagree,Agree,50,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree +2016,660,Texas,Male,40-49,,,,,,1,1,3,Clinton,60.15,8,8,Agree,Strongly Agree,Agree,16.67,Agree,Agree,Agree,Agree,75,Strongly Agree,Agree,Strongly Disagree,8.33,Don't Know,Don't Know,Don't Know,55.42,Disagree,Strongly Agree,Disagree,Strongly Disagree,85,Agree,Disagree,Agree,Agree,Disagree,65,Disagree,Disagree,Disagree,Agree,Don't Know,33,Disagree,Disagree,Agree,Agree,Agree,Don't Know,Strongly Agree,Strongly Disagree,68.59,Agree,Agree,Agree,Don't Know,Disagree,73.5,Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,68.75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Disagree,Strongly Agree,Strongly Agree,Agree,Strongly Disagree +2016,661,Texas,Female,40-49,,,,,,1,1,3,Clinton,50.56,3,7,Strongly Agree,Strongly Agree,Strongly Agree,0,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Don't Know,48.75,Agree,Strongly Agree,Disagree,16.67,Don't Know,Don't Know,Don't Know,58.75,Don't Know,Agree,Don't Know,Don't Know,62,Agree,Disagree,Agree,Agree,Don't Know,67.25,Agree,Agree,Neither Agree Nor Disagree,Agree,Don't Know,57,Don't Know,Don't Know,Strongly Disagree,Disagree,Agree,Agree,Don't Know,Disagree,50.31,Don't Know,Disagree,Don't Know,Don't Know,Don't Know,64.5,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Strongly Agree,Agree,Strongly Agree,Don't Know,Don't Know,Don't Know,Agree,Agree +2016,662,Texas,Male,30-39,,,,,,1,1,3,Clinton,64.31,8,8,Agree,Agree,Agree,25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Agree,Disagree,Disagree,58.33,Strongly Disagree,Disagree,Disagree,Strongly Disagree,70,Agree,Disagree,Strongly Agree,Strongly Agree,Disagree,75,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Disagree,55,Disagree,Disagree,Agree,Disagree,Agree,Agree,Agree,Strongly Disagree,59.38,Agree,Agree,Agree,Not Applicable,Disagree,75.25,Strongly Disagree,Agree,Disagree,Agree,68.75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Agree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree +2016,663,Texas,Male,60-69,,,,,,1,1,4,,62.09,8,8,Strongly Agree,Neither Agree Nor Disagree,Disagree,41.67,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Strongly Agree,Strongly Agree,Disagree,8.33,Don't Know,Don't Know,Don't Know,50.83,Not Applicable,Agree,Not Applicable,Not Applicable,73.25,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Don't Know,57.25,Agree,Agree,Don't Know,Neither Agree Nor Disagree,Disagree,65,Disagree,Don't Know,Agree,Agree,Don't Know,Don't Know,Don't Know,Don't Know,66.88,Agree,Agree,Agree,Don't Know,Neither Agree Nor Disagree,67.25,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Don't Know,60.31,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Agree,Disagree,Don't Know,Agree,Agree,Agree,Agree +2016,664,Utah,Male,40-49,,,,,,1,1,5,,61.63,9,8,Agree,Agree,Disagree,41.67,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Agree,Neither Agree Nor Disagree,Disagree,50,Disagree,Agree,Disagree,Disagree,75,Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Not Applicable,Agree,Agree,Disagree,Disagree,70,Disagree,Disagree,Disagree,Agree,Agree,Agree,Agree,Disagree,62.5,Agree,Agree,Agree,Don't Know,Don't Know,75.25,Disagree,Disagree,Disagree,Don't Know,73.44,Disagree,Agree,Neither Agree Nor Disagree,Agree,56.25,Disagree,Agree,Agree,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,Agree +2016,665,Utah,Male,50-59,,,,,,1,1,2,Clinton,75.77,10,10,Disagree,Disagree,Strongly Disagree,83.33,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,16.67,Don't Know,Don't Know,Don't Know,59.17,Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Disagree,80,Agree,Disagree,Agree,Agree,Strongly Disagree,60,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,84.38,Agree,Strongly Agree,Strongly Agree,Not Applicable,Strongly Disagree,88.75,Strongly Disagree,Strongly Agree,Disagree,Not Applicable,60.31,Agree,Strongly Agree,Agree,Agree,81.25,Strongly Disagree,Agree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Agree +2016,666,Utah,Male,70-79,,,,,,1,1,4,Clinton,57.58,8,7,Agree,Agree,Disagree,41.67,Disagree,Agree,Strongly Agree,Strongly Agree,75,Strongly Agree,Agree,Strongly Disagree,8.33,Agree,Agree,Strongly Disagree,50,Disagree,Disagree,Strongly Disagree,Strongly Disagree,75,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Strongly Disagree,35,Strongly Disagree,Strongly Disagree,Neither Agree Nor Disagree,Agree,Disagree,30,Strongly Disagree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,Agree,62.5,Agree,Strongly Disagree,Agree,Don't Know,Don't Know,59.25,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,100,Agree,Strongly Agree,Agree,Agree,81.25,Strongly Disagree,Disagree,Strongly Agree,Disagree,Disagree,Agree,Strongly Agree,Disagree,Strongly Agree +2016,667,Vermont,Male,60-69,,,,,,1,1,4,Clinton,68.52,9,7,Disagree,Disagree,Disagree,75,Agree,Agree,Agree,Agree,75,Agree,Agree,Neither Agree Nor Disagree,33.33,Disagree,Disagree,Agree,58.33,Disagree,Agree,Strongly Disagree,Strongly Disagree,85,Agree,Disagree,Disagree,Agree,Don't Know,56.5,Disagree,Strongly Disagree,Agree,Neither Agree Nor Disagree,Disagree,45,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Agree,Agree,Agree,Disagree,78.13,Strongly Agree,Agree,Strongly Agree,Disagree,Disagree,85,Disagree,Agree,Disagree,Strongly Agree,68.75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Disagree,Strongly Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,668,Vermont,Female,40-49,,,,,,1,1,2,Clinton,74.46,10,7,Agree,Disagree,Disagree,58.33,Agree,Agree,Agree,Agree,75,Disagree,Neither Agree Nor Disagree,Agree,66.67,Disagree,Agree,Disagree,58.33,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,90,Agree,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Disagree,65,Agree,Strongly Disagree,Agree,Agree,Strongly Disagree,55,Strongly Disagree,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Don't Know,Agree,Strongly Disagree,77.97,Agree,Agree,Strongly Agree,Disagree,Strongly Disagree,85,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Agree,Agree +2016,669,Vermont,Female,40-49,,,,,,1,1,3,Clinton,68.04,10,8,Agree,Agree,Disagree,41.67,Agree,Strongly Agree,Strongly Agree,Strongly Agree,93.75,Not Applicable,Not Applicable,Not Applicable,25.42,Disagree,Disagree,Disagree,75,Disagree,Agree,Disagree,Disagree,75,Agree,Don't Know,Don't Know,Don't Know,Don't Know,56.5,Strongly Agree,Neither Agree Nor Disagree,Agree,Disagree,Disagree,75,Strongly Disagree,Disagree,Agree,Agree,Agree,Agree,Agree,Disagree,71.88,Agree,Agree,Agree,Not Applicable,Disagree,75.25,Disagree,Strongly Agree,Disagree,Not Applicable,55.94,Strongly Agree,Agree,Agree,Agree,81.25,Strongly Disagree,Neither Agree Nor Disagree,Agree,Strongly Disagree,Disagree,Strongly Agree,Agree,Agree,Agree +2016,670,Vermont,Male,40-49,,,,,,1,1,3,Clinton,89.9,10,8,Disagree,Disagree,Strongly Disagree,83.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Agree,75,Disagree,Disagree,Strongly Disagree,83.33,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Disagree,85,Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree,Strongly Agree,Disagree,87.5,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable,Strongly Disagree,96,Disagree,Agree,Strongly Disagree,Strongly Agree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,671,Virginia,Male,40-49,,,,,,1,1,2,Clinton,55.31,8,6,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,16.67,Agree,Agree,Agree,Strongly Agree,81.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Neither Agree Nor Disagree,Agree,33.33,Neither Agree Nor Disagree,Agree,Disagree,Disagree,70,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,Not Applicable,25,Neither Agree Nor Disagree,Agree,Agree,Disagree,Disagree,70,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Don't Know,Strongly Disagree,64.22,Agree,Strongly Agree,Agree,Don't Know,Don't Know,84.25,Agree,Agree,Disagree,Neither Agree Nor Disagree,43.75,Agree,Agree,Agree,Agree,75,Disagree,Strongly Agree,Strongly Agree,Don't Know,Disagree,Agree,Agree,Strongly Agree,Disagree +2016,672,Virginia,Male,60-69,,,,,,1,1,8,Stein,75.26,8,8,Agree,Agree,Disagree,41.67,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Strongly Disagree,Agree,Agree,66.67,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Disagree,Neither Agree Nor Disagree,50,Disagree,Agree,Agree,Strongly Disagree,Neither Agree Nor Disagree,65,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Agree,Agree,Agree,Strongly Agree,Strongly Disagree,71.88,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,89.75,Strongly Disagree,Strongly Disagree,Strongly Disagree,Don't Know,97.19,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Don't Know,Don't Know,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,673,Virginia,Female,50-59,,,,,,1,1,2,Clinton,54.87,8,7,Strongly Agree,Strongly Agree,Disagree,25,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Agree,62.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Disagree,Disagree,64.17,Disagree,Disagree,Disagree,Strongly Disagree,60,Agree,Disagree,Agree,Disagree,Don't Know,59,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,Strongly Disagree,45,Disagree,Disagree,Disagree,Agree,Agree,Not Applicable,Strongly Agree,Strongly Disagree,63.13,Agree,Agree,Agree,Don't Know,Disagree,74.25,Disagree,Agree,Disagree,Agree,62.5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,56.25,Strongly Disagree,Strongly Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,674,Virginia,Female,40-49,,,,,,,,3,,52.04,7,4,Strongly Agree,Strongly Agree,Strongly Agree,0,Disagree,Disagree,Don't Know,Don't Know,52.19,Don't Know,Don't Know,Don't Know,37.5,Strongly Agree,Agree,Don't Know,30.83,Don't Know,Don't Know,Don't Know,Don't Know,67.75,Strongly Disagree,Disagree,Don't Know,Disagree,Disagree,37.25,Don't Know,Disagree,Disagree,Agree,Don't Know,34.5,Agree,Don't Know,Disagree,Disagree,Don't Know,Don't Know,Agree,Strongly Disagree,45.78,Don't Know,Agree,Don't Know,Don't Know,Don't Know,81,Strongly Disagree,Strongly Disagree,Strongly Disagree,Not Applicable,93.13,Don't Know,Don't Know,Don't Know,Don't Know,73.75,Don't Know,Strongly Agree,Agree,Neither Agree Nor Disagree,Disagree,Don't Know,Don't Know,Agree,Neither Agree Nor Disagree +2016,675,Virginia,Male,30-39,,,,,,1,1,3,Clinton,74.67,9,9,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,83.33,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,87.5,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,16.67,Don't Know,Disagree,Don't Know,64.17,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Don't Know,65.75,Don't Know,Don't Know,Don't Know,Strongly Agree,Don't Know,43.75,Strongly Disagree,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Don't Know,84.06,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Don't Know,97.75,Don't Know,Don't Know,Don't Know,Don't Know,64.38,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,87.5,Strongly Disagree,Agree,Don't Know,Disagree,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,676,Virginia,Male,50-59,,,,,,1,1,4,Clinton,59.34,9,6,Strongly Agree,Strongly Disagree,Strongly Disagree,66.67,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Agree,Strongly Agree,Disagree,16.67,Strongly Agree,Agree,Don't Know,27.92,Strongly Agree,Neither Agree Nor Disagree,Agree,Strongly Disagree,40,Agree,Strongly Agree,Strongly Disagree,Disagree,Neither Agree Nor Disagree,30,Not Applicable,Strongly Disagree,Disagree,Agree,Don't Know,34.25,Strongly Disagree,Don't Know,Agree,Agree,Agree,Agree,Strongly Agree,Strongly Disagree,72.19,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree +2016,677,Virginia,Male,20-29,,,,,,1,1,5,Stein,54.54,9,8,Strongly Agree,Agree,Disagree,33.33,Agree,Agree,Agree,Agree,75,Agree,Strongly Agree,Strongly Disagree,8.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Agree,Agree,Disagree,65,Disagree,Agree,Agree,Disagree,Neither Agree Nor Disagree,40,Strongly Disagree,Neither Agree Nor Disagree,Agree,Disagree,Agree,45,Disagree,Neither Agree Nor Disagree,Agree,Disagree,Agree,Strongly Disagree,Don't Know,Strongly Disagree,48.13,Agree,Agree,Agree,Don't Know,Don't Know,76.75,Strongly Disagree,Agree,Disagree,Don't Know,69.69,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Agree,Strongly Disagree,Don't Know,Agree,Don't Know,Strongly Agree,Agree +2016,678,Virginia,Male,50-59,,,,,,1,1,2,Clinton,58.6,7,7,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,16.67,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Neither Agree Nor Disagree,Disagree,50,Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,70,Disagree,Neither Agree Nor Disagree,Agree,Disagree,Strongly Disagree,35,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,60,Disagree,Disagree,Agree,Strongly Agree,Agree,Don't Know,Agree,Strongly Disagree,70.47,Agree,Strongly Agree,Agree,Not Applicable,Disagree,81.25,Disagree,Agree,Disagree,Agree,62.5,Agree,Neither Agree Nor Disagree,Don't Know,Agree,69.06,Strongly Disagree,Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Don't Know,Strongly Agree,Strongly Disagree +2016,679,Virginia,Male,50-59,,,,,,,1,5,Clinton,60.28,8,10,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Neither Agree Nor Disagree,Disagree,Agree,Agree,56.25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,62.92,Disagree,Agree,Disagree,Strongly Disagree,80,Agree,Agree,Don't Know,Disagree,Don't Know,46.5,Disagree,Agree,Don't Know,Neither Agree Nor Disagree,Don't Know,54.5,Don't Know,Don't Know,Agree,Disagree,Don't Know,Agree,Agree,Don't Know,63.28,Don't Know,Agree,Agree,Don't Know,Don't Know,81.25,Disagree,Disagree,Disagree,Don't Know,75.31,Agree,Agree,Don't Know,Agree,74.06,Strongly Disagree,Disagree,Agree,Don't Know,Don't Know,Agree,Agree,Agree,Agree +2016,680,Virginia,Male,40-49,,,,,,,,6,,52.55,8,4,Agree,Agree,Disagree,41.67,Agree,Disagree,Agree,Strongly Agree,68.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65,Disagree,Disagree,Agree,Disagree,Agree,55,Disagree,Disagree,Strongly Disagree,Strongly Agree,Agree,15,Agree,Disagree,Disagree,Strongly Agree,Agree,Agree,Agree,Disagree,59.38,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Neither Agree Nor Disagree,Disagree,Agree,68.75,Disagree,Agree,Agree,Agree,62.5,Disagree,Agree,Agree,Agree,Disagree,Disagree,Agree,Agree,Agree +2016,681,Virginia,Female,40-49,,,,,,1,1,3,Clinton,62.78,9,9,Strongly Agree,Agree,Agree,16.67,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Don't Know,Don't Know,Don't Know,62.08,Don't Know,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65.5,Neither Agree Nor Disagree,Agree,Don't Know,Neither Agree Nor Disagree,Agree,55,Agree,Agree,Agree,Disagree,Don't Know,75.25,Don't Know,Don't Know,Agree,Agree,Agree,Agree,Agree,Strongly Disagree,63.91,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Agree,Disagree,Disagree,Agree,Agree,Agree,Disagree +2016,682,Virginia,Female,30-39,,,,,,1,1,7,Clinton,48.06,6,5,Strongly Agree,Strongly Agree,Strongly Agree,0,Disagree,Agree,Strongly Disagree,Strongly Disagree,25,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Disagree,Don't Know,64.17,Disagree,Agree,Don't Know,Don't Know,61.25,Don't Know,Don't Know,Don't Know,Don't Know,Strongly Agree,64.25,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Agree,Don't Know,52.75,Don't Know,Strongly Disagree,Strongly Agree,Disagree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,70.94,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Don't Know,Don't Know,65,Strongly Disagree,Strongly Agree,Strongly Disagree,Don't Know,69.69,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,0,Disagree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,Disagree,Neither Agree Nor Disagree,Disagree,Disagree +2016,683,Virginia,Male,50-59,,,,,,1,1,4,Clinton,72.19,10,7,Strongly Disagree,Strongly Disagree,Strongly Agree,66.67,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Not Applicable,Not Applicable,Not Applicable,26.67,Agree,Disagree,Disagree,58.33,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,80,Agree,Disagree,Agree,Strongly Agree,Strongly Disagree,65,Agree,Agree,Strongly Disagree,Strongly Agree,Strongly Disagree,50,Don't Know,Strongly Disagree,Agree,Strongly Agree,Agree,Agree,Agree,Strongly Disagree,72.81,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Disagree,Agree,Disagree,Agree,62.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Don't Know,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,684,Virginia,Male,30-39,,,,,,,1,3,Clinton,59.85,8,8,Neither Agree Nor Disagree,Don't Know,Agree,,Disagree,Agree,Agree,Agree,62.5,Agree,Strongly Agree,Strongly Disagree,8.33,Don't Know,Don't Know,Don't Know,62.5,Don't Know,Don't Know,Don't Know,Don't Know,81.25,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,49.5,Don't Know,Don't Know,Don't Know,Agree,Don't Know,49.25,Don't Know,Don't Know,Disagree,Agree,Don't Know,Agree,Don't Know,Strongly Disagree,63.28,Don't Know,Agree,Agree,Don't Know,Don't Know,79,Don't Know,Don't Know,Don't Know,Don't Know,59.69,Agree,Agree,Don't Know,Agree,77.19,Strongly Disagree,Agree,Don't Know,Agree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree +2016,685,Virginia,Female,40-49,,,,,,1,1,3,Clinton,57.53,8,6,Agree,Disagree,Disagree,58.33,Agree,Agree,Agree,Agree,75,Don't Know,Disagree,Don't Know,42.92,Don't Know,Don't Know,Don't Know,61.25,Disagree,Agree,Disagree,Disagree,75,Strongly Disagree,Disagree,Strongly Disagree,Disagree,Disagree,25,Disagree,Disagree,Disagree,Don't Know,Disagree,40.25,Agree,Agree,Agree,Agree,Agree,Agree,Agree,Don't Know,56.72,Don't Know,Strongly Agree,Don't Know,Not Applicable,Disagree,80.25,Disagree,Agree,Disagree,Agree,62.5,Disagree,Agree,Agree,Neither Agree Nor Disagree,56.25,Disagree,Disagree,Disagree,Disagree,Disagree,Agree,Disagree,Agree,Disagree +2016,686,Virginia,Male,60-69,1,,,,,1,1,3,Clinton,68.04,9,7,Disagree,Disagree,Agree,58.33,Agree,Agree,Agree,Agree,75,Strongly Agree,Agree,Strongly Disagree,8.33,Strongly Agree,Disagree,Disagree,50,Disagree,Agree,Strongly Disagree,Strongly Disagree,85,Agree,Disagree,Agree,Agree,Disagree,65,Not Applicable,Strongly Agree,Agree,Neither Agree Nor Disagree,Disagree,71.5,Disagree,Disagree,Agree,Strongly Agree,Agree,Agree,Agree,Disagree,71.88,Agree,Strongly Agree,Strongly Agree,Not Applicable,Strongly Disagree,90.25,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Strongly Disagree,Agree,Disagree,Disagree,Disagree,Strongly Agree,Strongly Agree,Agree,Agree +2016,687,Virginia,Male,70-79,,,,,,1,1,4,Clinton,53.29,6,6,Agree,Strongly Agree,Agree,16.67,Agree,Disagree,Strongly Agree,Strongly Agree,75,Agree,Strongly Agree,Disagree,16.67,Don't Know,Disagree,Don't Know,65.42,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Disagree,65,Neither Agree Nor Disagree,Agree,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,40,Disagree,Disagree,Disagree,Agree,Neither Agree Nor Disagree,30,Disagree,Agree,Agree,Disagree,Agree,Don't Know,Agree,Strongly Disagree,54.38,Strongly Agree,Strongly Agree,Agree,Not Applicable,Don't Know,86,Disagree,Agree,Disagree,Agree,62.5,Neither Agree Nor Disagree,Disagree,Agree,Agree,56.25,Disagree,Agree,Neither Agree Nor Disagree,Disagree,Disagree,Agree,Agree,Agree,Agree +2016,688,Virginia,Female,50-59,,,,,,1,1,2,Clinton,46.58,5,5,Disagree,Disagree,Strongly Agree,50,,,,Not Applicable,76.88,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Agree,Disagree,41.67,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,50,Agree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Strongly Disagree,40,Disagree,Disagree,Strongly Disagree,Neither Agree Nor Disagree,Agree,25,Agree,Disagree,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,31.25,Agree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Strongly Disagree,Strongly Agree,Agree,Agree,Strongly Disagree,Strongly Agree,Agree,Agree,Agree +2016,689,Virginia,Male,50-59,,,,,,1,1,3,,52.76,5,4,Agree,Strongly Agree,Strongly Agree,8.33,Agree,Agree,Agree,Agree,75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Agree,Agree,Disagree,41.67,Agree,Agree,Disagree,Disagree,65,Disagree,Disagree,Disagree,Disagree,Disagree,35,Agree,Agree,Disagree,Agree,Disagree,55,Agree,Disagree,Disagree,Agree,Agree,Agree,Agree,Strongly Disagree,53.13,Agree,Agree,Agree,Don't Know,Don't Know,77,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Disagree,Agree,Strongly Agree,Don't Know,Disagree,Agree,Agree,Strongly Agree,Strongly Agree +2016,690,Virginia,Female,40-49,,,,,,1,1,4,Clinton,64.26,8,8,Agree,Agree,Neither Agree Nor Disagree,33.33,Agree,Strongly Agree,Agree,Agree,81.25,Disagree,Agree,Neither Agree Nor Disagree,50,Don't Know,Don't Know,Don't Know,51.25,Don't Know,Agree,Disagree,Disagree,74.5,Agree,Disagree,Neither Agree Nor Disagree,Agree,Agree,70,Not Applicable,Disagree,Strongly Disagree,Disagree,Don't Know,45,Don't Know,Don't Know,Agree,Agree,Agree,Don't Know,Agree,Disagree,68.44,Agree,Agree,Agree,Not Applicable,Disagree,74.25,Disagree,Agree,Disagree,Don't Know,63.44,Agree,Agree,Agree,Agree,75,Disagree,Agree,Don't Know,Don't Know,Disagree,Agree,Agree,Agree,Agree +2016,691,Virginia,Female,40-49,,,,,,1,1,4,Clinton,58.11,6,6,Don't Know,Don't Know,Agree,,Agree,Agree,Don't Know,Don't Know,76.88,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Don't Know,Don't Know,62.92,Don't Know,Agree,Don't Know,Don't Know,67.5,Disagree,Agree,Agree,Disagree,Don't Know,39.25,Don't Know,Don't Know,Don't Know,Agree,Don't Know,51.5,Don't Know,Don't Know,Agree,Neither Agree Nor Disagree,Don't Know,Don't Know,Don't Know,Disagree,66.88,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,80,Don't Know,Agree,Neither Agree Nor Disagree,Don't Know,55,Don't Know,Agree,Don't Know,Don't Know,74.38,Don't Know,Strongly Agree,Strongly Agree,Disagree,Disagree,Agree,Agree,Agree,Disagree +2016,692,Virginia,Male,30-39,,,,,,1,1,2,Clinton,67.09,9,8,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,41.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Agree,Agree,Agree,25,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,70,Agree,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,65,Agree,Agree,Agree,Neither Agree Nor Disagree,Disagree,70,Disagree,Disagree,Agree,Strongly Agree,Agree,Don't Know,Don't Know,Strongly Disagree,68.91,Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,92.25,Disagree,Agree,Strongly Disagree,Agree,68.75,Agree,Agree,Agree,Agree,75,Disagree,Disagree,Strongly Agree,Disagree,Strongly Disagree,Agree,Agree,Agree,Disagree +2016,693,Virginia,Female,60-69,,,,,,1,1,2,Clinton,59.41,8,8,Agree,Agree,Disagree,41.67,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,63.75,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Don't Know,66,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Disagree,Don't Know,46.25,Disagree,Disagree,Don't Know,Agree,Don't Know,32.5,Don't Know,Don't Know,Strongly Agree,Agree,Don't Know,Agree,Agree,Don't Know,72.34,Agree,Agree,Agree,Don't Know,Don't Know,76,Don't Know,Agree,Disagree,Don't Know,59.38,Agree,Agree,Agree,Agree,75,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,Agree,Agree,Agree,Agree +2016,694,Virginia,Male,30-39,,,,,,1,1,3,,59.26,8,7,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,41.67,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Agree,Neither Agree Nor Disagree,Disagree,50,Disagree,Agree,Disagree,Disagree,75,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,45,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,55,Disagree,Disagree,Neither Agree Nor Disagree,Agree,Disagree,Don't Know,Agree,Disagree,58.28,Agree,Agree,Agree,Don't Know,Disagree,72.5,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Agree,Agree,75,Disagree,Agree,Disagree,Disagree,Disagree,Don't Know,Don't Know,Agree,Neither Agree Nor Disagree +2016,695,Virginia,Male,60-69,,,,,,1,1,3,Clinton,65.66,9,9,Agree,Strongly Agree,Agree,16.67,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Agree,Strongly Agree,Disagree,16.67,Strongly Agree,Disagree,Agree,33.33,Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,90,Agree,Disagree,Disagree,Disagree,Not Applicable,46.5,Disagree,Disagree,Disagree,Disagree,Strongly Disagree,50,Don't Know,Don't Know,Agree,Strongly Agree,Don't Know,Don't Know,Strongly Agree,Strongly Disagree,73.13,Agree,Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,90,Strongly Disagree,Agree,Strongly Disagree,Strongly Agree,81.25,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Strongly Disagree,Neither Agree Nor Disagree,Agree,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Disagree +2016,696,Virginia,Male,50-59,,,,,,1,1,5,Clinton,74.49,8,6,Agree,Agree,Strongly Disagree,50,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Strongly Agree,Strongly Agree,Strongly Disagree,0,Strongly Disagree,Strongly Disagree,Strongly Disagree,100,Disagree,Disagree,Strongly Disagree,Strongly Disagree,65,Strongly Disagree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Strongly Disagree,50,Agree,Disagree,Agree,Disagree,Strongly Disagree,70,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,87.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Strongly Disagree,Strongly Agree,81.25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Disagree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Don't Know,Strongly Agree,Strongly Agree +2016,697,Virginia,Female,30-39,,,,,,1,1,4,Clinton,54.08,6,7,Agree,Strongly Agree,Agree,16.67,Neither Agree Nor Disagree,Agree,Agree,Agree,68.75,Agree,Strongly Agree,Strongly Disagree,8.33,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Agree,Disagree,Neither Agree Nor Disagree,70,Agree,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,65,Neither Agree Nor Disagree,Disagree,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,35,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,Agree,Agree,Agree,Strongly Disagree,50,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Agree,Disagree,Neither Agree Nor Disagree,56.25,Agree,Agree,Agree,Agree,75,Disagree,Agree,Strongly Agree,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,Disagree +2016,698,Virginia,Female,40-49,,,,,,,1,2,Clinton,51.94,8,4,Agree,Agree,Strongly Agree,16.67,Agree,Neither Agree Nor Disagree,Agree,Agree,68.75,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,16.67,Agree,Agree,Don't Know,42.5,Don't Know,Don't Know,Strongly Agree,Don't Know,47.25,Strongly Disagree,Disagree,Agree,Disagree,Disagree,40,Agree,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,30,Don't Know,Don't Know,Agree,Agree,Don't Know,Agree,Agree,Disagree,70.16,Don't Know,Agree,Agree,Don't Know,Don't Know,79,Disagree,Agree,Agree,Agree,50,Agree,Agree,Agree,Agree,75,Neither Agree Nor Disagree,Disagree,Disagree,Disagree,Disagree,Agree,Agree,Agree,Agree +2016,699,Washington,Male,40-49,,,,,,1,1,3,Clinton,72.58,9,7,Agree,Disagree,Disagree,58.33,Agree,Strongly Agree,Agree,Strongly Agree,87.5,Disagree,Disagree,Agree,75,Strongly Agree,Disagree,Disagree,50,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Agree,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65,Not Applicable,Agree,Don't Know,Disagree,Disagree,66.25,Strongly Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree,Agree,Disagree,81.25,Agree,Disagree,Agree,Disagree,Disagree,65,Disagree,Agree,Neither Agree Nor Disagree,Agree,56.25,Agree,Agree,Agree,Strongly Agree,81.25,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Disagree,Strongly Agree +2016,700,Washington,Male,50-59,,,,,,1,1,1,Clinton,69.54,10,8,Strongly Disagree,Neither Agree Nor Disagree,Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Strongly Agree,Strongly Disagree,0,Don't Know,Disagree,Strongly Disagree,70,Agree,Neither Agree Nor Disagree,Disagree,Strongly Disagree,60,Agree,Neither Agree Nor Disagree,Agree,Agree,Neither Agree Nor Disagree,65,Don't Know,Agree,Disagree,Strongly Agree,Agree,34.5,Strongly Disagree,Strongly Disagree,Strongly Agree,Agree,Strongly Agree,Agree,Agree,Strongly Disagree,78.13,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Agree,Disagree,Neither Agree Nor Disagree,62.5,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,701,Washington,Male,30-39,,,,,,1,1,3,Clinton,76.51,10,5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Strongly Disagree,66.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Don't Know,Don't Know,Don't Know,27.5,Disagree,Disagree,Strongly Disagree,83.33,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Strongly Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Not Applicable,85.75,Strongly Disagree,Strongly Disagree,Don't Know,Strongly Agree,Don't Know,21.75,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,84.38,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,94,Strongly Disagree,Strongly Agree,Disagree,Strongly Agree,68.75,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,95.94,Strongly Disagree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Agree,Agree,Disagree +2016,702,Washington,Male,50-59,,,,,,1,1,4,,71.17,8,7,Neither Agree Nor Disagree,Disagree,Strongly Disagree,75,Agree,Agree,Agree,Agree,75,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,58.33,Don't Know,Don't Know,Don't Know,50.83,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Agree,Disagree,Agree,Agree,Neither Agree Nor Disagree,70,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,60,Disagree,Don't Know,Agree,Agree,Strongly Agree,Agree,Agree,Not Applicable,68.28,Agree,Agree,Agree,Don't Know,Disagree,72.75,Disagree,Agree,Strongly Disagree,Agree,68.75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Disagree,Disagree,Disagree,Agree,Agree,Agree,Agree +2016,703,Washington,Male,30-39,,,,,,,1,4,Clinton,81.12,10,10,Disagree,Neither Agree Nor Disagree,Strongly Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Don't Know,Don't Know,Don't Know,33.75,Don't Know,Don't Know,Don't Know,53.33,Disagree,Strongly Agree,Disagree,Disagree,85,Strongly Agree,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,Don't Know,77.25,Not Applicable,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Not Applicable,78,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Don't Know,84.53,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Don't Know,77.81,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,704,Washington,Male,60-69,,,,,,1,1,2,Clinton,70.46,9,3,Disagree,Disagree,Disagree,75,Strongly Agree,Strongly Agree,Agree,Agree,87.5,Neither Agree Nor Disagree,Agree,Disagree,33.33,Don't Know,Don't Know,Strongly Disagree,70.83,Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,90,Strongly Disagree,Disagree,Agree,Strongly Disagree,Strongly Disagree,30,Agree,Agree,Strongly Disagree,Strongly Agree,Strongly Disagree,50,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree,Agree,Strongly Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,88,Strongly Disagree,Strongly Agree,Strongly Disagree,Agree,68.75,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Disagree,Not Applicable,Strongly Disagree,Strongly Disagree,Not Applicable,Strongly Agree,Strongly Agree,Strongly Agree +2016,705,Washington,Female,30-39,,,,,,1,1,1,Clinton,65.87,10,4,Agree,Agree,Strongly Disagree,50,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Don't Know,Don't Know,Disagree,54.58,Agree,Disagree,Neither Agree Nor Disagree,Disagree,40,Agree,Disagree,Agree,Agree,Disagree,65,Agree,Disagree,Neither Agree Nor Disagree,Agree,Disagree,50,Strongly Disagree,Strongly Disagree,Strongly Agree,Disagree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,74.38,Don't Know,Strongly Agree,Strongly Agree,Don't Know,Disagree,84,Strongly Disagree,Agree,Disagree,Don't Know,68.44,Agree,Strongly Agree,Agree,Agree,81.25,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,706,West Virginia,Male,30-39,,,,,,1,1,3,Clinton,70.54,9,8,Disagree,Disagree,Strongly Disagree,83.33,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Don't Know,Don't Know,Don't Know,22.92,Don't Know,Don't Know,Don't Know,45.83,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Disagree,50,Don't Know,Strongly Agree,Don't Know,Agree,Disagree,62.75,Disagree,Don't Know,Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Agree,Strongly Disagree,76.09,Don't Know,Strongly Agree,Don't Know,Don't Know,Don't Know,83.25,Strongly Disagree,Agree,Disagree,Agree,68.75,Don't Know,Agree,Don't Know,Agree,71.56,Strongly Disagree,Disagree,Don't Know,Don't Know,Don't Know,Agree,Agree,Strongly Agree,Strongly Agree +2016,707,West Virginia,Male,30-39,,,,,,1,1,3,Clinton,60.74,8,2,Agree,Strongly Agree,Agree,16.67,Disagree,Strongly Disagree,Agree,Agree,43.75,Disagree,Disagree,Don't Know,54.17,Don't Know,Don't Know,Don't Know,48.33,Strongly Disagree,Strongly Agree,Disagree,Strongly Disagree,95,Neither Agree Nor Disagree,Strongly Disagree,Agree,Agree,Disagree,65,Don't Know,Don't Know,Don't Know,Strongly Agree,Don't Know,44.25,Disagree,Strongly Disagree,Strongly Agree,Strongly Disagree,Don't Know,Don't Know,Don't Know,Strongly Disagree,63.44,Don't Know,Strongly Agree,Strongly Agree,Not Applicable,Strongly Disagree,88,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,75,Disagree,Disagree,Strongly Agree,Disagree,43.75,Disagree,Strongly Agree,Disagree,Don't Know,Strongly Disagree,Don't Know,Don't Know,Strongly Agree,Strongly Agree +2016,708,Wisconsin,Male,40-49,,,,,,1,1,5,,56.1,8,8,Agree,Strongly Agree,Agree,16.67,Agree,Strongly Agree,Agree,Agree,81.25,Strongly Agree,Agree,Strongly Disagree,8.33,Don't Know,Don't Know,Don't Know,46.67,Disagree,Agree,Strongly Disagree,Disagree,80,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,40,Strongly Disagree,Disagree,Disagree,Agree,Disagree,30,Disagree,Don't Know,Agree,Strongly Agree,Agree,Agree,Strongly Agree,Strongly Disagree,70.78,Don't Know,Agree,Agree,Don't Know,Disagree,73.5,Agree,Neither Agree Nor Disagree,Strongly Disagree,Agree,62.5,Neither Agree Nor Disagree,Agree,Agree,Agree,68.75,Disagree,Agree,Don't Know,Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Agree,Disagree +2016,709,Wisconsin,Female,60-69,,,,,,1,1,3,Clinton,43.42,8,5,Agree,Agree,Strongly Agree,16.67,Agree,Disagree,Agree,Agree,62.5,Strongly Agree,Strongly Agree,Disagree,8.33,Strongly Agree,Agree,Neither Agree Nor Disagree,25,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,50,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Neither Agree Nor Disagree,40,Disagree,Disagree,Disagree,Strongly Agree,Neither Agree Nor Disagree,25,Neither Agree Nor Disagree,Don't Know,Disagree,Disagree,Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,47.03,Agree,Strongly Agree,Agree,Don't Know,Neither Agree Nor Disagree,75.25,Agree,Agree,Disagree,Agree,50,Neither Agree Nor Disagree,Disagree,Agree,Neither Agree Nor Disagree,50,Neither Agree Nor Disagree,Strongly Agree,Agree,Agree,Disagree,Agree,Agree,Agree,Disagree +2016,710,Wisconsin,Male,40-49,,,,,,1,1,3,,65.51,9,8,Agree,Neither Agree Nor Disagree,Disagree,50,Strongly Agree,Strongly Agree,Agree,Agree,87.5,Strongly Agree,Agree,Strongly Disagree,8.33,Strongly Agree,Neither Agree Nor Disagree,Disagree,41.67,Strongly Disagree,Agree,Disagree,Strongly Disagree,85,Agree,Disagree,Agree,Agree,Strongly Disagree,60,Not Applicable,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,59.25,Don't Know,Don't Know,Agree,Strongly Agree,Strongly Agree,Agree,Disagree,Strongly Disagree,64.22,Agree,Agree,Agree,Disagree,Strongly Disagree,80,Disagree,Disagree,Strongly Disagree,Strongly Agree,87.5,Agree,Agree,Neither Agree Nor Disagree,Agree,68.75,Strongly Disagree,Disagree,Disagree,Don't Know,Disagree,Strongly Agree,Strongly Agree,Agree,Agree +2016,711,Wisconsin,Male,70-79,,,,,,,1,3,Clinton,54.08,3,3,Disagree,Strongly Agree,Strongly Agree,25,Disagree,Strongly Disagree,Agree,Agree,43.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,50,Disagree,Agree,Disagree,Disagree,75,Disagree,Disagree,Disagree,Agree,Neither Agree Nor Disagree,50,Agree,Disagree,Strongly Disagree,Agree,Disagree,40,Strongly Disagree,Strongly Disagree,Disagree,Strongly Agree,Agree,Agree,Agree,Disagree,71.88,Agree,Agree,Agree,Disagree,Disagree,75,Disagree,Agree,Disagree,Agree,62.5,Agree,Disagree,Agree,Neither Agree Nor Disagree,56.25,Agree,Strongly Agree,Agree,Disagree,Disagree,Agree,Agree,Agree,Disagree +2016,712,Wisconsin,Female,60-69,,,,,,,1,2,Clinton,56.1,8,9,Don't Know,Strongly Agree,Strongly Agree,,Don't Know,Disagree,Don't Know,Don't Know,59.38,Strongly Agree,Don't Know,Strongly Disagree,7.5,Don't Know,Don't Know,Don't Know,57.92,Don't Know,Agree,Don't Know,Don't Know,68,Don't Know,Don't Know,Don't Know,Don't Know,Don't Know,55.5,Don't Know,Don't Know,Don't Know,Agree,Don't Know,47.75,Don't Know,Don't Know,Don't Know,Strongly Agree,Strongly Agree,Don't Know,Don't Know,Disagree,75.16,Don't Know,Agree,Don't Know,Don't Know,Don't Know,74.75,Strongly Agree,Agree,Disagree,Agree,43.75,Don't Know,Agree,Don't Know,Don't Know,65.63,Strongly Disagree,Strongly Disagree,Don't Know,Don't Know,Strongly Disagree,Don't Know,Agree,Agree,Don't Know +2016,713,Wisconsin,Male,50-59,,,,,,1,1,3,Clinton,51.22,6,4,Agree,Agree,Strongly Agree,16.67,Agree,Agree,Agree,Agree,75,Strongly Agree,Agree,Strongly Disagree,8.33,Agree,Agree,Agree,25,Agree,Agree,Don't Know,Don't Know,67,Disagree,Disagree,Disagree,Disagree,Disagree,35,Don't Know,Don't Know,Agree,Agree,Don't Know,52.75,Strongly Agree,Disagree,Disagree,Strongly Agree,Disagree,Don't Know,Don't Know,Disagree,52.34,Agree,Agree,Agree,Don't Know,Don't Know,76,Agree,Agree,Disagree,Don't Know,51.25,Agree,Agree,Don't Know,Neither Agree Nor Disagree,70.63,Disagree,Strongly Disagree,Strongly Agree,Don't Know,Strongly Disagree,Agree,Agree,Strongly Agree,Disagree +2016,714,Wisconsin,Male,40-49,,,,,,1,1,3,Clinton,61.58,9,9,Agree,Strongly Agree,Strongly Agree,8.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Agree,Agree,Strongly Disagree,8.33,Strongly Agree,Agree,Strongly Disagree,41.67,Strongly Disagree,Agree,Strongly Disagree,Disagree,75,Disagree,Neither Agree Nor Disagree,Agree,Disagree,Strongly Disagree,35,Disagree,Disagree,Disagree,Strongly Agree,Agree,20,Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,78.44,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,100,Don't Know,Agree,Disagree,Strongly Agree,66.25,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Strongly Disagree,Strongly Disagree,Agree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree +2016,715,Wisconsin,Male,30-39,,,,,,1,1,3,Clinton,56.56,6,6,Agree,Strongly Agree,Strongly Agree,8.33,Don't Know,Agree,Don't Know,Don't Know,81.88,Agree,Strongly Agree,Strongly Disagree,8.33,Don't Know,Don't Know,Don't Know,50,Disagree,Agree,Don't Know,Don't Know,78.5,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,Don't Know,51.5,Agree,Don't Know,Disagree,Neither Agree Nor Disagree,Don't Know,52.75,Don't Know,Don't Know,Disagree,Agree,Agree,Don't Know,Agree,Disagree,63.28,Don't Know,Agree,Agree,Don't Know,Disagree,79.75,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,37.5,Neither Agree Nor Disagree,Don't Know,Don't Know,Don't Know,68.75,Neither Agree Nor Disagree,Agree,Agree,Don't Know,Strongly Disagree,Neither Agree Nor Disagree,Don't Know,Agree,Disagree +2016,716,Wisconsin,Female,40-49,,,,,1,1,1,3,Clinton,47.19,8,5,Strongly Agree,Strongly Agree,Strongly Agree,0,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,68.75,Strongly Agree,Strongly Agree,Strongly Disagree,0,Strongly Agree,Strongly Agree,Disagree,25,Strongly Agree,Strongly Agree,Disagree,Strongly Disagree,60,Strongly Disagree,Don't Know,Disagree,Strongly Disagree,Strongly Disagree,17.5,Strongly Disagree,Strongly Disagree,Disagree,Agree,Strongly Agree,10,Disagree,Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Disagree,68.75,Strongly Agree,Strongly Agree,Agree,Strongly Disagree,Strongly Disagree,95,Strongly Agree,Strongly Agree,Strongly Disagree,Agree,43.75,Strongly Agree,Disagree,Strongly Agree,Strongly Agree,81.25,Disagree,Disagree,Strongly Agree,Disagree,Strongly Disagree,Neither Agree Nor Disagree,Agree,Don't Know,Strongly Disagree +2016,717,Wisconsin,Male,30-39,,,,,,1,1,3,Clinton,54.46,7,8,Agree,Agree,Strongly Agree,16.67,Agree,Neither Agree Nor Disagree,Don't Know,Agree,71.56,Strongly Agree,Agree,Strongly Disagree,8.33,Agree,Neither Agree Nor Disagree,Don't Know,50.42,Don't Know,Neither Agree Nor Disagree,Don't Know,Don't Know,68,Neither Agree Nor Disagree,Disagree,Disagree,Disagree,Strongly Disagree,35,Not Applicable,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Don't Know,50,Don't Know,Don't Know,Disagree,Strongly Agree,Not Applicable,Don't Know,Agree,Don't Know,65.47,Agree,Agree,Agree,Don't Know,Don't Know,77.75,Disagree,Agree,Strongly Disagree,Not Applicable,69.06,Neither Agree Nor Disagree,Disagree,Don't Know,Neither Agree Nor Disagree,50.63,Strongly Disagree,Neither Agree Nor Disagree,Disagree,Don't Know,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Neither Agree Nor Disagree +2016,718,Wisconsin,Male,50-59,,,,,,1,1,2,Clinton,58.21,7,6,Agree,Strongly Agree,Agree,16.67,Agree,Agree,Agree,Agree,75,Strongly Agree,Agree,Disagree,16.67,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,58.33,Disagree,Agree,Neither Agree Nor Disagree,Disagree,70,Disagree,Disagree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,55,Agree,Agree,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,55,Neither Agree Nor Disagree,Disagree,Agree,Agree,Agree,Don't Know,Agree,Disagree,65.31,Agree,Agree,Agree,Don't Know,Disagree,76,Agree,Agree,Disagree,Agree,50,Neither Agree Nor Disagree,Agree,Agree,Agree,68.75,Disagree,Agree,Agree,Neither Agree Nor Disagree,Strongly Disagree,Agree,Agree,Agree,Disagree +2016,719,Wisconsin,Male,50-59,,,,,,1,1,,,,8,7,Agree,Agree,Strongly Agree,16.67,Strongly Agree,Agree,Strongly Agree,Agree,87.5,Strongly Agree,Agree,Strongly Disagree,8.33,Strongly Agree,Disagree,Neither Agree Nor Disagree,41.67,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Disagree,95,Agree,Disagree,Agree,Agree,Strongly Disagree,60,Not Applicable,Disagree,Disagree,Agree,Disagree,,Strongly Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Strongly Agree,Agree,Disagree,81.25,Strongly Agree,Strongly Agree,Strongly Agree,Disagree,Strongly Disagree,95,Neither Agree Nor Disagree,Agree,Strongly Disagree,Agree,62.5,Agree,Agree,Agree,Strongly Agree,81.25,Strongly Disagree,Strongly Disagree,Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,720,Wisconsin,Male,30-39,,,,,,1,1,3,Clinton,41.79,4,4,Neither Agree Nor Disagree,Strongly Agree,Strongly Agree,16.67,Disagree,Strongly Disagree,Disagree,Disagree,18.75,Agree,Strongly Agree,Disagree,16.67,Don't Know,Don't Know,Don't Know,55.83,Strongly Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,60,Disagree,Agree,Neither Agree Nor Disagree,Disagree,Disagree,30,Don't Know,Disagree,Disagree,Strongly Agree,Don't Know,34.25,Agree,Agree,Strongly Disagree,Neither Agree Nor Disagree,Agree,Agree,Agree,Strongly Disagree,40.63,Agree,Agree,Don't Know,Don't Know,Disagree,77.25,Disagree,Strongly Agree,Don't Know,Don't Know,60.63,Don't Know,Strongly Disagree,Neither Agree Nor Disagree,Strongly Disagree,32.5,Neither Agree Nor Disagree,Agree,Don't Know,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Disagree,Strongly Agree,Agree +2016,721,Wyoming,Male,50-59,,,,,,1,1,4,Clinton,56.38,8,7,Agree,Agree,Agree,25,Agree,Disagree,Agree,Agree,62.5,Neither Agree Nor Disagree,Agree,Neither Agree Nor Disagree,41.67,Don't Know,Don't Know,Don't Know,60,Disagree,Neither Agree Nor Disagree,Disagree,Disagree,60,Disagree,Agree,Disagree,Neither Agree Nor Disagree,Don't Know,32,Don't Know,Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,47.5,Don't Know,Don't Know,Agree,Neither Agree Nor Disagree,Agree,Agree,Agree,Disagree,67.34,Agree,Agree,Agree,Neither Agree Nor Disagree,Neither Agree Nor Disagree,65,Disagree,Disagree,Disagree,Neither Agree Nor Disagree,68.75,,,,,74.06,Disagree,Disagree,Disagree,Disagree,Disagree,Agree,Agree,Agree,Agree +2016,722,Wyoming,Male,60-69,,,,,,,1,3,Clinton,69.8,9,9,Disagree,Agree,Strongly Disagree,66.67,Agree,Agree,Agree,Agree,75,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,55.83,Disagree,Agree,Strongly Disagree,Strongly Disagree,85,Agree,Don't Know,Don't Know,Agree,Don't Know,64.75,Not Applicable,Agree,Disagree,Strongly Disagree,Don't Know,65.5,Disagree,Don't Know,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,79.06,Agree,Agree,Agree,Don't Know,Don't Know,71.75,Strongly Disagree,Not Applicable,Strongly Disagree,Not Applicable,77.19,Agree,Agree,Don't Know,Agree,75.31,Strongly Disagree,Strongly Disagree,Don't Know,Don't Know,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,723,Wyoming,Male,70-79,,,,,,1,1,3,Clinton,69.39,9,8,Disagree,Agree,Disagree,58.33,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Disagree,Agree,Disagree,41.67,Neither Agree Nor Disagree,Disagree,Disagree,66.67,Disagree,Disagree,Disagree,Strongly Disagree,70,Agree,Disagree,Agree,Agree,Neither Agree Nor Disagree,70,Disagree,Disagree,Agree,Disagree,Disagree,55,Disagree,Neither Agree Nor Disagree,Strongly Agree,Agree,Agree,Neither Agree Nor Disagree,Agree,Disagree,65.63,Neither Agree Nor Disagree,Strongly Agree,Agree,Strongly Disagree,Strongly Disagree,85,Disagree,Agree,Strongly Disagree,Agree,68.75,Agree,Agree,Agree,Agree,75,Strongly Disagree,Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree +2016,724,Wyoming,Female,60-69,,,,,,1,1,2,Clinton,69.67,9,8,Agree,Strongly Agree,Strongly Disagree,41.67,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree,100,Agree,Agree,Disagree,25,Don't Know,Don't Know,Don't Know,60,Disagree,Agree,Disagree,Strongly Disagree,80,Strongly Agree,Don't Know,Strongly Agree,Strongly Agree,Don't Know,78.5,Don't Know,Disagree,Agree,Strongly Agree,Strongly Disagree,49,Strongly Disagree,Don't Know,Strongly Agree,Agree,Strongly Agree,Don't Know,Strongly Agree,Disagree,82.5,Don't Know,Strongly Agree,Don't Know,Don't Know,Don't Know,79,Disagree,Agree,Disagree,Agree,62.5,Agree,Agree,Don't Know,Agree,72.81,Strongly Disagree,Disagree,Don't Know,Disagree,Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Agree +2016,725,Wyoming,Male,40-49,,,,,,1,1,3,Clinton,65.77,10,10,Agree,Strongly Agree,Agree,16.67,Agree,Agree,Strongly Agree,Strongly Agree,87.5,Strongly Agree,Don't Know,Strongly Disagree,4.58,Don't Know,Agree,Don't Know,42.08,Agree,Agree,Strongly Disagree,Strongly Disagree,70,Agree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Disagree,75,Neither Agree Nor Disagree,Agree,Strongly Disagree,Agree,Strongly Disagree,50,Strongly Disagree,Agree,Strongly Agree,Strongly Agree,Not Applicable,Don't Know,Don't Know,Strongly Disagree,71.88,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Don't Know,91.5,Strongly Disagree,Strongly Agree,Strongly Disagree,Strongly Agree,75,Strongly Agree,Agree,Strongly Agree,Strongly Agree,93.75,Strongly Disagree,Agree,Strongly Agree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Not Applicable +2016,726,Wyoming,Male,40-49,,,,,,1,1,4,Clinton,71.33,9,7,Agree,Strongly Agree,Strongly Disagree,41.67,Strongly Agree,Agree,Agree,Strongly Agree,87.5,Agree,Strongly Agree,Disagree,16.67,Disagree,Disagree,Strongly Disagree,83.33,Disagree,Agree,Disagree,Strongly Disagree,80,Agree,Disagree,Agree,Agree,Disagree,65,Agree,Disagree,Disagree,Neither Agree Nor Disagree,Disagree,50,Disagree,Strongly Disagree,Agree,Agree,Strongly Agree,Agree,Strongly Agree,Strongly Disagree,75,Strongly Agree,Strongly Agree,Strongly Agree,Don't Know,Strongly Disagree,93,Strongly Disagree,Disagree,Strongly Disagree,Not Applicable,88.75,Strongly Agree,Agree,Agree,Agree,81.25,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Disagree,Strongly Agree,Strongly Agree,Strongly Agree,Strongly Agree diff --git a/Datasets/Assignment-A2-StudentsPerformance.csv b/Datasets/Assignment-A2-StudentsPerformance.csv new file mode 100644 index 0000000..301a46b --- /dev/null +++ b/Datasets/Assignment-A2-StudentsPerformance.csv @@ -0,0 +1,1001 @@ +gender,race/ethnicity,parental level of education,lunch,test preparation course,math score,reading score,writing score +female,group B,bachelor's 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+6,2.9,4.5,1.5,"Versicolor" +5.7,2.6,3.5,1,"Versicolor" +5.5,2.4,3.8,1.1,"Versicolor" +5.5,2.4,3.7,1,"Versicolor" +5.8,2.7,3.9,1.2,"Versicolor" +6,2.7,5.1,1.6,"Versicolor" +5.4,3,4.5,1.5,"Versicolor" +6,3.4,4.5,1.6,"Versicolor" +6.7,3.1,4.7,1.5,"Versicolor" +6.3,2.3,4.4,1.3,"Versicolor" +5.6,3,4.1,1.3,"Versicolor" +5.5,2.5,4,1.3,"Versicolor" +5.5,2.6,4.4,1.2,"Versicolor" +6.1,3,4.6,1.4,"Versicolor" +5.8,2.6,4,1.2,"Versicolor" +5,2.3,3.3,1,"Versicolor" +5.6,2.7,4.2,1.3,"Versicolor" +5.7,3,4.2,1.2,"Versicolor" +5.7,2.9,4.2,1.3,"Versicolor" +6.2,2.9,4.3,1.3,"Versicolor" +5.1,2.5,3,1.1,"Versicolor" +5.7,2.8,4.1,1.3,"Versicolor" +6.3,3.3,6,2.5,"Virginica" +5.8,2.7,5.1,1.9,"Virginica" +7.1,3,5.9,2.1,"Virginica" +6.3,2.9,5.6,1.8,"Virginica" +6.5,3,5.8,2.2,"Virginica" +7.6,3,6.6,2.1,"Virginica" +4.9,2.5,4.5,1.7,"Virginica" +7.3,2.9,6.3,1.8,"Virginica" +6.7,2.5,5.8,1.8,"Virginica" +7.2,3.6,6.1,2.5,"Virginica" +6.5,3.2,5.1,2,"Virginica" +6.4,2.7,5.3,1.9,"Virginica" +6.8,3,5.5,2.1,"Virginica" +5.7,2.5,5,2,"Virginica" +5.8,2.8,5.1,2.4,"Virginica" +6.4,3.2,5.3,2.3,"Virginica" +6.5,3,5.5,1.8,"Virginica" +7.7,3.8,6.7,2.2,"Virginica" +7.7,2.6,6.9,2.3,"Virginica" +6,2.2,5,1.5,"Virginica" +6.9,3.2,5.7,2.3,"Virginica" +5.6,2.8,4.9,2,"Virginica" +7.7,2.8,6.7,2,"Virginica" +6.3,2.7,4.9,1.8,"Virginica" +6.7,3.3,5.7,2.1,"Virginica" +7.2,3.2,6,1.8,"Virginica" +6.2,2.8,4.8,1.8,"Virginica" +6.1,3,4.9,1.8,"Virginica" +6.4,2.8,5.6,2.1,"Virginica" +7.2,3,5.8,1.6,"Virginica" +7.4,2.8,6.1,1.9,"Virginica" +7.9,3.8,6.4,2,"Virginica" +6.4,2.8,5.6,2.2,"Virginica" +6.3,2.8,5.1,1.5,"Virginica" +6.1,2.6,5.6,1.4,"Virginica" +7.7,3,6.1,2.3,"Virginica" +6.3,3.4,5.6,2.4,"Virginica" +6.4,3.1,5.5,1.8,"Virginica" +6,3,4.8,1.8,"Virginica" +6.9,3.1,5.4,2.1,"Virginica" +6.7,3.1,5.6,2.4,"Virginica" +6.9,3.1,5.1,2.3,"Virginica" +5.8,2.7,5.1,1.9,"Virginica" +6.8,3.2,5.9,2.3,"Virginica" +6.7,3.3,5.7,2.5,"Virginica" +6.7,3,5.2,2.3,"Virginica" +6.3,2.5,5,1.9,"Virginica" +6.5,3,5.2,2,"Virginica" +6.2,3.4,5.4,2.3,"Virginica" +5.9,3,5.1,1.8,"Virginica" \ No newline at end of file diff --git a/Notebooks/Notebook-A1 (Data Wrangling-1).ipynb b/Notebooks/Notebook-A1 (Data Wrangling-1).ipynb new file mode 100644 index 0000000..f72a6b8 --- /dev/null +++ b/Notebooks/Notebook-A1 (Data Wrangling-1).ipynb @@ -0,0 +1,571 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "5ed97617-c927-48b4-857c-c4d75b98fe2c", + "metadata": {}, + "source": [ + "# Notebook-A1 (Data Wrangling-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "a93305d3-03c9-479e-bde3-fb0d06ea8d39", + "metadata": {}, + "outputs": [], + "source": [ + "# Import libraries\n", + "import pandas as pd\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "8bf62160-0384-4a3f-b25e-11e28c8b8df4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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sepal.lengthsepal.widthpetal.lengthpetal.width
count150.000000150.000000150.000000150.000000
mean5.8433333.0573333.7580001.199333
std0.8280660.4358661.7652980.762238
min4.3000002.0000001.0000000.100000
25%5.1000002.8000001.6000000.300000
50%5.8000003.0000004.3500001.300000
75%6.4000003.3000005.1000001.800000
max7.9000004.4000006.9000002.500000
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" + ], + "text/plain": [ + " sepal.length sepal.width petal.length petal.width\n", + "count 150.000000 150.000000 150.000000 150.000000\n", + "mean 5.843333 3.057333 3.758000 1.199333\n", + "std 0.828066 0.435866 1.765298 0.762238\n", + "min 4.300000 2.000000 1.000000 0.100000\n", + "25% 5.100000 2.800000 1.600000 0.300000\n", + "50% 5.800000 3.000000 4.350000 1.300000\n", + "75% 6.400000 3.300000 5.100000 1.800000\n", + "max 7.900000 4.400000 6.900000 2.500000" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load the dataset into DataFrame\n", + "df=pd.read_csv('iris.csv')\n", + "df.describe() # Print description of DataFrame" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "7c813f91-5100-463a-a848-2ef9f46344bc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "First 5 values:\n", + " sepal.length sepal.width petal.length petal.width variety\n", + "0 5.1 3.5 1.4 0.2 Setosa\n", + "1 4.9 3.0 1.4 0.2 Setosa\n", + "2 4.7 3.2 1.3 0.2 Setosa\n", + "3 4.6 3.1 1.5 0.2 Setosa\n", + "4 5.0 3.6 1.4 0.2 Setosa\n", + "Last 5 values:\n", + " sepal.length sepal.width petal.length petal.width variety\n", + "145 6.7 3.0 5.2 2.3 Virginica\n", + "146 6.3 2.5 5.0 1.9 Virginica\n", + "147 6.5 3.0 5.2 2.0 Virginica\n", + "148 6.2 3.4 5.4 2.3 Virginica\n", + "149 5.9 3.0 5.1 1.8 Virginica\n" + ] + } + ], + "source": [ + "# Print first and last 5 values\n", + "print(\"First 5 values:\\n\", df.head())\n", + "print (\"Last 5 values:\\n\", df.tail())" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "78fa6d44-7c39-4306-a5d7-0fd5ff94243a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 False\n", + "1 False\n", + "2 False\n", + "3 False\n", + "4 False\n", + " ... \n", + "145 False\n", + "146 False\n", + "147 False\n", + "148 False\n", + "149 False\n", + "Length: 150, dtype: bool" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Print duplicated values\n", + "df.duplicated()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "5da58b1d-c458-4eb5-b23c-053c02934efd", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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sepal.lengthsepal.widthpetal.lengthpetal.widthvariety
0FalseFalseFalseFalseFalse
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..................
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150 rows × 5 columns

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" + ], + "text/plain": [ + " sepal.length sepal.width petal.length petal.width variety\n", + "0 False False False False False\n", + "1 False False False False False\n", + "2 False False False False False\n", + "3 False False False False False\n", + "4 False False False False False\n", + ".. ... ... ... ... ...\n", + "145 False False False False False\n", + "146 False False False False False\n", + "147 False False False False False\n", + "148 False False False False False\n", + "149 False False False False False\n", + "\n", + "[150 rows x 5 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Print null values true/false\n", + "df.isnull()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "3b6face6-d366-4a05-9fd4-baff133e24f6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 150 entries, 0 to 149\n", + "Data columns (total 5 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 sepal.length 150 non-null float64\n", + " 1 sepal.width 150 non-null float64\n", + " 2 petal.length 150 non-null float64\n", + " 3 petal.width 150 non-null float64\n", + " 4 variety 150 non-null object \n", + "dtypes: float64(4), object(1)\n", + "memory usage: 6.0+ KB\n" + ] + } + ], + "source": [ + "# Print summary of DataFrame\n", + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "f08a00a4-c82a-49a9-bbaa-427d5cc4db96", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(150, 5)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Print shape, i.e. rows + columns\n", + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "186866fe-7614-4a4d-b929-31bd37f80027", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 False\n", + "1 False\n", + "2 False\n", + "3 False\n", + "4 False\n", + " ... \n", + "145 False\n", + "146 False\n", + "147 False\n", + "148 False\n", + "149 False\n", + "Name: sepal.length, Length: 150, dtype: bool" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Print null (true/false) values in sepal.length column\n", + "df[\"sepal.length\"].isnull()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "5bc1e082-9818-450d-b76d-5dd3a2103e00", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " sepal.length sepal.width petal.width variety\n", + "0 5.1 3.5 0.2 Setosa\n", + "1 4.9 3.0 0.2 Setosa\n", + "2 4.7 3.2 0.2 Setosa\n", + "3 4.6 3.1 0.2 Setosa\n", + "4 5.0 3.6 0.2 Setosa\n", + ".. ... ... ... ...\n", + "145 6.7 3.0 2.3 Virginica\n", + "146 6.3 2.5 1.9 Virginica\n", + "147 6.5 3.0 2.0 Virginica\n", + "148 6.2 3.4 2.3 Virginica\n", + "149 5.9 3.0 1.8 Virginica\n", + "\n", + "[150 rows x 4 columns]\n" + ] + } + ], + "source": [ + "# Delete/Drop petal.length column\n", + "y = df.drop([\"petal.length\"], axis=1) # axis=1 column. For row, axis=0\n", + "print(y)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "dcccff24-c97e-4832-9cc1-cd701a3a9a34", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " sepal.length sepal.width petal.length petal.width variety\n", + "0 5.1 3.5 1.4 0.2 0\n", + "1 4.9 3.0 1.4 0.2 0\n", + "2 4.7 3.2 1.3 0.2 0\n", + "3 4.6 3.1 1.5 0.2 0\n", + "4 5.0 3.6 1.4 0.2 0\n", + ".. ... ... ... ... ...\n", + "145 6.7 3.0 5.2 2.3 1\n", + "146 6.3 2.5 5.0 1.9 1\n", + "147 6.5 3.0 5.2 2.0 1\n", + "148 6.2 3.4 5.4 2.3 1\n", + "149 5.9 3.0 5.1 1.8 1\n", + "\n", + "[150 rows x 5 columns]\n" + ] + } + ], + "source": [ + "# In variety column, replace Setosa with 0 and Virginica with 1\n", + "df['variety'].replace(['Setosa', 'Virginica'], [0,1], inplace=True)\n", + "print(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "97d22793-657e-4df7-a7f1-01d70886ef57", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "sepal.length 0\n", + "sepal.width 0\n", + "petal.length 0\n", + "petal.width 0\n", + "variety 0\n", + "dtype: int64" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Print sum of NULL values in each column\n", + "df.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "id": "e3f0c5c4-a930-4dbc-8300-99fb7cb7c991", + "metadata": {}, + "source": [ + "---" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Notebooks/Notebook-A10 (Data Visualization-3).ipynb b/Notebooks/Notebook-A10 (Data Visualization-3).ipynb new file mode 100644 index 0000000..993b305 --- /dev/null +++ b/Notebooks/Notebook-A10 (Data Visualization-3).ipynb @@ -0,0 +1,398 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "41237e8e-d76b-4939-bfd1-13ed5984a473", + "metadata": {}, + "source": [ + "# Notebook-A10 (Data Visualization-3)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "890b5c5d-3b54-4e61-b313-0cb16781f5c1", + "metadata": {}, + "outputs": [], + "source": [ + "# Import libraries\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "6cbe6c12-0461-4ef4-9160-70b4dceefdff", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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sepal.lengthsepal.widthpetal.lengthpetal.widthvariety
05.13.51.40.2Setosa
14.93.01.40.2Setosa
24.73.21.30.2Setosa
34.63.11.50.2Setosa
45.03.61.40.2Setosa
\n", + "
" + ], + "text/plain": [ + " sepal.length sepal.width petal.length petal.width variety\n", + "0 5.1 3.5 1.4 0.2 Setosa\n", + "1 4.9 3.0 1.4 0.2 Setosa\n", + "2 4.7 3.2 1.3 0.2 Setosa\n", + "3 4.6 3.1 1.5 0.2 Setosa\n", + "4 5.0 3.6 1.4 0.2 Setosa" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load dataset into Pandas DataFrame\n", + "df = pd.read_csv('iris.csv')\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "8d858785-cae8-464b-8ebc-d8114355b9af", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Feature and their types:\n" + ] + }, + { + "data": { + "text/plain": [ + "sepal.length float64\n", + "sepal.width float64\n", + "petal.length float64\n", + "petal.width float64\n", + "variety object\n", + "dtype: object" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Features & their datatypes\n", + "print(\"Feature and their types:\")\n", + "df.dtypes" + ] + }, + { + "cell_type": "markdown", + "id": "3eb11a8a-4dcc-4786-b8b5-0dbf87a51baf", + "metadata": {}, + "source": [ + "Here, the 4 features i.e. 'sepal_length', 'sepal_width', 'petal_length',\n", + " 'petal_width' have Numerical data while 'variety' has \n", + "nominal/categorical." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "ebcb8f2e-55c5-4eee-9d9e-5447fb461345", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Histogram for each numerical feature\n", + "plt.figure(figsize=(12, 6))\n", + "\n", + "for i, column in enumerate(df.columns[:-1]): # Exclude 'species' column\n", + " plt.subplot(2, 2, i + 1)\n", + "\n", + " ax = plt.hist(df[column], edgecolor=\"black\")\n", + " plt.gca().bar_label(plt.gca().containers[0], fmt='%d') # Add count labels\n", + " plt.title(f\"Histogram of {column}\")\n", + " plt.xlabel(column)\n", + " plt.ylabel(\"Frequency\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "7329e12f-ed2a-4234-b9eb-05f2c04177c6", + "metadata": {}, + "source": [ + "A histogram is a graphical representation of the distribution of a \n", + "dataset, where data is grouped into bins, and the height of each bar \n", + "represents the frequency of values within each bin." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8cc6e39b-f1ac-464c-88c8-dad766d1aa19", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Boxplot (for identifying outliers in this case)\n", + "plt.figure(figsize=(12, 6))\n", + "for i, column in enumerate(df.columns[:-1]): # Exclude 'species' column\n", + " ax = plt.subplot(2, 2, i + 1)\n", + " # Create boxplot and store it in a container\n", + " box_container = sns.boxplot(x=df[column], ax=ax, color='salmon')\n", + " plt.title(f\"Boxplot of {column}\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "e864c68b-1ea8-48c7-b735-272f8430cb34", + "metadata": {}, + "source": [ + "A boxplot visually represents the distribution of a dataset using five \n", + "key statistics: minimum, first quartile (Q1), median (Q2), third \n", + "quartile (Q3), and maximum, with potential outliers shown as individual \n", + "points." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d6d1e35d-9806-43a5-bf1b-66a0ff595b68", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Feature: sepal.length\n", + " Mean: 5.84, Median: 5.80, Std Dev: 0.83\n", + " Outliers Detected: No \n", + "----------------------------------------\n", + "\n", + "Feature: sepal.width\n", + " Mean: 3.06, Median: 3.00, Std Dev: 0.44\n", + " Outliers Detected: Yes \n", + " Outlier Values: [4.4, 4.1, 4.2, 2.0]\n", + "----------------------------------------\n", + "\n", + "Feature: petal.length\n", + " Mean: 3.76, Median: 4.35, Std Dev: 1.77\n", + " Outliers Detected: No \n", + "----------------------------------------\n", + "\n", + "Feature: petal.width\n", + " Mean: 1.20, Median: 1.30, Std Dev: 0.76\n", + " Outliers Detected: No \n", + "----------------------------------------\n" + ] + } + ], + "source": [ + "# Detecting outliers\n", + "for column in df.columns[:-1]: # Exclude 'species' column\n", + " Q1 = df[column].quantile(0.25)\n", + " Q3 = df[column].quantile(0.75)\n", + " \n", + " IQR = Q3 - Q1\n", + " \n", + " lower_bound = Q1 - 1.5 * IQR\n", + " upper_bound = Q3 + 1.5 * IQR\n", + " \n", + " outliers = df[(df[column] < lower_bound) | (df[column] > upper_bound)][column]\n", + "\n", + " print(f\"\\nFeature: {column}\")\n", + " print(f\" Mean: {df[column].mean():.2f}, Median: {df[column].median():.2f}, Std Dev: {df[column].std():.2f}\")\n", + " print(f\" Outliers Detected: {'Yes' if not outliers.empty else 'No'}\",\"\\n \" f\"Outlier Values: {outliers.tolist()}\" if not outliers.empty else \"\")\n", + " print(\"-\" * 40)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "6a6135d7-2365-4898-a070-b67219872e50", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Violin plot\n", + "plt.figure(figsize=(12, 8))\n", + "for i, column in enumerate(df.columns[:-1]): # Exclude 'species' column\n", + " plt.subplot(2, 2, i + 1)\n", + " sns.violinplot(x=df[\"variety\"], y=df[column], palette=\"Set2\", hue=df['variety'])\n", + " plt.title(f\"Violin Plot of {column} by variety\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "693ebf45-ebc1-486d-88ac-f65479a3b17b", + "metadata": {}, + "source": [ + "A violin plot combines a boxplot with a density plot, showing the \n", + "distribution, median, quartiles, and the overall shape of the data." + ] + }, + { + "cell_type": "markdown", + "id": "95579ef0-6abc-4f87-ac82-66c752929ba3", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "68e4aff1-1f39-407d-8f1f-859738461f48", + "metadata": {}, + "source": [ + "**Conclusion**\n", + "\n", + "1. The Iris dataset consists of four numerical features (sepal length, sepal width, petal length, and petal width) and one categorical feature (variety), which includes three classes: Setosa, Versicolor, and Virginica.\n", + "\n", + "2. Histograms and boxplots revealed the distribution of each feature, with sepal width showing some outliers, identified using the IQR method.\n", + "\n", + "3. Violin plots demonstrated the variation of different features across species, showing that Setosa is distinct from the other two species, while Versicolor and Virginica overlap in some features.\n", + "\n", + "The analysis helped visualize data distribution, identify outliers, and understand feature relationships, providing insights for further classification tasks." + ] + }, + { + "cell_type": "markdown", + "id": "61d0d3aa-4b71-4b18-b59d-9bb445bfa042", + "metadata": {}, + "source": [ + "---" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Notebooks/Notebook-A2 (Data Wrangling-2).ipynb b/Notebooks/Notebook-A2 (Data Wrangling-2).ipynb new file mode 100644 index 0000000..ce73fd0 --- /dev/null +++ b/Notebooks/Notebook-A2 (Data Wrangling-2).ipynb @@ -0,0 +1,983 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "6ce3d040-a50f-459c-b494-e172f2897780", + "metadata": {}, + "source": [ + "# Notebook-A2 (Data Wrangling-2)\n", + "\n", + "- “Academic performance” wala\n", + "- Dataset generated here, not imported" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "ce0d3ca6-fec0-4d3f-82b5-8ef92256525a", + "metadata": {}, + "outputs": [], + "source": [ + "# Import libraries\n", + "import pandas as pd\n", + "# import pandas as shriniwas\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "24b47cb9-c955-4325-ad62-4b215d73398c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\"\\nIF YOU WISH TO MANUALLY ENTER DATA, YOU CAN DO SO. HERE'S AN EXAMPLE\\n\\ndata = {\\n 'Student_id': [1,2,3,4,5,6,7,8,9,10],\\n 'Name': ['Ayan', 'Priya', 'Sahil', 'Riya', 'Kunal', 'Tanya', 'Rahul', 'Anjali', 'Raj', 'Neha'],\\n 'Age': [18, 20, 21, 22, 25, 18, 18, 19, 23, 24],\\n 'Gender': ['Female', 'Male', 'Female', 'Female', 'Male', 'Male', 'Female', 'Male', 'Male', 'Female'],\\n 'Scores': [[64, 54, 72], [93, 69, 82], [87, 90, 80], [94, 93, 85], [88, 77, 78], [81, 90, 65], [55, 97, 54], [54, 68, 97], [92, 67, 76],\\n [58, 96, 61]],\\n 'Attendance': [92, 95, 85, 88, 96, 80, 97, 78, 93, 89],\\n 'Grade': ['B', 'C', 'F', 'C', 'F', 'D', 'D', 'C', 'C', 'A']\\n}\\n\"" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Generate data\n", + "np.random.seed(50) #for consistency\n", + "\n", + "data = {\n", + " 'Student_id': range(1, 51),\n", + " 'Name': ['Student_' + str(i) for i in range(1, 51)],\n", + " 'Age': np.random.randint(18, 25, size=50),\n", + " 'Gender': np.random.choice(['Male', 'Female'], size=50),\n", + " 'Scores': [np.random.randint(50, 100, size=3).tolist() for _ in range(50)],\n", + " 'Attendance': np.random.randint(20,100,size=50),\n", + " 'Grade': np.random.choice(['A', 'B', 'C', 'D', 'F'], size=50)\n", + "}\n", + "\n", + "\"\"\"\n", + "IF YOU WISH TO MANUALLY ENTER DATA, YOU CAN DO SO. HERE'S AN EXAMPLE\n", + "\n", + "data = {\n", + " 'Student_id': [1,2,3,4,5,6,7,8,9,10],\n", + " 'Name': ['Ayan', 'Priya', 'Sahil', 'Riya', 'Kunal', 'Tanya', 'Rahul', 'Anjali', 'Raj', 'Neha'],\n", + " 'Age': [18, 20, 21, 22, 25, 18, 18, 19, 23, 24],\n", + " 'Gender': ['Female', 'Male', 'Female', 'Female', 'Male', 'Male', 'Female', 'Male', 'Male', 'Female'],\n", + " 'Scores': [[64, 54, 72], [93, 69, 82], [87, 90, 80], [94, 93, 85], [88, 77, 78], [81, 90, 65], [55, 97, 54], [54, 68, 97], [92, 67, 76],\n", + " [58, 96, 61]],\n", + " 'Attendance': [92, 95, 85, 88, 96, 80, 97, 78, 93, 89],\n", + " 'Grade': ['B', 'C', 'F', 'C', 'F', 'D', 'D', 'C', 'C', 'A']\n", + "}\n", + "\"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "ba84d792-8cff-4a94-b936-6c6ae0bd8527", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Student_idNameAgeGenderScoresAttendanceGrade
01Student_118Female[64, 54, 72]55B
12Student_218Male[93, 69, 82]23C
23Student_321Female[87, 90, 80]84F
34Student_423Female[94, 93, 85]66C
45Student_519Male[88, 77, 78]32F
\n", + "
" + ], + "text/plain": [ + " Student_id Name Age Gender Scores Attendance Grade\n", + "0 1 Student_1 18 Female [64, 54, 72] 55 B\n", + "1 2 Student_2 18 Male [93, 69, 82] 23 C\n", + "2 3 Student_3 21 Female [87, 90, 80] 84 F\n", + "3 4 Student_4 23 Female [94, 93, 85] 66 C\n", + "4 5 Student_5 19 Male [88, 77, 78] 32 F" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Import data into DataFrame\n", + "df = pd.DataFrame(data)\n", + "df.head() # Print first 5 rows" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "8d9d0a15-5a81-4b3d-90de-0efd631b0ec8", + "metadata": {}, + "outputs": [], + "source": [ + "# Assign grades\n", + "def assign_grade(scores):\n", + " avg_score = np.mean(scores)\n", + "\n", + " if avg_score > 90:\n", + " return 'A'\n", + " elif avg_score > 80:\n", + " return 'B'\n", + " elif avg_score > 70:\n", + " return 'C'\n", + " elif avg_score > 60:\n", + " return 'D'\n", + " else:\n", + " return 'F'\n", + "\n", + "df['Grade'] = df['Scores'].apply(assign_grade)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "b2480d57-75c9-48d3-94ec-5b3f0a459007", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Student_idNameAgeGenderScoresAttendanceGrade
01Student_118.0Female[64, 54, 72]55B
12Student_218.0Male[93, 69, 82]23C
23Student_321.0Female[87, 90, 80]84F
34Student_423.0Female[94, 93, 85]66C
45Student_519.0Male[88, 77, 78]32F
56Student_624.0Male[81, 90, 65]96D
67Student_722.0Female[55, 97, 54]73D
78Student_824.0Male[54, 68, 97]41C
89Student_9NaNMale[92, 67, 76]98C
910Student_1024.0Female[58, 96, 61]105A
1011Student_1124.0Female[77, 77, 57]65D
1112Student_1223.0MaleNone53A
1213Student_1323.0Male[85, 53, 71]74C
1314Student_1420.0Female[92, 53, 56]70A
1415Student_1520.0Male[65, 81, 72]63D
1516Student_1622.0Male[50, 61, 80]52Z
1617Student_1724.0Female[83, 99, 64]88C
1718Student_1821.0Female[76, 72, 96]70D
1819Student_1922.0Male[87, 56, 80]79B
1920Student_2021.0MaleNone61C
\n", + "
" + ], + "text/plain": [ + " Student_id Name Age Gender Scores Attendance Grade\n", + "0 1 Student_1 18.0 Female [64, 54, 72] 55 B\n", + "1 2 Student_2 18.0 Male [93, 69, 82] 23 C\n", + "2 3 Student_3 21.0 Female [87, 90, 80] 84 F\n", + "3 4 Student_4 23.0 Female [94, 93, 85] 66 C\n", + "4 5 Student_5 19.0 Male [88, 77, 78] 32 F\n", + "5 6 Student_6 24.0 Male [81, 90, 65] 96 D\n", + "6 7 Student_7 22.0 Female [55, 97, 54] 73 D\n", + "7 8 Student_8 24.0 Male [54, 68, 97] 41 C\n", + "8 9 Student_9 NaN Male [92, 67, 76] 98 C\n", + "9 10 Student_10 24.0 Female [58, 96, 61] 105 A\n", + "10 11 Student_11 24.0 Female [77, 77, 57] 65 D\n", + "11 12 Student_12 23.0 Male None 53 A\n", + "12 13 Student_13 23.0 Male [85, 53, 71] 74 C\n", + "13 14 Student_14 20.0 Female [92, 53, 56] 70 A\n", + "14 15 Student_15 20.0 Male [65, 81, 72] 63 D\n", + "15 16 Student_16 22.0 Male [50, 61, 80] 52 Z\n", + "16 17 Student_17 24.0 Female [83, 99, 64] 88 C\n", + "17 18 Student_18 21.0 Female [76, 72, 96] 70 D\n", + "18 19 Student_19 22.0 Male [87, 56, 80] 79 B\n", + "19 20 Student_20 21.0 Male None 61 C" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Introduce missing + invalid values and inconsistencies\n", + "df = pd.DataFrame(data)\n", + "df.loc[8, 'Age'] = np.nan\n", + "df.loc[29, 'Age'] = np.nan\n", + "df.loc[35, 'Age'] = np.nan\n", + "df.loc[11, 'Scores'] = None\n", + "df.loc[19, 'Scores'] = None\n", + "df.loc[9, 'Attendance'] = 105 # invalid percentage\n", + "df.loc[15, 'Grade'] = 'Z' # invalid grade\n", + "df.head(20) # Print first 20 rows" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "629f27c9-bca3-404f-8c8f-fae7a3882db8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Missing values:\n", + " Student_id 0\n", + "Name 0\n", + "Age 3\n", + "Gender 0\n", + "Scores 2\n", + "Attendance 0\n", + "Grade 0\n", + "dtype: int64\n", + "Invalid attendance:\n", + " Student_id Name Age Gender Scores Attendance Grade\n", + "9 10 Student_10 24.0 Female [58, 96, 61] 105 A\n", + "Invalid grades:\n", + " Student_id Name Age Gender Scores Attendance Grade\n", + "15 16 Student_16 22.0 Male [50, 61, 80] 52 Z\n" + ] + } + ], + "source": [ + "# Locating & printing missing/invalid values\n", + "missing_values = df.isnull().sum() #check missing values\n", + "invalid_attendance = df[(df['Attendance'] < 0) | (df['Attendance'] > 100)]\n", + "invalid_grades = df[~df['Grade'].isin(['A', 'B', 'C', 'D', 'F'])]\n", + "\n", + "print(\"Missing values:\\n\", missing_values)\n", + "print(\"Invalid attendance:\\n\", invalid_attendance)\n", + "print(\"Invalid grades:\\n\", invalid_grades)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "4e46dfbe-693b-4f3b-a9a3-a0d243cd5214", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Student_idNameAgeGenderScoresAttendanceGrade
01Student_118.0Female[64, 54, 72]55D
12Student_218.0Male[93, 69, 82]23B
23Student_321.0Female[87, 90, 80]84B
34Student_423.0Female[94, 93, 85]66A
45Student_519.0Male[88, 77, 78]32B
56Student_624.0Male[81, 90, 65]96C
67Student_722.0Female[55, 97, 54]73D
78Student_824.0Male[54, 68, 97]41C
89Student_921.0Male[92, 67, 76]98C
910Student_1024.0Female[58, 96, 61]100C
1011Student_1124.0Female[77, 77, 57]65C
1112Student_1223.0Male[0, 0, 0]53F
1213Student_1323.0Male[85, 53, 71]74D
1314Student_1420.0Female[92, 53, 56]70D
1415Student_1520.0Male[65, 81, 72]63C
1516Student_1622.0Male[50, 61, 80]52D
1617Student_1724.0Female[83, 99, 64]88B
1718Student_1821.0Female[76, 72, 96]70B
1819Student_1922.0Male[87, 56, 80]79C
1920Student_2021.0Male[0, 0, 0]61F
\n", + "
" + ], + "text/plain": [ + " Student_id Name Age Gender Scores Attendance Grade\n", + "0 1 Student_1 18.0 Female [64, 54, 72] 55 D\n", + "1 2 Student_2 18.0 Male [93, 69, 82] 23 B\n", + "2 3 Student_3 21.0 Female [87, 90, 80] 84 B\n", + "3 4 Student_4 23.0 Female [94, 93, 85] 66 A\n", + "4 5 Student_5 19.0 Male [88, 77, 78] 32 B\n", + "5 6 Student_6 24.0 Male [81, 90, 65] 96 C\n", + "6 7 Student_7 22.0 Female [55, 97, 54] 73 D\n", + "7 8 Student_8 24.0 Male [54, 68, 97] 41 C\n", + "8 9 Student_9 21.0 Male [92, 67, 76] 98 C\n", + "9 10 Student_10 24.0 Female [58, 96, 61] 100 C\n", + "10 11 Student_11 24.0 Female [77, 77, 57] 65 C\n", + "11 12 Student_12 23.0 Male [0, 0, 0] 53 F\n", + "12 13 Student_13 23.0 Male [85, 53, 71] 74 D\n", + "13 14 Student_14 20.0 Female [92, 53, 56] 70 D\n", + "14 15 Student_15 20.0 Male [65, 81, 72] 63 C\n", + "15 16 Student_16 22.0 Male [50, 61, 80] 52 D\n", + "16 17 Student_17 24.0 Female [83, 99, 64] 88 B\n", + "17 18 Student_18 21.0 Female [76, 72, 96] 70 B\n", + "18 19 Student_19 22.0 Male [87, 56, 80] 79 C\n", + "19 20 Student_20 21.0 Male [0, 0, 0] 61 F" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Handling missing/invalid values\n", + "df['Age'] = df['Age'].fillna(df['Age'].median()) #fill by median\n", + "df['Attendance'] = df['Attendance'].apply(lambda x: 100 if x > 100 else (0 if x < 0 else x))\n", + "\n", + "def handle_invalid_scores(scores):\n", + " if scores is None:\n", + " return [0, 0, 0]\n", + "\n", + " return [max(0, min(100, score)) for score in scores]\n", + "\n", + "df['Scores'] = df['Scores'].apply(handle_invalid_scores)\n", + "df['Grade'] = df['Scores'].apply(assign_grade)\n", + "df['Grade'] = df['Grade'].apply(lambda x: x if x in ['A', 'B', 'C', 'D', 'F'] else 'F')\n", + "df.head(20) # Print first 20 rows" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "f7cfc3bb-91c4-4fa8-b723-ccd786cd8626", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DataFrame with Outliers:\n", + " Student_id Name Age Gender Scores Attendance Grade\n", + "5 6 Student_6 65.0 Male [81, 90, 65] 96 C\n", + "6 7 Student_7 22.0 Female [55, 97, 54] 73 D\n", + "7 8 Student_8 24.0 Male [54, 68, 97] 41 C\n", + "8 9 Student_9 21.0 Male [92, 67, 76] 98 C\n", + "9 10 Student_10 24.0 Female [58, 96, 61] 100 C\n", + "10 11 Student_11 24.0 Female [77, 77, 57] 200 C\n", + "11 12 Student_12 23.0 Male [0, 0, 0] 53 F\n", + "12 13 Student_13 23.0 Male [85, 53, 71] 166 D\n", + "13 14 Student_14 20.0 Female [92, 53, 56] 70 D\n", + "14 15 Student_15 20.0 Male [65, 81, 72] 63 C\n", + "15 16 Student_16 22.0 Male [50, 61, 80] 52 D\n", + "16 17 Student_17 24.0 Female [83, 99, 64] 88 B\n", + "17 18 Student_18 21.0 Female [76, 72, 96] 70 B\n", + "18 19 Student_19 22.0 Male [87, 56, 80] 79 C\n", + "19 20 Student_20 21.0 Male [0, 0, 0] 61 F\n" + ] + } + ], + "source": [ + "# Adding outiers\n", + "df.loc[5, 'Age'] = 35\n", + "df.loc[5, 'Age'] = 50\n", + "df.loc[5, 'Age'] = 65\n", + "df.loc[10, 'Attendance'] = 200\n", + "df.loc[12, 'Attendance'] = 175\n", + "df.loc[12, 'Attendance'] = 166\n", + "\n", + "print(\"DataFrame with Outliers:\")\n", + "print(df.iloc[5:20])" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "92e0593b-99df-4e08-a8da-ee923936cb91", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Student_id Name Age Gender Scores Attendance Grade\n", + "5 6 Student_6 26.875 Male [81, 90, 65] 96.00 C\n", + "6 7 Student_7 22.000 Female [55, 97, 54] 73.00 D\n", + "7 8 Student_8 24.000 Male [54, 68, 97] 41.00 C\n", + "8 9 Student_9 21.000 Male [92, 67, 76] 98.00 C\n", + "9 10 Student_10 24.000 Female [58, 96, 61] 100.00 C\n", + "10 11 Student_11 24.000 Female [77, 77, 57] 142.25 C\n", + "11 12 Student_12 23.000 Male [0, 0, 0] 53.00 F\n", + "12 13 Student_13 23.000 Male [85, 53, 71] 142.25 D\n", + "13 14 Student_14 20.000 Female [92, 53, 56] 70.00 D\n", + "14 15 Student_15 20.000 Male [65, 81, 72] 63.00 C\n", + "15 16 Student_16 22.000 Male [50, 61, 80] 52.00 D\n", + "16 17 Student_17 24.000 Female [83, 99, 64] 88.00 B\n", + "17 18 Student_18 21.000 Female [76, 72, 96] 70.00 B\n", + "18 19 Student_19 22.000 Male [87, 56, 80] 79.00 C\n", + "19 20 Student_20 21.000 Male [0, 0, 0] 61.00 F\n" + ] + } + ], + "source": [ + "# Handling outliers\n", + "def handle_outliers_iqr(df, column):\n", + " Q1 = df[column].quantile(0.25)\n", + " Q3 = df[column].quantile(0.75)\n", + "\n", + " IQR = Q3 - Q1\n", + "\n", + " lower_bound = Q1 - 1.5 * IQR\n", + " upper_bound = Q3 + 1.5 * IQR\n", + "\n", + " df[column] = df[column].apply(lambda x: upper_bound if x > upper_bound else (lower_bound if x < lower_bound else x))\n", + "\n", + "handle_outliers_iqr(df, 'Age')\n", + "handle_outliers_iqr(df, 'Attendance')\n", + "\n", + "print(df.iloc[5:20])" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "9866733a-c095-402d-b6b0-0fd88ef31169", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DataFrame with Min-Max Scaling on 'Attendance':\n", + " Attendance Scaled_Attendance\n", + "0 55.00 0.286299\n", + "1 23.00 0.024540\n", + "2 84.00 0.523517\n", + "3 66.00 0.376278\n", + "4 32.00 0.098160\n", + "5 96.00 0.621677\n", + "6 73.00 0.433538\n", + "7 41.00 0.171779\n", + "8 98.00 0.638037\n", + "9 100.00 0.654397\n", + "10 142.25 1.000000\n", + "11 53.00 0.269939\n", + "12 142.25 1.000000\n", + "13 70.00 0.408998\n", + "14 63.00 0.351738\n", + "15 52.00 0.261759\n", + "16 88.00 0.556237\n", + "17 70.00 0.408998\n", + "18 79.00 0.482618\n", + "19 61.00 0.335378\n" + ] + } + ], + "source": [ + "# Data transformation using min-max scaling\n", + "df['Scaled_Attendance'] = (df['Attendance'] - df['Attendance'].min()) / (df['Attendance'].max() - df['Attendance'].min())\n", + "\n", + "print(\"DataFrame with Min-Max Scaling on 'Attendance':\")\n", + "print(df[['Attendance', 'Scaled_Attendance']].head(20))" + ] + }, + { + "cell_type": "markdown", + "id": "8a4b032f-18de-48a0-82cd-3afd9f4426e8", + "metadata": {}, + "source": [ + "---" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Notebooks/Notebook-A3 (Descriptive Statistics).ipynb b/Notebooks/Notebook-A3 (Descriptive Statistics).ipynb new file mode 100644 index 0000000..1cb594e --- /dev/null +++ b/Notebooks/Notebook-A3 (Descriptive Statistics).ipynb @@ -0,0 +1,379 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "a46c141c-0657-4870-81d2-38d814c05877", + "metadata": {}, + "source": [ + "# Notebook-A3 (Descriptive Statistics)\n", + "\n", + "- Measures of Central Tendency and variability\n", + "- Dataset generated in this code" + ] + }, + { + "cell_type": "markdown", + "id": "f7cf5345-dd87-41be-adb6-6fcec33f9255", + "metadata": {}, + "source": [ + "## Problem Statement - Part 1 (data.csv)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "997254c8-a0c4-4cc6-a360-9a9534e89f4c", + "metadata": {}, + "outputs": [], + "source": [ + "# Import library\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3326aae8-b9c4-448a-83f6-6060f84c7749", + "metadata": {}, + "outputs": [], + "source": [ + "# Generate data\n", + "data = {\n", + " 'age': [25, 30, 22, 40, 55, 60, 33, 28, 45, 50],\n", + " 'income': [50000, 60000, 45000, 70000, 80000, 90000, 65000, 62000, 75000, 85000],\n", + " 'age_group': ['20-30', '30-40', '20-30', '40-50', '50-60', '50-60', '30-40', '20-30', '40-50', '50-60']\n", + "}\n", + "\n", + "# Define data in DataFrame\n", + "df = pd.DataFrame(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "31afc8b3-a7ef-492e-bebc-4a079cc6b402", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " count mean std min 25% 50% \\\n", + "age_group \n", + "20-30 3.0 52333.333333 8736.894948 45000.0 47500.0 50000.0 \n", + "30-40 2.0 62500.000000 3535.533906 60000.0 61250.0 62500.0 \n", + "40-50 2.0 72500.000000 3535.533906 70000.0 71250.0 72500.0 \n", + "50-60 3.0 85000.000000 5000.000000 80000.0 82500.0 85000.0 \n", + "\n", + " 75% max \n", + "age_group \n", + "20-30 56000.0 62000.0 \n", + "30-40 63750.0 65000.0 \n", + "40-50 73750.0 75000.0 \n", + "50-60 87500.0 90000.0 \n" + ] + } + ], + "source": [ + "# Group the data by age_group and compute summary statistics for 'income'\n", + "summary_stats = df.groupby('age_group')['income'].describe()\n", + "\n", + "# Print summary\n", + "print(summary_stats)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "7bf97efc-1450-4289-a31f-15a7a9629743", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Median Income by Age Group:\n", + "age_group\n", + "20-30 50000.0\n", + "30-40 62500.0\n", + "40-50 72500.0\n", + "50-60 85000.0\n", + "Name: income, dtype: float64\n" + ] + } + ], + "source": [ + "# Group the data by age_group; Select income column for each of the groups created; Calculate median for income\n", + "median_income = df.groupby('age_group')['income'].median()\n", + "\n", + "# Print dat median\n", + "print(\"Median Income by Age Group:\")\n", + "print(median_income)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3e69e1ef-9bdb-4ca9-8408-aa3cd09bcb64", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Column Names: Index(['age', 'income', 'age_group'], dtype='object')\n" + ] + } + ], + "source": [ + "# Print column names\n", + "print(\"Column Names:\", df.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "86d9558e-7e50-4982-914a-9f409b67fa19", + "metadata": {}, + "outputs": [], + "source": [ + "# Modified dataset with repeated values\n", + "data = {\n", + " 'age': [25, 30, 25, 40, 55, 60, 33, 28, 45, 50, 25, 30, 28, 30, 25],\n", + " 'income': [50000, 60000, 50000, 70000, 80000, 90000, 65000, 62000, 75000, 85000, 50000, 60000, 62000, 70000, 75000],\n", + " 'age_group': ['20-30', '30-40', '20-30', '40-50', '50-60', '50-60', '30-40', '20-30', '40-50', '50-60', '20-30', '30-40', '20-30', '30-40', '20-30']\n", + "}\n", + "\n", + "# Define data in DataFrame\n", + "df = pd.DataFrame(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "87006581-7ccd-4c4e-9db0-49448f651aea", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mode of Age: [25]\n", + "Mode of Income: [50000]\n" + ] + } + ], + "source": [ + "# Calculate the mode for each column\n", + "mode_age = df['age'].mode()\n", + "mode_income = df['income'].mode()\n", + "print(f\"Mode of Age: {mode_age.values}\")\n", + "print(f\"Mode of Income: {mode_income.values}\")" + ] + }, + { + "cell_type": "markdown", + "id": "43a96895-7a33-40d9-bc8e-e0a3c7f140f5", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "7db076ac-079b-478a-b41c-c972ba2ca0b4", + "metadata": {}, + "source": [ + "## Problem Statment - Part 2" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "5cd29330-9fcc-4023-a7c0-d791a19172eb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " sepal.length sepal.width petal.length petal.width variety\n", + "0 5.1 3.5 1.4 0.2 Setosa\n", + "1 4.9 3.0 1.4 0.2 Setosa\n", + "2 4.7 3.2 1.3 0.2 Setosa\n", + "3 4.6 3.1 1.5 0.2 Setosa\n", + "4 5.0 3.6 1.4 0.2 Setosa\n" + ] + } + ], + "source": [ + "# Load iris.csv in the DataFrame\n", + "df = pd.read_csv('iris.csv')\n", + "\n", + "print(df.head()) # Print first 5 rows" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "e6f74058-9c12-4f09-a376-29583480ac91", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Percentiles by Species:\n", + " sepal.length sepal.width petal.length petal.width\n", + "variety \n", + "Setosa 0.25 4.800 3.200 1.400 0.2\n", + " 0.50 5.000 3.400 1.500 0.2\n", + " 0.75 5.200 3.675 1.575 0.3\n", + "Versicolor 0.25 5.600 2.525 4.000 1.2\n", + " 0.50 5.900 2.800 4.350 1.3\n", + " 0.75 6.300 3.000 4.600 1.5\n", + "Virginica 0.25 6.225 2.800 5.100 1.8\n", + " 0.50 6.500 3.000 5.550 2.0\n", + " 0.75 6.900 3.175 5.875 2.3\n" + ] + } + ], + "source": [ + "# Group the data by species and display summary statistics\n", + "summary_stats_species = df.groupby('variety').describe()\n", + "\n", + "# Compute specific percentiles and statistics\n", + "percentiles = df.groupby('variety').quantile([0.25, 0.5, 0.75])\n", + "\n", + "# Display summary statistics and percentiles\n", + "summary_stats_species = df.groupby('variety').describe()\n", + "\n", + "print(\"\\nPercentiles by Species:\")\n", + "print(percentiles)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "2116e46c-a150-4df9-82b9-a4684007ba59", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Summary Statistics by Species for Sepal Width:\n", + " count mean std min 25% 50% 75% max\n", + "variety \n", + "Setosa 50.0 3.428 0.379064 2.3 3.200 3.4 3.675 4.4\n", + "Versicolor 50.0 2.770 0.313798 2.0 2.525 2.8 3.000 3.4\n", + "Virginica 50.0 2.974 0.322497 2.2 2.800 3.0 3.175 3.8\n" + ] + } + ], + "source": [ + "# Group the data by variety; Select sepal.width column for each of the groups created; Display summary statistics\n", + "summary_stats_species = df.groupby('variety')['sepal.width'].describe()\n", + "\n", + "print(\"\\nSummary Statistics by Species for Sepal Width:\")\n", + "print(summary_stats_species)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "47148444-1790-46a9-93ce-dba152e58894", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Median Values by Species:\n", + " sepal.length sepal.width petal.length petal.width\n", + "variety \n", + "Setosa 5.0 3.4 1.50 0.2\n", + "Versicolor 5.9 2.8 4.35 1.3\n", + "Virginica 6.5 3.0 5.55 2.0\n" + ] + } + ], + "source": [ + "# Group by variety and compute the median for numeric columns\n", + "median_values = df.groupby('variety').median()\n", + "\n", + "print(\"Median Values by Species:\")\n", + "print(median_values)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "3adfcaa8-d3e2-483d-9715-4d1a95cd2da9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Median Sepal Length by Species:\n", + "variety\n", + "Setosa 5.0\n", + "Versicolor 5.9\n", + "Virginica 6.5\n", + "Name: sepal.length, dtype: float64\n" + ] + } + ], + "source": [ + "# Group the data by variety; Select sepal.width column for each of the groups created; Display median\n", + "median_sepal_length = df.groupby('variety')['sepal.length'].median()\n", + "print(\"Median Sepal Length by Species:\")\n", + "print(median_sepal_length)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "4a27f1b8-91d0-43a6-8593-983ddf5f9c58", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mode of Width: [3.]\n" + ] + } + ], + "source": [ + "# Calculate & print mode for sepal.width\n", + "mode_width = df['sepal.width'].mode()\n", + "print(f\"Mode of Width: {mode_width.values}\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Notebooks/Notebook-A4 (Data Analytics-1).ipynb b/Notebooks/Notebook-A4 (Data Analytics-1).ipynb new file mode 100644 index 0000000..2e4d22d --- /dev/null +++ b/Notebooks/Notebook-A4 (Data Analytics-1).ipynb @@ -0,0 +1,265 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "80f3a968-4571-4eba-856f-b155e8c14a49", + "metadata": {}, + "source": [ + "# Notebook-A4 (Data Wrangling-1)\n", + "\n", + "- Linear Regression using Boston Housing dataset\n", + "- [Dataset source](https://www.kaggle.com/c/boston-housing)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "132007df-38cc-409f-bdc4-ad7bdb25f60b", + "metadata": {}, + "outputs": [], + "source": [ + "# Import libraries\n", + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.metrics import mean_squared_error, r2_score" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "b658f00d-266f-489b-9469-dc8c08db5c72", + "metadata": {}, + "outputs": [], + "source": [ + "# Load dataset into pandas DataFrame\n", + "df= pd.read_csv(\"Assignment-A4-BostonHousing.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "06792166-236d-4f71-b786-fcb17adaed96", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Columns:\n", + " Index(['crim', 'zn', 'indus', 'chas', 'nox', 'rm', 'age', 'dis', 'rad', 'tax',\n", + " 'ptratio', 'b', 'lstat', 'medv'],\n", + " dtype='object')\n", + "\n", + "RangeIndex: 506 entries, 0 to 505\n", + "Data columns (total 14 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 crim 506 non-null float64\n", + " 1 zn 506 non-null float64\n", + " 2 indus 506 non-null float64\n", + " 3 chas 506 non-null int64 \n", + " 4 nox 506 non-null float64\n", + " 5 rm 506 non-null float64\n", + " 6 age 506 non-null float64\n", + " 7 dis 506 non-null float64\n", + " 8 rad 506 non-null int64 \n", + " 9 tax 506 non-null int64 \n", + " 10 ptratio 506 non-null float64\n", + " 11 b 506 non-null float64\n", + " 12 lstat 506 non-null float64\n", + " 13 medv 506 non-null float64\n", + "dtypes: float64(11), int64(3)\n", + "memory usage: 55.5 KB\n", + "Info:\n", + " None\n", + "Description:\n", + " crim zn indus chas nox rm \\\n", + "count 506.000000 506.000000 506.000000 506.000000 506.000000 506.000000 \n", + "mean 3.613524 11.363636 11.136779 0.069170 0.554695 6.284634 \n", + "std 8.601545 23.322453 6.860353 0.253994 0.115878 0.702617 \n", + "min 0.006320 0.000000 0.460000 0.000000 0.385000 3.561000 \n", + "25% 0.082045 0.000000 5.190000 0.000000 0.449000 5.885500 \n", + "50% 0.256510 0.000000 9.690000 0.000000 0.538000 6.208500 \n", + "75% 3.677083 12.500000 18.100000 0.000000 0.624000 6.623500 \n", + "max 88.976200 100.000000 27.740000 1.000000 0.871000 8.780000 \n", + "\n", + " age dis rad tax ptratio b \\\n", + "count 506.000000 506.000000 506.000000 506.000000 506.000000 506.000000 \n", + "mean 68.574901 3.795043 9.549407 408.237154 18.455534 356.674032 \n", + "std 28.148861 2.105710 8.707259 168.537116 2.164946 91.294864 \n", + "min 2.900000 1.129600 1.000000 187.000000 12.600000 0.320000 \n", + "25% 45.025000 2.100175 4.000000 279.000000 17.400000 375.377500 \n", + "50% 77.500000 3.207450 5.000000 330.000000 19.050000 391.440000 \n", + "75% 94.075000 5.188425 24.000000 666.000000 20.200000 396.225000 \n", + "max 100.000000 12.126500 24.000000 711.000000 22.000000 396.900000 \n", + "\n", + " lstat medv \n", + "count 506.000000 506.000000 \n", + "mean 12.653063 22.532806 \n", + "std 7.141062 9.197104 \n", + "min 1.730000 5.000000 \n", + "25% 6.950000 17.025000 \n", + "50% 11.360000 21.200000 \n", + "75% 16.955000 25.000000 \n", + "max 37.970000 50.000000 \n" + ] + } + ], + "source": [ + "# Printing information about the DataFrame\n", + "print(\"Columns:\\n\", df.columns)\n", + "print(\"Info:\\n\", df.info())\n", + "print(\"Description:\\n\", df.describe())" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5f78e512-29a3-4f19-bf1e-91bb4acdaaa9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "crim 0\n", + "zn 0\n", + "indus 0\n", + "chas 0\n", + "nox 0\n", + "rm 0\n", + "age 0\n", + "dis 0\n", + "rad 0\n", + "tax 0\n", + "ptratio 0\n", + "b 0\n", + "lstat 0\n", + "medv 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "# Check for missing values\n", + "print(df.isnull().sum())" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "2b982242-e15c-417f-85ba-880ac2d8f816", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Correlation matrix\n", + "plt.figure(figsize=(12, 10))\n", + "sns.heatmap(df.corr(), annot=True, cmap='coolwarm')\n", + "plt.title(\"Correlation Matrix\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "5fa3bc4f-d041-4819-98c8-1e15f4439781", + "metadata": {}, + "outputs": [], + "source": [ + "X = df.drop('medv', axis=1) # Deleted/Dropped \"medv\" (median value) column from dataset\n", + "y = df['medv'] # Target (Median value of owner-occupied homes)\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42) # Split data into 80% training and 20% testing\n", + "# X is independent variable; y is dependent variable" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d854bb30-cf76-4945-adab-7354b886bf07", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean Squared Error (MSE): 24.291119474973478\n", + "R-squared (R²): 0.6687594935356326\n" + ] + } + ], + "source": [ + "lr = LinearRegression() # Create linear regression model object \"lr\"\n", + "lr.fit(X_train, y_train) # Train linear regression model using \"X_train\" and \"y_train\"\n", + "y_pred = lr.predict(X_test) # Make prediction on test case (X_train); predicated value stored in variable (y_pred)\n", + "\n", + "# Evaluation\n", + "print(\"Mean Squared Error (MSE):\", mean_squared_error(y_test, y_pred))\n", + "print(\"R-squared (R²):\", r2_score(y_test, y_pred))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "34173653-bf84-4220-a329-8da3f68c9d8f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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NoKAg48YbbzReeOGFFNe89NJLRsWKFY0CBQqkWSbqyRgzEhERkeUSXcf7e/XVVzN8LDvv/cSJE8aAAQOM8PBww9/f3wgNDTWaN29uzJo1K+mad955x2jcuLFRqlQpIzAw0Khatarx1FNPGefOncvyvUn+ZjOMVP16IiIiIi7QnAkRERFxi5IJERERcYuSCREREXGLkgkRERFxi5IJERERcYuSCREREXFLni9alZiYSGxsLEWLFvXo7o8iIiJ5nWEYnD9/ngoVKlCgQMb9D3k+mYiNjSU8PNzqMERERHKtw4cPExYWluHjeT6ZcJSAPXz4MCEhIRZHY72EhAS++eYbWrVqlbS1snif2t0aandrqN2t4Y12j4uLIzw8PMty6nk+mXAMbYSEhCiZwPxhK1SoECEhIfpHnoPU7tZQu1tD7W4Nb7Z7VtMENAFTRERE3KJkQkRERNyiZEJERETcomRCRERE3KJkQkRERNyiZEJERETcomRCRERE3KJkQkRERNyiZEJERETcomRCRERE3KJkQkRERNyiZEJERETcomRCRERE3KJkQkRERNxiaTIxZswYbDZbiq/q1asnPX7lyhUGDBhAqVKlKFKkCJ06deLEiRMWRiwiIiKpWd4zcdNNN3Hs2LGkrw0bNiQ9NmzYMJYvX87ixYtZu3YtsbGxREdHWxitiIiIpFbQ8gAKFiQ0NDTN+XPnzjF79mzmzZtHs2bNAJgzZw41atRgy5YtNGzYMKdDFRER8Vm22bMpGh9vyWtbnkzs27ePChUqEBQURGRkJBMmTKBSpUrs3LmThIQEWrRokXRt9erVqVSpEps3b84wmYiPjyc+WWPGxcUBkJCQQEJCgnffTC7gaAO1Rc5Su1tD7W4NtXsOi4/Hb+hQCs6eTf3QUBK6doVSpTxya2f/Di1NJho0aMAHH3zAjTfeyLFjxxg7dixRUVH89NNPHD9+nICAAIoXL57iOeXKleP48eMZ3nPChAmMHTs2zflvvvmGQoUKefot5ForV660OoR8Se1uDbW7NdTu3hf099/cPmkSJX//HcNm469Wrfhjyxaw2Txy/0uXLjl1nc0wDMMjr+gBZ8+eJSIigsmTJxMcHEyfPn1S9DIA1K9fn6ZNmzJp0qR075Fez0R4eDinT58mJCTEq/HnBgkJCaxcuZKWLVvi7+9vdTj5htrdGmp3a6jdc4Zt40b8unXDduIERokSxM+Zw9fg0XaPi4ujdOnSnDt3LtPPUMuHOZIrXrw4N9xwA3/88QctW7bk6tWrnD17NkXvxIkTJ9KdY+EQGBhIYGBgmvP+/v76oU5G7WENtbs11O7WULt7iWHAjBkwZAhcuwa1amFbtgy/SpVgxQqPtruz97F8NUdyFy5cYP/+/ZQvX566devi7+/PqlWrkh7fu3cvhw4dIjIy0sIoRURELHLlCvTrBwMGmIlE166weTNUrWppWJb2TIwYMYJ27doRERFBbGwso0ePxs/Pj+7du1OsWDH69evH8OHDKVmyJCEhIQwaNIjIyEit5BARkfzn8GGIjoYdO6BAAZg0CZ580mPzI9xhaTJx5MgRunfvzt9//02ZMmVo1KgRW7ZsoUyZMgBMmTKFAgUK0KlTJ+Lj42ndujXTp0+3MmQREZGct3Yt3H8/nDplrtRYsACSrXa0mqXJxIIFCzJ9PCgoiGnTpjFt2rQcikhERMSHGAa89RYMHw52O9SpA8uWQeXKVkeWgk/NmRAREZF/Xb4MvXqZEy3tdnjgAdi40ecSCfCx1RwiIiIC/PWXOT9i1y7w84PXXjOTCh+YH5EeJRMiIiK+5LvvzFUap09D6dKwaBE0bWp1VJnSMIeIiIgvMAyYPBlatjQTibp1YedOn08kQMmEiIiI9S5dMudEPPkkJCbCQw/B+vVQqZLVkTlFwxwiIiJWOnAAOnaEH36AggVhyhSzKJWPzo9Ij5IJERERq6xcCd26wZkzULYsLF4MjRtbHZXLNMwhIiKS0wwDXn0V7r7bTCRuv92cH5ELEwlQMiEiIpKzLl40eyOeftqcH9GnD6xbB2FhVkeWbRrmEBERySn795vzI3780Zwf8eab8NhjuWp+RHqUTIiIiOSEr76C7t3h7FkIDTXnRzRqZHVUHqFhDhEREW8yDJgwAe65x0wkGjY050fkkUQC1DMhIiLiPefPm3Mili41j/v3N4c2AgOtjcvDlEyIiIh4w7590KED/PIL+PvD22+byUQepGRCRETE0774wqxoee4clC9v9kxERlodlddozoSIiIinJCbCSy9Bu3ZmInHnneb8iDycSIB6JkRERDwjLs7cU+PTT83jJ54wS2MHBFgbVw5QMiEiIuKu334z60f89puZPMyYAX37Wh1VjlEyISIi4o7PPoOePc2VGxUrQkwM1K9vdVQ5SnMmREREsiMxEcaMgfbtzUSicWNzfkQ+SyRAPRMiIiKuO3fO7I34/HPzeNAgeP11cwloPqRkQkRExBW//GLOj/j9d7P41DvvQK9eVkdlKSUTIiIizoqJMROHCxcgPByWLYO6da2OynKaMyEiIpIVux2efx46dTITiSZNzPkRSiQA9UyIiIhk7p9/zGqWX35pHg8bBq+8Ym4hLoCSCRERkYz99JO5v8b+/RAcDO++ayYWkoKSCRERkfQsXmzu+HnxIkREmPMjbr3V6qh8kuZMiIiIJGe3w8iR0KWLmUg0bw47diiRyIR6JkRERBzOnIHu3eGbb8zjp56Cl1/W/IgsqHVEREQAfvjBrB9x4AAUKgSzZ0O3blZHlSsomRAREVmwwNyY6/JluO46c37ELbdYHVWuoTkTIiKSf127Zg5ldO9uJhKtW8P27UokXKRkQkRE8qfTp+Huu+G118zjkSPhiy+gZElr48qFNMwhIiL5z/ffm/Mj/voLCheGDz6Azp2tjirXUs+EiIjkL//7H9xxh5lIVK0KW7YokXCTkgkREckfEhLMUtgPPghXrkCbNub8iJtvtjqyXE/JhIiI5H0nT0KrVjB1qnn8/POwfDmUKGFpWHmF5kyIiEjetmMHREfD4cNQpAh89JE5X0I8Rj0TIiKSd334ITRqZCYSN9wA27YpkfACJRMiIpL3JCTAoEHQuzfEx0O7dmYiUaOG1ZHlSUomREQkbzlxwtyc6+23zeMxY+CTT6BYMSujytM0Z0JERPKObdvM+RFHj0JICHz8Mdx3n9VR5XnqmRARkbxh9myIijITierVzcRCiUSOUDIhIiK529Wr8Pjj8PDD5p87dICtW+HGG62OLMfY7bBhg/nnDRvM45ykZEJERHKvY8egaVOYORNsNhg3DpYuNYc48omYGKhcGdq2NY/btjWPY2JyLgYlEyIikjtt3gx168KmTebkys8/h+eegwL556MtJsasBH7kSMrzR4+a53Mqocg/LS4iInnHrFlw111mz0TNmmZZ7HvusTqqHGW3w5AhYBhpH3OcGzo0Z4Y8lEyIiEjuER8P/fvDo4+atSQ6dTI36qpWzerIctz69Wl7JJIzDLNW1/r13o9FS0NFRCR3OHrUTB62bjXnR7z8MjzzjPnnfOjYMc9e5w4lEyIi4vs2bDAnAZw4YW7ONW8e3H231VFZqnx5z17nDg1ziIiI7zIMmD7dXLFx4gTUqmXOj8jniQSYJTXCwjLumLHZIDzcvM7blEyIiIhvunIF+vWDAQPg2jXo2tVcwVG1qtWR+QQ/P3jjDfPPqRMKx/HUqeZ13qZkQkREfM/hw9C4McyZYy71fPVVmD8fChe2OjKvstthzRrzra5Zk/VKjOhoWLIEKlZMeT4szDwfHe2tSFPSnAkREfEta9fC/ffDqVNQsiQsXAgtWlgdldfFxJhLPZOv0AgLM3sfMksKoqOhfXtYtw7i4uCLL8w8LCd6JBzUMyEiIr7BMODNN80dP0+dgjp1YMeOfJNIuFN8ys8PGjUy/9yoUc4mEqBkQkREfMHly9Crl/mrud0ODzwAGzdClSpWR+Z1vlR8KruUTIiIiLX++sv8dfrjj81fqadMMf9cqJDVkeUIXyo+lV2aMyEiItZZvRq6dIHTp6F0aVi0yFwGmo/4UvGp7FLPhIiI5DzDMHsgWrY0E4nbboOdO/NdIgG+VXwqu5RMiIhIzrp0CXr2hOHDzYkADz1kVrisVMnqyCzhieJTdrvZhGB+z+n5FUomREQk5xw4AHfeaZbD9vMzV2988AEEB1sdmWXcLT4VEwOVK0PbtuZx27bmcU5tPw5KJkREJKesXAn16sHu3VCmDKxaBYMG5duNupLLbvEpd5eUeoomYIqIiHcZBrz2Gjz7LCQmwu23w9KlZt+9JHEUn1q/3pxsWb68ObSRUY9EVktKbTZzSWn79t6vO6FkQkREvOfiRejb11ylAdCnj7lxV1CQtXH5KD8/aNLEuWtdWVLq7D2zy2eGOSZOnIjNZmPo0KFJ565cucKAAQMoVaoURYoUoVOnTpw4ccK6IEVExHn790NkpJlIFCxoJhGzZyuR8BBfWlLqE8nE9u3beeedd7jllltSnB82bBjLly9n8eLFrF27ltjYWKJzatcSERHJtjLff0/BO+6AH3+EcuXMehKPP675ER7kS0tKLU8mLly4wAMPPMC7775LiRIlks6fO3eO2bNnM3nyZJo1a0bdunWZM2cOmzZtYsuWLRZGLCIiGTIMCkyaROSLL2L75x9o2NCsH+HYOCIHuLrzZm7liSWlnmL5nIkBAwbQtm1bWrRowbhx45LO79y5k4SEBFok2+ClevXqVKpUic2bN9OwYcN07xcfH098fHzScVxcHAAJCQkkJCR46V3kHo42UFvkLLW7NdTuOez8efwefhi/ZcsAuNanD8abb0JgIOTQ38Hy5fDMM+ZqBoeKFWHSJGjXLkdCyFFvvAEPPmj+OSjIbOPg4IQUS0oTE82v7HD2346lycSCBQvYtWsX27dvT/PY8ePHCQgIoHjx4inOlytXjuPHj2d4zwkTJjB27Ng057/55hsK5ZM6785YuXKl1SHkS2p3a6jdva9wbCz1J0wg5PBhEgsWZM8jj/BX69bm8s8c5OdnLhxJz4oVORpKjvDzM0t2JPf++yl/3t1535cuXXLqOsuSicOHDzNkyBBWrlxJkAcn44wcOZLhw4cnHcfFxREeHk6rVq0ICQnx2OvkVgkJCaxcuZKWLVvi7+9vdTj5htrdGmr3nGFbsQK/kSOxnTuHUb48V+fO5a+4uBxtd7sdatVK2SORIkab2UOxZ0/Ob8+dE+x22LQpgfPnV1K0aEvuuMPfI+/T0bufFcuSiZ07d3Ly5Eluu+22pHN2u51169bx9ttv8/XXX3P16lXOnj2bonfixIkThIaGZnjfwMBAAgMD05z39/fXfybJqD2soXa3htrdSxIT4eWXYdQocx3inXdiW7wYv9KlYcWKHG33jRvhjz8yv2bfPtiyxfvLJK3g72/OjVixAqKiPNfuzt7HsmSiefPm/PjjjynO9enTh+rVq/PMM88QHh6Ov78/q1atolOnTgDs3buXQ4cOERkZaUXIIiLiEBcHvXrBJ5+Yx48/bg7QBwTk2PyI5HxpmWR+ZFkyUbRoUW6++eYU5woXLkypUqWSzvfr14/hw4dTsmRJQkJCGDRoEJGRkRlOvhQRkRywdy906AC//WYmD9OnQ79+lobkS8sk8yPLV3NkZsqUKRQoUIBOnToRHx9P69atmT59utVhiYjkX599Zi4fiIszJyHExED9+lZHlbRM8ujR9MtL22zm4zmxTDI/8qlkYs2aNSmOg4KCmDZtGtOmTbMmIBERMSUmwosvgmO1XFQULF5sFqTyAY6dNzt3NhOH5AmFMztvinssL1olIiI+7tw5c7coRyIxaJC55NNHEgmH7O68Ke7zqZ4JERHxMb/8Ah07wu+/m8Wn3nnHnHjpo1zdeVM8Q8mEiIikb9kyeOghuHDBrMu8bBnUrWt1VFlyZedN8QwNc4iISEp2O7zwgvlr/oUL5ifzzp25IpEQa6hnQkRE/vPPP/DAA/Dll+bxsGHwyivmFuIiGdBPh4iImH76yawfsX8/BAXBe++ZiYVIFpRMiIiIucyzTx+4eBEiIsz5EbfeanVUkktozoSISH5mt8PIkdCli5lING8OO3YokRCXqGdCRCS/OnMGuneHb74xj596yty4S/MjxEX6iRERyY/27DHnRxw4AMHB8P770K2b1VFJLqVhDhGR/GbBAoiMNBOJKlVg82YlEuIWJRMiIvnFtWvmUEb37nDpErRqZc6PqF3b6sgkl1MyISKSH5w+DXffDa+9Zh4/+yysWAElS1obl+QJmjMhIpLXff+9ub/GX39B4cIwZw7cf7/VUUkeop4JEZG8bO5cuOMOM5GoWhW2bFEiIR6nZEJEJC+6ds0shd2zJ1y5Am3awPbtcPPNVkcmeZCSCRGRvObUKWjZEqZONY+ffx6WL4cSJSwNS/IuzZkQEXGB3Q7r18OxY1C+PERFmVte+4ydO835EYcPQ5Ei8NFH5rGIF6lnQkTESTExULkyNG0KPXqY3ytXNs/7hA8/hDvvNBOJG26ArVuVSEiOUDIhIuKEmBjo3BmOHEl5/uhR87ylCUVCAgwaBL17Q3w83HsvbNsGNWtaGJTkJ0omRESyYLfDkCFgGGkfc5wbOtS8LsedOGFuzvX22+bx6NHw6adQrJgFwUh+pWRCRCQL69en7ZFIzjDMkYX163MuJsDsfahb13zhkBAziRgzBgrov3bJWfqJExHJwrFjnr3OI95/35z9efQoVK9uJhb33ZeDAYj8R8mEiEgWypf37HVuuXoVnngC+vUz/9yhgznR8sYbc+DFRdKnZEJEJAtRURAWBjZb+o/bbBAebl7nVceOmUtIZswwX/Sll2DpUnOIQ8RCSiZERLLg5wdvvGH+OXVC4TieOtXL9SY2bzbnR2zaZE6uXL7cLEal+RHiA/RTKCLihOhoWLIEKlZMeT4szDwfHe3FF581C+66y+yZqFnTLIvdtq0XX1DENaqAKSLipOhoaN8+Bytgxseb9SPefdc87tTJ3PGzaFEvvaBI9iiZEBFxgZ8fNGmSAy8UG2smD1u2mGMpL78MzzyT8cQNEQspmRAR8TUbN5plNY8fh+LFYf58uPtuq6MSyZCSCRERX2EY5kqNIUPMLcRr1YJly7BXrsr6NT68uZjke5qAKSLiC65cMWtHDBhgJhJdusDmzcT8UNW3NxcTQcmEiIj1Dh+Gxo3NyZUFCsArr8CCBcR8Xdh3NxcTSUbJhIiIldatg3r1zOWeJUvCV1/BU09hT7T57uZiIqkomRARsYJhwFtvmTt+njwJderAjh3QsiXgw5uLiaRDyYSISE67fBl694bBg835ET16mCs4qlRJusQnNxcTyYBWc4iI5KS//jKrX+3aZS7JePVVc7wiVf0In9pcTCQLSiZERHLK6tXmKo3Tp6F0aVi4EJo1S/dSx+ZiR4+mP2/CZjMf9/rmYiJO0DCHiIi3GQZMmWLOhzh9Gm67zZwfkUEiAT6yuZiIk5RMiIh406VL0LMnDB9uLr146CHYsAEiIrJ8qqWbi4m4QMMcIiLecuCA+Ym/e7fZhTBlCgwc6NL+Gjm+uZhINiiZEBHxhm+/ha5d4cwZKFMGFi82txHPhhzbXEwkm5RMiIhPs9tz2W/lhgGvvQbPPguJiXD77bB0KYSHWx2ZiNcomRARnxUTY+55lbx4U1iYOTHRJ+cLXLwIffvCokXmcZ8+MH06BAVZG5eIl2kCpoj4pJgYcte+FPv3Q2SkmUgULAjTpsHs2UokJF9QMiEiPsduJ3ftS/H11+Zwxo8/QrlyZj2JJ55waaKlSG6mZEJEfM6aNblkXwrDgIkToU0b+OcfaNAAdu6ERo0sDkwkZymZEBGfEhNjFol0hqX7Uly4YAY6cqSZVDzyCKxdm7YohEg+oAmYIuIzHPMk0hveSM+JE+ZQR46v7ti3Dzp2hJ9/Bn9/ePtt6N8/h4MQ8R3qmRARn5DZPImMDBsGlSvn8GTML74w50f8/LO5VnXtWiUSku8pmRARn7B+febzJDKSY6s7EhNh3Dho1w7OnYM77jDnR0RGevmFRXyfkgkR8QnZnf/g6dUddrs5AXT+fPO73Q7ExUGnTvDCC+YLPv64uWJD+3+LAJozISI+wp3P5eSrO9wpO51ekazG5fayvGAHQo7+BgEBZhGqfv2y/yIieZCSCRHxCVFRZnXLo0ddmzeRnDurO9Kb/NmOz/j4xIOEEMflkhUJ/jIG6tfP/otkIteVDRdJRsMcIuIT/PzMMtmQ/VpP2e3dSD3500YioxjLZ7SnGHGsI4o7g3Zir+udRCImxpxI2rQp9Ohhfs/xiaUiblAyISI+IzoalixJW6ohLAxKlco4ybDZzH20oqKy97rJJ3+GcI5P6MBYxgDwJoNoziq+jy3nlSJZua5suEg6lEyIiE+JjoaDB835jfPmmd8PHoRZs8zHUycUjuOpU7M/LOAYHqnBL2yjPvexnCsE0osPGMKbXMM/xXWekuvKhotkQMmEiPgcPz9zImX37uZ3P7/Mey2WLHFvF9Hy5aEDy9hKA27kdw4RTiM28BG90lznSVkth/WZsuEiWdAETBHJNaKjoX179ycqppjsWNZO1KoxNGEcAGu4iy4s4hRlk6632cykJbvDKBlxtqfD0rLhIk5QMiEiuYqj1yK7ki//LMZZ5vIAfqwAYCpDeZpXSPh3WAM8M4ySEWd7OsqWNWteaKWH+ColEyKSbyRf/nkTP7GMjlTjDy4TxCO8R4WnHqDc/JRDD2FhZiLhzjBKRrJaDmuzQcmS0Lt32pjeeMM7MYlkh5IJEckXkk927MQSPqA3RbjIQSLoyDJ+sN1K2ALYvx82bcqZXgDHctjOnc3EIXlC4Tj++++0z3Os9HB3roiIp2gCpojkOumWvM7C+vUQe8TOy4xkCfdThIt8S3PqsYPd3Jo02XHTprSTP70po4mlFSuay2HTo5Ue4mvUMyGST+XWiovplbx2ptv/731nWEF3WvMNAK8ygpFMwJ7qv0ErJjumN7HUbocWLTJ+jqdKiIt4gqU9EzNmzOCWW24hJCSEkJAQIiMj+fLLL5Mev3LlCgMGDKBUqVIUKVKETp06ceLECQsjFskbcmvFxWwXeNqzh3tG16M133CJYLoxn6d5NU0iAdbt3ZV6OezJk849Tys9xBdYmkyEhYUxceJEdu7cyY4dO2jWrBnt27fn559/BmDYsGEsX76cxYsXs3btWmJjY4nWAKGIW3JrxcXsFniquH49BRs3JvjYAf7yq8IdbGYh3dLcw90qmp7mbFKjjUvFF1g6zNGuXbsUx+PHj2fGjBls2bKFsLAwZs+ezbx582jWrBkAc+bMoUaNGmzZsoWGDRume8/4+Hji4+OTjuPi4gBISEggISHBS+8k93C0gdoiZ/lKu9vt8MwzEBSU/uM2Gzz7LNxzj+8NeWzYYE5GDA7O+JrTp2HdOmjUCLh2DUaOpN6/G34ktmzJngc+Zt8TJSlEQprJjmCu2khMNL+s1rAhXH89xMZmvNKjYkXzOl/75+wrP+/5jTfa3dl72Qwju/vzeZbdbmfx4sX06tWL77//nuPHj9O8eXP++ecfihcvnnRdREQEQ4cOZdiwYeneZ8yYMYwdOzbN+Xnz5lGoUCFvhS8iPsQ/Lo56r79O2R9+AOD3Tp34tUcP38uQRHzcpUuX6NGjB+fOnSMkJCTD6yyfgPnjjz8SGRnJlStXKFKkCMuWLaNmzZrs3r2bgICAFIkEQLly5Th+/HiG9xs5ciTDhw9POo6LiyM8PJxWrVpl2hD5RUJCAitXrqRly5b4+/tn/QTxCF9p9yVLoF+/rK+bPdsc8vAlGzZA27ZZX7d26vfUmzAU28GDGIULs+OJJ7hpzBiqJGt3ux02b4bjxyE0FCIjfTfPWL7c7E06evS/c2FhMHEipOrc9Rm+8vOe33ij3R29+1mxPJm48cYb2b17N+fOnWPJkiX06tWLtWvXZvt+gYGBBAYGpjnv7++vH+pk1B7WsLrdy5eHy5edu87XfjwaNzaXSmZW4GlgibnUG/IwtitXoGpVri1eTOyhQ9RJ1e7+/uak09zAUyXErWD1z3t+5cl2d/Y+licTAQEBXH/99QDUrVuX7du388Ybb9C1a1euXr3K2bNnU/ROnDhxgtDQUIuiFcm97Hbzq2RJOHMm/WtS70HhS8tHMyvwVJBrvGo8xdAzU80TbdrA3LlQpAgcOmRJvJ7kbglxEW/zuaJViYmJxMfHU7duXfz9/Vm1alXSY3v37uXQoUNERkZaGKFI7uNYCtqiReaJBPy3B4UvLh9Nr8BTaU6xNrAlQ5lqnnjuOXNsoEQJS2IUyY8s7ZkYOXIkbdq0oVKlSpw/f5558+axZs0avv76a4oVK0a/fv0YPnw4JUuWJCQkhEGDBhEZGZnhSg4RSSv5fhSZSb4HRUbP8YUyzsm7/a9s3EmTNzsSdPKw2Qvx4YeqLy1iAUuTiZMnT/LQQw9x7NgxihUrxi233MLXX39Ny5YtAZgyZQoFChSgU6dOxMfH07p1a6ZPn25lyCK5Sma1GRxKloRFi/4rHZ1VPQebzazn0L69tUMeTQ59BC/1h/h4uOEGWLYMata0JiCRfM4jyUTqeQ3Omj17dqaPBwUFMW3aNKZNm5bNyETyt/Xr0xanSu3MGfPD2ZEYZPUcy8s4JyTAk0/CW2+Zx/feC//7HxQrZkEwIgLZmDMxadIkFi5cmHTcpUsXSpUqRcWKFfnh3zXdIuIbnC21nPy67Dwnx5w4YU78cCQSo0fDp58qkRCxmMvJxMyZMwkPDwdg5cqVrFy5ki+//JI2bdrw1FNPeTxAEcm+7JRk9tkyztu2Qd26ZonLokXNJGLMGCjgc/PIRfIdl4c5jh8/npRMfP7553Tp0oVWrVpRuXJlGjRo4PEARST7oqLMiZWZ1WZIvhQ0u8/xuvffh8cfh6tXoXp1c35E9eo5GICIZMbllL5EiRIcPnwYgK+++ooW/+6RaxgG9tQ77IiIpRy1GeC/pZ8OqZeCuvMcr7l6FZ54wizbefUqdOgAW7cqkRDxMS4nE9HR0fTo0YOWLVvy999/06ZNGwC+//77pOJTIuI70qvNAGbvQkZLPLPzHI87fhyaNYMZM8ws5qWXYOlSUFl8EZ/j8jDHlClTqFy5MocPH+aVV16hSJEiABw7downnnjC4wGKiPuyU5LZ0jLOW7ZAp07mlpnFipnVLJ3ZmENELOFyMuHv78+IESPSnM9oF08R8Q1+fmYy4EgO1q/POjmwpIzzrFkwcKC5BLRmTfjkE6hWLYeDEBFXZGsa9Mcff0yjRo2oUKECf/31FwBTp07l008/9WhwIuI5vlgeO4X4eOjfHx591EwkOnUyeyiUSIj4PJeTiRkzZjB8+HDatGnD2bNnkyZdFi9enKlTp3o6PhHJgt0Oa9bA/Pnm9/TmQTvKY6cuRuUoj51VQuHMa7glNtbsAnn3XXN+xMsvw+LF5hJQEfF5LicTb731Fu+++y7PPfccfsn6R+vVq8ePP/7o0eBEJHPO9DZkVR4bzPLYGSUIXu/R2LjRrB+xZQsULw4rVsDIkWmXkoiIz3I5mThw4AC33nprmvOBgYFcvHjRI0GJSNac7W1wpTx2dl8jWwzDXKnRpIm5cqNWLdixA+6+242biogVXE4mqlSpwu7du9Oc/+qrr6hRo4YnYhKRLLjS25Dd8tju9mhk6soVePhhs4bEtWvQpQts3gxVq2bjZiJiNZdXcwwfPpwBAwZw5coVDMNg27ZtzJ8/nwkTJvDee+95I0YRScWV3obslsf22oZfhw+bkyu3bzdLYU+cCCNGaFhDJBdzOZl4+OGHCQ4O5vnnn+fSpUv06NGDChUq8MYbb9CtWzdvxCgiqbjS29ClS/bKY3tlw6916+D+++HkSXPv8wULoGVLF24gIr4oW0tDH3jgAfbt28eFCxc4fvw4R44coV+/fp6OTUQy4EpvQ3bLY3t0wy/DMHf6bN7cTCRq1zbnRyiREMkTsjUBc9++fQAUKlSIsmXLArBv3z4OHjzo0eBEJH2OzbgyGhmw2SA8/L/ehuyUx3b1NTJ0+TL07g2DB5vzI7p3h02boEqVLJ4oIrmFy8lE79692bRpU5rzW7dupXfv3p6ISUSykJ3ehuhoOHgQVq+GefPM7wcOZLzPhjsbfjnqUnz61iHO124EH31kzo94/XWzNHahQs6/WRclr4mxYYPXXkZEknE5mfj++++5884705xv2LBhuqs8RMQ7stPb4CiP3b27+T2rfTay8xqOuhRjm67mjsF1KbpvF38XKM36USth+HCvTrRMXRPDsZ3H8uVee0kRIRsTMG02G+fPn09z/ty5c9qCXLzGbrdowykf5+5mXBm1a+rz+/ebIxNZvUZMDHTuZDCYN3iNERTEzk5uo1NiDIfGRrCklvd2HHXUxEhvkumDD5rfc2S3U5F8yOVkonHjxkyYMIH58+cnVcC02+1MmDCBRo0aeTxAkZgYs95B8mWKYWFmF7w+HLK/GVdG7dq9uzlEkF57d++e8f3sdnhm0CU+5hEeYB4AH/Egj/IOVwjGhlmXon17zyeCmdXEcPDWa4tINpKJSZMm0bhxY2688Uai/p15tX79euLi4vjuu+88HqDkbxn9tumowJhRV7tkLqN2PXIEXn017fXOtPf2RQdYFBvNrezmGn4MZzJvMQgwhzWyXZfCCV6riSEiTnF5zkTNmjXZs2cPXbp04eTJk5w/f56HHnqI3377jZtvvtkbMUo+5dUKjPlARptzOfNbfGqGYX4NGZJBe3/7Lbf2r8et7OYkZWjOKt5iMI5EIjmX6lI4ySs1MUTEaS73TABUqFCBl19+2dOxiKSg3zazL7OhoZIlM2/XzBw5AuPHw6hR/54wDHOFxjPPEJiYyHbqEU0MRwjP8B7O1q9whUdrYoiIy5xKJvbs2cPNN99MgQIF2LNnT6bX3nLLLR4JTES/bWZPVkNDgwe7d//Ro+HmmyG69UXo1w8WLgQgsXcfuq+cztHYIHCh0qYnOGpiZFbl06maGCKSLU4lE3Xq1OH48eOULVuWOnXqYLPZMNL5F2uz2bSiQzxGv226zpmhobfecv91Jg/8k46lO2D78UcoWBDeeIMCjz/OK8tsdO5sfngnjyGruhTuctTESO+1Hbz12iLiZDJx4MABypQpk/RnkZzgzG+b3vpNNzey281EIashjMRE916nFV8z/1h3bMf+gXLlzFmZ/67kctSlSG+IZepU706Wzei1AT7+WBN1RbzJqWQiIiICgISEBMaOHcsLL7xAFZXCFS/L7LdNb/+m6wtcqa2R3hwJzzN4hkm8zP9RAIPT1zeg9JqlaSpauVv7wh2pXzs0FOLioF0777+2SH7m0moOf39/li5d6q1YRNLITgXGvCB1JcemTc3jmJj0r+3c2TOJRIEC5i6jqRXmAovowkRGUgCDd3mYn6etTfsX8y9XK216UvLXVukbyS/s9v/Kx2/YkPOr3FxeGtqhQwc++eQTL4Qikj5X95TI7TJKDhwTKJMnFNlZ5pmZxETo399M1hyuZx9baMj9LOEq/jzKO7wU/i6Nmgd65kVFxC2OXz4c5ePbts34lw9vcXlpaLVq1XjxxRfZuHEjdevWpXDhwikeH+zuVHGRdGS3ymNuk9UESpstZSXHrJbPZsfJk/8NL7UxVjCXHhTnHMcIpTNL2Wy7gyVT8+7wkkhuknz1VnDwf+dzurCfy8nE7NmzKV68ODt37mTnzp0pHrPZbEomRNzgam0NbyyLLV8emjRO5MduE6gx/wUKYLCRO+jMEvzDy7Nkat7tFRLJTVz95cObXE4mtJpDxHs+/dS5644dM/8jOXHCs68fHg5Rdc5D517ctGwZAEfve5wjnacyPzxAG6yJ+BBfKuznUjKxZcsWli9fztWrV2nevDl33323t+ISyXfsdpg717lr9+0zx0Q9OcRhs8F7T+3F746O8OuvEBAA06dTsV8/unruZUTEQ3ypsJ/TycSSJUvo2rUrwcHB+Pv7M3nyZCZNmsSIESO8GZ9IvrF+PZw6lfV1ISEwZoznJl2C2SOx8IHPiHz+QXMtZcWKsHQpNGjguRcREY/ypcJ+Tq/mmDBhAo888gjnzp3jn3/+Ydy4cdqfQ8RNyTfjWrXKueckJnoukXj+eVi9KpE/e48lcmJ7iIvjbK1G2LfuUCIh4uMchf1saffTA3K2jLzTycTevXsZMWIEfv8OmD755JOcP3+ekydPei04kbwsdS2JceOce96FC1lf8/rrzv0nM2bYOW58pgMFXxoDwFsMpOyPq6jcMDRHl5WJiOschf0g7b/1nC7s53QycenSJUJCQpKOAwICCAoK4oIz/7OJSArZKTRls0GpUs5dW7581v/JzB7xK5dq1af8juVcIZDezGEwb5FAQLo1LUTE9/hKYT+XJmC+9957FClSJOn42rVrfPDBB5QuXTrpnJaGimQuO4WmHAnA4MHmrp1ZKV/enL2d0T4ZC7t/QsPnHsR24QKHCCeaGHZSL+manF5WJiLZ5ygjv26dOeXpiy+gceOc/XfrdDJRqVIl3n333RTnQkND+fjjj5OOVWdC8rOM9tJIXeY2MdH1VRiOjbLat4d333V+87M0+2SUtdP4uzEUeNkcU1nDXXRhEacom+ZeObmsTETc4+dnlo9fscL8ntO/ADidTBw8eNCLYYjkbulttBUWZu4PMX8+/P23+b1t25RV6jLz/PNQs2bajbJc3fwsqXro2bPwwAPm/zbAb22G0vLLV7iGf6Zx5MSyMhHJ3VwuWiUiKSUvZ5vckSPw6qvmn5MnEGfOOHff5s3T7xHI1jbfP/0EHTvCH39AUBC8+y7Hw3py7cus48iJZWUikrspmRBxg6c32oK0QxXpcWmb7yVLoHdvuHgRIiLM7Oe224iym6/j7JCJiEhGlEyIuMHTG225spwry83P7HZzrGTiRPO4WTNYuBD+nTDtWFaW2ZDJ6687mbCISL7m8hbkIvIfd+cTpF62WbGiWd0yPt4sZmW3Z/PGZ86YEzQcicSTT8LXXyclEg6ZLSsbMQKGD/+vDkbTpjm/rbGI5A7qmRBxg7vzCRy9AUOHQokSMGtWyqWfYWEwZYqZAzjdO7BnD0bHjtj+/JNrAcH8/sz73Di6W4bPSW/I5PRp6NIl7fBHTm9rLCK5g1PJRFxcnNM3TF7YSiSvc5SzdWeow2aDjz82OxPSm8R5//0pz4WFmcMT0dFpl6M2jl1AYt9+FIy/xJ9UoePVZex5qTZhc/57TnqSD5nY7WYPhC9saywiuYNTyUTx4sWxZVSXNxV7tvtlRXIfx7yDTp2yfw/DMJeOOsvROzBihLnc9MgR8OMaExhJE16jAPANLenOfM5QKsVznOlR8KVtjUUkd3AqmVi9enXSnw8ePMizzz5L7969iYyMBGDz5s18+OGHTJgwwTtRiviw6GhYvBi6dXNjjoMLHD0GjmWnJfmbBXSjJd8CMJFneI7xJOKX4jnO9ij40rbGIpI7OJVM3HXXXUl/fvHFF5k8eTLdu3dPOnffffdRq1YtZs2aRa9evTwfpYiP69zZ7CXo0iVnX7c2u1lGR6pwkIsUog9zWEz6QTjbo+BL2xqLSO7g8mqOzZs3U69evTTn69Wrx7Zt2zwSlEhudP/9sHSpOachubAwKFnS86/XnXls4g6qcJA/qEpDtmSYSCSXVY+CL21rLCK5g8vJRHh4eJo9OsDcBCw8PNwjQYnkVtHRcPAgrF4N8+aZ3w8eNFdkpMfxge3sbqBgzo94neHM4wEKcZkVtOF2tvMTtZx6flY9Cr60rbGI5A4uLw2dMmUKnTp14ssvv6RBgwYAbNu2jX379rF06VKPByiS26QuJhUTA//3f/Daa2mvdZTA3rLlvzkQmSnNKRbSlWaY85jG8RyjGZtifkRGXKloma2S3SKSb7mcTNxzzz38/vvvzJgxg99++w2Adu3a8dhjj6lnQiQVx74dQUHpPz55sjkhcsiQrO91GztZRkcqcZjzFKEXH7IM5z7Vs9Oj4FLJbhHJ17JVtCo8PJyXX37Z07GI5CoZbTme/PHM9u2w2cwKkyVKZF2n4kE+Yhb9CSKePwtWI+bBT/jkg5rYSFsG2zDMYZPky02z26OQZcluERGyWU57/fr19OzZkzvuuIOjR48C8PHHH7NhwwaPBifiq2JizMJOmZWadrZew5o1GV9TkATeYDAf0Ysg4jkdeS8Rx7cx4v2aGZbBXroUTpxIOW/jwAENTYiI97icTCxdupTWrVsTHBzMrl27iI+PB+DcuXPqrZB8wTF0kTpRcBSGciQU7tZhKMsJvqUFg3kLgIMPjaL0hk/xK1UcSH+ypyNpcPQodO9uftfQhIh4k8vJxLhx45g5cybvvvsu/v7+SefvvPNOdu3a5dHgRHxNZkMXyffZsNudr8MQFZVm/y3qsZ0d1OMu1hFHUfqV/oTw98dCgZT/ZJU0iIgvcDmZ2Lt3L40bN05zvlixYpw9e9YTMYn4LFdKTTtTr6FUKejb19xYy6EP77OeKMI5wq9UpwHbaPtOe6cTBbvdHDqZP9/NnUdFRJzkcjIRGhrKH3/8keb8hg0buO666zwSlOQdvvTB5olYXCk1nVW9BseeHP9OO8Kfq0zjCd6nH0HE8wnt6VRxK+OXVnd6voMzczlERDzN5WTikUceYciQIWzduhWbzUZsbCxz585lxIgRPP74496IUXIpX/pg81Qsrpaajo6GRYvSFqWqWBGKFPnvuBzH+Y5mPMEMErHxAi/Su2gMu/8McSmRcGYuh4iIp7mcTDz77LP06NGD5s2bc+HCBRo3bszDDz/Mo48+yqBBg7wRo+RCvvTB5slYTp3K+prkpaaXLIEnnkg5jFG6NPTpAxcumMcN2MJO6tKIjZwjhPv4jHG8wLnzBVi/3rm4XJnLISLiaS4nEzabjeeee44zZ87w008/sWXLFk6dOsVLL73kjfgkF/KlD7asYjEMeOwxuHrVuXsNH571dX37mr0R3bqZ+3WkTkBOnwbHP5eHeZd1NKYisfxMTW5nO19wb9K1mS0bTc6VuRzJ34+vDEGJSO7mcjLRt29fzp8/T0BAADVr1qR+/foUKVKEixcv0rdvX2/EKLlMdj7YrIoFzA/7sLCseyicuRfA2LHmUMrChRlfE0A8M3mUd+lPAAksJZqGbGEfN2T9AulwddtwXxqCEpHcz+Vk4sMPP+Ty5ctpzl++fJmPPvrIpXtNmDCB22+/naJFi1K2bFk6dOjA3r17U1xz5coVBgwYQKlSpShSpAidOnXixIkTroYtOcjVDzZvcvY1Tp3KesjDU/GWJ5Y1NOFRZpGIjZG8TGeWcIGiaa51tvqkK3M5fGkISkTyBqeTibi4OM6dO4dhGJw/f564uLikr3/++YcVK1ZQtmxZl1587dq1DBgwgC1btrBy5UoSEhJo1aoVFy9eTLpm2LBhLF++nMWLF7N27VpiY2OJVik/n+bqJEVvcvU1Mht+8US8De2b2EldItnCPxTnHlYwkZFA2vWjpUo5n0w4u234HXf4zhCUiOQhhpNsNptRoECBDL/8/PyMcePGOXu7dJ08edIAjLVr1xqGYRhnz541/P39jcWLFydd8+uvvxqAsXnzZqfuee7cOQMwzp0751ZsecXVq1eNTz75xLh69arXXuPaNcMICzMMm80xKyHll81mGOHh5nXellUs6X2tXu25ezm+goPijd2PPmpcpaBhgLGHm43r+CPT5yxd6tp7XbrUjC11fI5zS5ea782dNshtcuLnXdJSu1vDG+3u7Geo0xt9rV69GsMwaNasGUuXLqVkyZJJjwUEBBAREUGFChXcSmzOnTsHkHTvnTt3kpCQQIsWLZKuqV69OpUqVWLz5s00bNgwzT3i4+OTSnyD2aMCkJCQQEJCglvx5QWONvB2W7zxBjz4oPnn1BtRgbnpVGKi+eVtjlgy2nArtWPHIKPmyeh9ZSbQuMJbiQOp/Y45DLjErzOP+88iuEwRFk9OYOTI/2pNgLlsdNIkaNcu4zjS066duXrkmWdS3i8sDCZO/O/x4OCs75VZG+QmOfXzLimp3a3hjXZ39l42w3D2v0TTX3/9RaVKlbBl1J+aTYmJidx3332cPXs2acOwefPm0adPnxTJAUD9+vVp2rQpkyZNSnOfMWPGMHbs2DTn582bR6FChTwas0hWgk6fpv6kSZTYtw+jQAF+6dmTPzp2zHg8QkTEh1y6dIkePXpw7tw5QkJCMrzO5S3Iv/vuO4oUKcL999+f4vzixYu5dOkSvXr1cj1aYMCAAfz0009u7zw6cuRIhidbvxcXF0d4eDitWrXKtCHyi4SEBFauXEnLli1T7K3iLXY7bN4Mx49DaChERlq3f8TVq1CjRsqaD8nZbGavwJ49abcS37wZYmPN55YuDeXKmY+dOgVlyph1I5Jv+Q1wp309/7vanxKc5B9bCX59YTDt3nqay4v9GTIEXnzRO+8zM3Y71Kplvpf0fo3IqA1yq5z+eReT2t0a3mh3R+9+VlxOJiZMmMA777yT5nzZsmXp379/tpKJgQMH8vnnn7Nu3TrCwsKSzoeGhnL16lXOnj1L8eLFk86fOHGC0NDQdO8VGBhIYGBgmvP+/v76oU4mp9rD399cdmgFu91cznnsmDl5MirKHF7p3Nl8PL3hl4kTISjov/MxMeaExfSWhIaFmcMeLVrA5MnQpYvjEYMBTGMKw/DnGrupTY+AhUy49TcKFfJn5kx/UuXiOcbf3xxCcaUN8gL9+7eG2t0anmx3Z+/j8tLQQ4cOUaVKlTTnIyIiOHTokEv3MgyDgQMHsmzZMr777rs0961bty7+/v6sWrUq6dzevXs5dOgQkZGRroYu+UhGdRTAnDdQsWLK68PCzPPJFwpltITS4ciR/5ZS3n8/PPUUBHGZD+jN2wzCn2vMozt3sImDBcx9a/btw7JEwiE62vk2EBFxhss9E2XLlmXPnj1UdvzP/K8ffviBUqk3IMjCgAEDmDdvHp9++ilFixbl+PHjgLkDaXBwMMWKFaNfv34MHz6ckiVLEhISwqBBg4iMjEx38qUI/JcEpO7Gd9RRWLIEDh5M22uRemgjoyWUyRmGuZSyfXt4ZeAhRi7pSIkDu7BTgKd4lSkMIzzcxtSp5iQmXxk6iI42Y86sDUREnOVyMtG9e3cGDx5M0aJFk7YiX7t2LUOGDKFbt24u3WvGjBkANEm1mH7OnDn07t0bgClTplCgQAE6depEfHw8rVu3Zvr06a6GLU5Ib1ggt324XL1qlsfOqI6Czfbfh39mNRycrXYJZjXPH99cTZ2Xu1Di9GmMUqX48f8WcXv5Zqz+tx0TE2HFiuy8I+/x83O+joWISGZcTiZeeuklDh48SPPmzSlY0Hx6YmIiDz30EC+//LJL93JmIUlQUBDTpk1j2rRproYqLkhvboBjTkBu6faOiYFHH814giWkLOWd2Qep89UuDYbwBrWeHAGGHW69FduyZdSJiKBOsqtyYgmsiIhVXE4mAgICWLhwIS+99BI//PADwcHB1KpVi4iICG/EJznAmWEBX08oMnoPGckqWXCm2mUwl5hFf3oyFwxYWqgnfk/NokOEE4UcRETyEJeTCYcbbriBG27I3qZE4juy2lUz+bCArw55ODu/IbmskoWoKHMJaEa9HBEcZBkduZXdXMOP4Uzm7UuD4AEbSwJ9P/kSEfEkp5KJ4cOH89JLL1G4cOEUNRzSM3nyZI8EJjnDlR0+fXV83ZX5DTabOXwTFZX5dX5+0LOnuZQ0teZ8ywK6UZq/OUkZ7mcx67jLvD++n3yJiHiaU8nE999/n1RS8/vvv8/wOk9XxRTv86UdPrPL1dimTnXug759+9TJhMGTvM4knsGPRLZTj2hiOEL4f1fkguRLRMTTnEomVq9ene6fJffzlR0+3VlJ4mxsZcrAzJnOD0E4duI8ehSCjYvMph/dWAjAHHrzODOIJ/3qTr6cfImIeJrLRaskb3F26+qshgXckVGBqZgY556f1XsAM5E4csS1uQx+fuZqlirGn2wmkm4sJIGCPME0+vJ+hokE5Mz26iIivsKpnoloF/4HjnH2E0B8guMDs3Nn88M4ox0+vTX+74mVJM68h5kzISAg63hS95C0D/qae4t0J+DCP5ygLJ1ZwgYyzqycnZOR0evlxtoeIiJO9UwUK1Ys6SskJIRVq1axY8eOpMd37tzJqlWrKFasmNcCFe+xqrxyVitJHNUl7fas7+WJ95Cyh8Tgy6aToO09BFz4B+P2+vy5aCdPzIvCsSlt6p4QV5Mvd3tkRER8hVM9E3PmzEn68zPPPEOXLl2YOXMmfv/+j2m323niiSe0K2cuZkV5ZWdWYbgymTG778Fuh/HjYfRo87gwF5hDH+5nCQDv8TCln3ybDvcH4tgR5uab0y/yNXWq84lLbq/tISLi4HKdiffff58NGzYkJRIAfn5+DB8+nDvuuINXX33VowFKzsnp8spHj3r2OnD9PaSu/FmVP/iEDtzMz1zFn4G8zXu2/oQ9Be06/5eYuJN85YXaHiIiybmcTFy7do3ffvuNG2+8McX53377jUTVDBYXnDrl2etclbp3oA0rmEcPinOOY4TSiaVs5g7IYLlndpOvvFDbQ0QkOZeTiT59+tCvXz/2799P/fr1Adi6dSsTJ06kT58+Hg9Q8q4yZVy7zpOTFZP3DthIZCQTeIkXKIDBJiLpzBKOUSHFc7Ja7ulsfHmhtoeISHIuJxOvvfYaoaGhvP766xz793+78uXL89RTT/Hkk096PEDJu1JPlszsOk9vROboHSjCeT6kF9EsA2AGjzGEN0gg7dKPzJZ7uhKfr9T2EBHxFJeTiQIFCvD000/z9NNPExcXB6CJl5ItjvoQmXX5h4eb+2N06eLZyYrHjsEN7GUZHanJr8QTwACmMZuH01yb2XLP1JM304tv4UJznw+ADRvgzjv/K4aV3rwJV5eXiohYLVtFq65du8a3337L/Pnzk0pox8bGcuHCBY8GJ3mboz5EZgWzXn8dhg3LeLIiOL98NLmbDyxnG/Wpya8coSKNWZduIuGQ3nLPmBiIiEg/kXDEZxjQvTu0bWuea9sWqlY1z4H7y0tFRHyBy8nEX3/9Ra1atWjfvj0DBgzg1L+z4yZNmsSIESM8HqDkbY76EGFhKc+Hh5vnHZUrM5J8sqJTEhNh7FhqPXcfxYhjPY2oxw620SDdyzOqU+GYvOnMSpPUic7Ro/DaazBiRM7X9hAR8QaXhzmGDBlCvXr1+OGHHyhVqlTS+Y4dO/LII494NDjJHzJbZjl/vnP3cGqy4rlz8OCDsHw5APvbDKTFl6+TYAuAdHo+xo6F555L20OQnS3Pk3Ms/1ywAPbvh02bVAFTRHI3l5OJ9evXs2nTJgJS1SauXLkyR10pCCCSTEbLLD02WfHXX6FDB/j9dwgMhJkzqfxgb54bbw61nDnz36Xh4ZkXn3Jly/OMOHpUNm3S8k8Ryf1cTiYSExOxpzNAfeTIEYoWLeqRoEQcku/cmVFPQJYbkX3yidkjceGCebNly4g5VI8hlVMmBSVLmj0O6fVGJOfJJZta/ikieYHLcyZatWrF1KlTk45tNhsXLlxg9OjR3HPPPZ6MTSRpkmZmunXL4MM/MRFeeAE6djQTibvugp07iTlUj86d0/Yu/PMPjBkDn36a+et5csmmln+KSF7gcjLx2muvsXHjRmrWrMmVK1fo0aNH0hDHpEmTvBGj5FF2O6xZY86LWLMm4xUZ0dHmZMWMvPZaOptjnT0L7drBuHHm8ZAhsHIl9lJlMy1lDVmvDnFmy3PIeu6Dn5/3qnuKiOQkl5OJ8PBwfvjhB5577jmGDRvGrbfeysSJE/n+++8pW7asN2KUPMiVHTPt9qwnYqZIAH7+GW6/HVasgKAg+PhjcxKEv79Lpawzkry3JKOEYuxYc4JlZgmH3W7Wzxg2LPNkSkTE17mUTCQkJFC1alX27dvHAw88wCuvvML06dN5+OGHCQ4O9laMksc4llWm/lB3FHlKnVC4lAAsWQINGsAff5hFIDZuhJ49k671VCnrjLY8Dw+HpUth1CjzvSxalHUPxdSp2n5cRHI3l5IJf39/rly54q1YJB/IasdMSDvM4EwCUAA7ZaeMhPvvh4sXoVkz2LEDbrstxXWeLGUdHQ0HD8Lq1TBvnvn9wIGUq0BKl3a+xyGjZEpExNe5PMwxYMAAJk2axLVr17wRj+Rx2RlmyOqDvQRn+IK21PxsonniySfh66//q2GdTFbzHWw2J1aHJONY0tq9u/k9dS+EK6s13KnoKSJiJZeXhm7fvp1Vq1bxzTffUKtWLQoXLpzi8Rj9WiWZyM4wQ2bLQ2uxh2V0pCp/YgQHY5s9+79a1elwzHfo3NlMHJLfzxulrF1draHtx0UkN3K5Z6J48eJ06tSJ1q1bU6FCBYoVK5biSyQz2RlmyGjCYxcWsplIqvInF8tWxrZ5c6aJhENG8x0qVvR8KWtnV36kpvoTIpKbuNwzMWfOHG/EIflEVjuFZrRjpiMBGDIEjh25xsv8H0/zKgAnarek3Kr5kKy8uzNS93Jktzx2ZhyJ0IMPuvY81Z8QkdzE6Z6JxMREJk2axJ133sntt9/Os88+y+XLl70Zm+RBn34KGf3YZDXMEB0NB3f+zcm6bZISicSnnqHczi9dSiQy2qQrNtY7EyCjo83Vqc5wdc6GiIgvcDqZGD9+PP/3f/9HkSJFqFixIm+88QYDBgzwZmySxzg+xP/+O/3HS5ZMf5jBUdzqywm7uVq7HiV3fguFCsHChRR4ZaJLExyys5rEE9q1M79/8YV5f9D24yKSdzidTHz00UdMnz6dr7/+mk8++YTly5czd+5cEhMTvRmf5BHO7LQZHGzuHpqco7jVrKbzuOv/7iD4+EEO+lXl23FbzIpPLvJE0Sp3NGoEU6aYtSi0/biI5BVOJxOHDh1KsfdGixYtsNlsxMbGeiUwyVuc2WnzyBF4663/egViYqBrp2sMOzKceTxAIS7zJXdzm307rZ6sla3hCE8VrXKXMzUqRERyC6eTiWvXrhEUFJTinL+/PwkJCR4PSvIeZz+chw0zeyIWL4axA0/xNa0YzhQAxvN/3Mvn/EMJIHvDEZ4sWuWurGpUiIjkFk6v5jAMg969exMYGJh07sqVKzz22GMpak2ozoQkZ7ebvRK//OL8c44ehQlddvEZHYngEBcoTC8+JIZOSddktx5DVluaZ7SaREREMuZ0MtGrV68053om2/NAJLWYGHOeRFbDG6k9YHzMLPoTzBV+pxodWcYv3JTuta4OR+RU0SpHEnXsmNnL0bChe/cTEfFlTicTqi8hrnCs3HCldkNBEniNEQzhTQCWcy8P8jHnKJ7hc7IzHJG8ZkXyRCcszEwk3J23kF4Sdf315lbpIiJ5kctFqyT3SP3bcU513TuzciO1spxgEV24i3UAjGUUYxmNkcG0HneHI6KjzZUjqdvH3R6JjJIoxzzl5cs1yVJE8h4lE3lUer8dh4WZXfzenujnzMqN5OqxnRiiCecIcRTlQT7mM/5bI+qt4QjHBEhPcaaGxbPPmkmMJluKSF7i8t4c4vscvx2n/kA/etT1ss7Z4ew8hpIloQ9zWE8U4RzhN26kPtv4jPZJlSAXL8499RicXf7qrRoWIiJWUc9EHuPMb8eO6/z9vRODM/MY/LnKV1WHcfuZ6QB8yn08yMecJyRFz0N0NHTs6PnhCEh/GMid+/pKDQsRkZymZCKPcabCI8DmzdC0qXdiyGr5ZSjH+SygM7dv3wjAayFjeTru+aT5EaknQnp6OAIyHwbKbo+HL9WwEBHJSRrmyGOc/a33+HHvxZDRluEADdnCDupy+9WNEBICy5cz7MwovltdIMcqQWY2DOTORl/ObDeuGhYikhcpmchjnP2tNzTUu3E4ll8mn+/wMO+ylsZUJBZq1oTt2+Hee3O0EqQ7G305NhybP9/8nvqazJIox/FE1/YlExHJFZRM5DFZ/XbsOB8Z6f1YHPtPrPk6nn3NHuVd+hNAgvnAli1www3eDyKV7G705dhwrGlT6NHD/F65ctpejPSSKPjv2LF7qIhIXqJkIo9x5rdjx3U5Es+JWO4a3YTrv5tlBjB+vPlpW7RozgSQSnYmSbo6LJLeJl579rgVdp6UVU+PiOQeSibyoIx+Ow4Lg48/zsFANm6EunXNXojixeGLL+D//i/zSQVe5uokyewOi2gTr8w529MjIrmDkok8KqMtrnOkm90wYOZM8xPi+HG4+WZzfkSbNjnw4plzZhgoPPy/SZLZHRaRjHlrAqyIWEfJRB5myW/HV67Aww/D449DQgLcf7+5DvX663PgxbPmzDBQ8sqaqh3hWe5MgBUR36VkQjznyBFo3Bjefx8KFIBJk2DhQihSxOrIUshsGCh1ZU3VjvAs9fSI5E0qWiWesW6d2Qtx8iSUKAELFkCrVlZHlSFnN/rKqgCXuxuO5Tfq6RHJm5RMiHsMA6ZNg2HD4No1uOUWWLYMrrvO6siy5ExlTcewSOfO3ttwLD9RT49I3qRhDsm+y5ehTx8YNMhMJLp3x75+E2sOXZenlvu5MiwimXN1AqyI5A7qmZDsOXTI/BTdudOcH/Hqq8REDGPITTaP7nfhK5wdFpHMqadHJG9Sz4S4bs0as37Ezp1QqhR88w0xlYfT+X5bnl7up9oRnqGeHpG8Rz0T4jzDMH+tHDHCHL+49VaIicEeXpkhlbNe7te+vT6AxaSeHpG8RcmEOOfSJejfH+bONY979oRZsyA4mPVrMl/uB/8t9/P0VuKSe3lja3kRsYaSCUlit2fwm+LBg9CxI+zebZ6YPNmcdPnvIPfRo87d39nrREQkd1EyIYA5p2HIENJMnpzX91uipnWDv/+GMmVg0aI0v06eOuXcazh7nYiI5C5KJiRpr4SUcx4Muh6ZzB0vPg0kmhMuY2KgUqU0zy9TxrnXcfY6ERHJXbSaI59Lb6+EQlxkHj14jRH4kcjiQr2wr1mfbiIBaWflZ8TZ60REJHdRMpHPpd4roQp/sok76M4CEijIAN6my6U5rN8RnOE9HIWIMqNCRCIieZeSiXwu+R4IrfiaHdSjNns4QVma8R3TGQDYMt0rwVGIKLOqhipEJCKSdymZyOfMPRAMnmYSK7iHkvzDVupTl51sICrVdRlzFCJK3UMRHq5CRCIieZ0mYOZzUbdeYHlwH+69vASA9+jHAKZxlUDAtV0xVYhIRCR/srRnYt26dbRr144KFSpgs9n45JNPUjxuGAajRo2ifPnyBAcH06JFC/bt22dNsHnRH3/gd2dD7r28hKv48xgzeYR3UyQS4NoQhUpOi4jkP5YmExcvXqR27dpMmzYt3cdfeeUV3nzzTWbOnMnWrVspXLgwrVu35sqVKzkcad5j++oruP12+PlnCA1l0/g1fBH2KPDfxAftlSAiIs6wdJijTZs2tGnTJt3HDMNg6tSpPP/887Rv3x6Ajz76iHLlyvHJJ5/QrVu3nAw17zAMbli8GL9588z1oJGRsGQJTSpU4OAzGqIQERHX+eyciQMHDnD8+HFatGiRdK5YsWI0aNCAzZs3Z5hMxMfHEx8fn3QcFxcHQEJCAgkJCd4N2tedP4+tTx9qfPYZAPZHHiFx8mQIDIR/2+bOO/+7PDHR/BL3OX728v3PYA5Tu1tD7W4Nb7S7s/fy2WTi+PHjAJQrVy7F+XLlyiU9lp4JEyYwduzYNOe/+eYbChUq5Nkgc5EiR49Sf8IEih45gr1gQfY8+iiHWraEVausDi1fWblypdUh5Etqd2uo3a3hyXa/dOmSU9f5bDKRXSNHjmT48OFJx3FxcYSHh9OqVStCQkIsjCznLV8OzzwDtQ99zuyrIylKHCcKlmfvy8OoN2AAN/v7Wx1ivpGQkMDKlStp2bIl/mr3HKN2t4ba3RreaHdH735WfDaZCA0NBeDEiROUT1bk4MSJE9SpUyfD5wUGBhIYGJjmvL+/f776oY6Jgfs7JfI8LzGWMQCspxG9/Ocx5YZdfPWVP9HR+ac9fEV++zn0FWp3a6jdreHJdnf2Pj5btKpKlSqEhoayKlk3fFxcHFu3biUyMtLCyHyf3Q7PDzpHDB2TEom3GUBzVnEcM0l79lnzOhEREXdZ2jNx4cIF/vjjj6TjAwcOsHv3bkqWLEmlSpUYOnQo48aNo1q1alSpUoUXXniBChUq0KFDB+uC9iC73TurJ3bO/Y2Y2A5UZy9XCORxZvABfQAoiDmZ5sgR87VT7SYuIiLiMkuTiR07dtC0adOkY8dch169evHBBx/w9NNPc/HiRfr378/Zs2dp1KgRX331FUFBQVaF7DExMeZunck32QoLM/e4cKuuwyefcOtjD+HPeQ4TRjQx7OD2dC/NbL8NERERZ1maTDRp0gQj+d7XqdhsNl588UVefPHFHIzK+2JioHPnlNt+Axw9ap7PVqGoxEQYPRrGjcMfWMNddGERpyib4VOy2m9DRETEGT47ZyKvstvNHon0cijHuaFDXZzPcPYstGsH48YBkDh4CH0qruS0LeNEwtn9NkRERLKiZCKHrV+fcmgjNcOAw4fN65zy889mWewVKyAoCD76iAJvTOX1N80ZuKm3BXccT5yo6pYiIuIZSiZymLPzFJy6bulSaNAA/vgDKlWCjRvhwQeB/7YEr1gx5VMcx+3aOR+ziIhIZpRM5DBn5ylkep3dDv/3f+YEi4sXoVkz2LEDbrstxWXR0XDwIKxeDfPmmd/37Ml26CIiIuny2aJVeVVUlDlf4ejR9OdN2GxZzGf45x/o0QO++so8Hj4cJk2Cgun/VTq2BHdQqXwREfE09UzkMD8/c/knZDyfYerUDOYz7NkD9eqZiURwMMydC6+/nmEiISIikhOUTFggo/kMYWGZLAtduNDcLvzPP6FyZdi82eyhEBERsZh+pbVIdDS0b+9EBcxr18z5Ea++ah63bAnz50OpUjkes4iISHqUTFgo9XyGNP7+G7p1g2+/NY+ffhrGj9ewhoiI+BR9Kvmq3buhY0dzOUahQjBnDnTpYnVUIiIiaWjOhC+aNw/uuMNMJK67DrZsUSIhIiI+S8mEL7l2DZ58Eh54AC5fhrvvhu3boVYtqyMTERHJkJIJX3HqFLRqBZMnm8f/93/w+edQsqS1cYmIiGRBcyZ8wa5d5vyIQ4egcGH48EPo1MnqqERERJyingmrffwx3HmnmUhUqwZbtyqREBGRXEXJhFUSEsy9yB96CK5cgbZtYds2uOkmqyMTERFxiZIJK5w8CS1awJtvmscvvACffQbFi1saloiISHZozoSL7HYnqlZmZvt2s/zlkSNQtCh89BF06OCtcEVERLxOPRMuiIkxt8Vo2tTcFqNpU/M4JsbJG8yZY2YfR47AjTea8yOUSIiISC6nZMJJMTHQubOZByR39Kh5PtOE4upVGDAA+vaF+Hi47z5zfkSNGl6NWUREJCdomMMJdrs5V9Iw0j5mGObW4UOHmht3pRnyOH7czDY2bjSPx46F55+HAtbmcRs2QGysWd6iTBlzB1OXh2xERERQMuGU9evT9kgkZxhw+LB5XYqNu7ZsMZd5xsZCSAjMnQv33uvtcDO1fLmZMLRtaxbZTC4sDN54I4Mt0EVERDKgYQ4nHDuWjeveew/uustMJGrUMCdeWpxIxMTAgw9m/PiRI04M2YiIiKSiZMIJ5cu7cF18PDz2GDzyiDlXomNHc6LlDTd4NcasZDZUk9rQoeb1IiIizlAy4YSoKHMIwGZL/3GbDcLDIapqrLnE4513zJPjx8OSJeYSUItlNVTjkHzIRkRExBlKJpzg52fOJYC0CYXj+KPHNuJXvy5s3mwWn/riC3OzLosnWjo4O1ST3etFRCT/8o1PulwgOtrsZKhYMeX5sIoGOx+ZSZMxTc2VGzffbM6PaNPGmkAz4OxQTXavFxGR/EurOVwQHW0u/3RUwKxY6gqNFg6kwKzZ5gX33w/vvw9FilgbaDocQzV//535dTabeV1UVM7EJSIiuZ+SCRf5+f27/PPIEXPZ57Zt5lDGhAnw1FMZT6ywmGOoJrPVHA5Tp6rehIiIOE/JRHasX2+uoTx5EkqUgAULoFUrq6PKUlb1I8LDzURCdSZERMQVSiZctXs3NGsG167BLbfAsmVw3XVWR+W0du1gxQpzfqgqYIqIiCcomXBV7drm3AjDMAtTFS5sdUTZ0qgR+PtbHYWIiOQFSiZcZbPBBx+Yn8Q+Oj9CREQkJymZyI6AAKsjEBER8RmqMyEiIiJuUTIhIiIiblEyISIiIm5RMiEiIiJuUTIhIiIiblEyISIiIm5RMiEiIiJuUTIhIiIiblEyISIiIm5RMiEiIiJuUTIhIiIiblEyISIiIm5RMiEiIiJuUTIhIiIiblEyISIiIm5RMiEiIiJuUTIhIiIiblEyISIiIm5RMiEiIiJuUTIhIiIiblEyISIiIm5RMiEiIiJuUTIhIiIiblEyISIiIm5RMiEiIiJuUTIhIiIiblEyISIiIm5RMiEiIiJuUTIhIiIiblEyISIiIm7JFcnEtGnTqFy5MkFBQTRo0IBt27ZZHZLkYXY7rFkD8+eb3+12qyMSEfFtPp9MLFy4kOHDhzN69Gh27dpF7dq1ad26NSdPnrQ6NMmDYmKgcmVo2hR69DC/V65snhcRkfT5fDIxefJkHnnkEfr06UPNmjWZOXMmhQoV4v3337c6NMljYmKgc2c4ciTl+aNHzfNKKERE0lfQ6gAyc/XqVXbu3MnIkSOTzhUoUIAWLVqwefPmdJ8THx9PfHx80nFcXBwACQkJJCQkeDfgXMDRBmqLlOx2eOYZCApK/3GbDZ59Fu65B/z8XL+/2t0aandrqN2t4Y12d/ZeNsMwDI+9qofFxsZSsWJFNm3aRGRkZNL5p59+mrVr17J169Y0zxkzZgxjx45Nc37evHkUKlTIq/GKiIjkJZcuXaJHjx6cO3eOkJCQDK/z6Z6J7Bg5ciTDhw9POo6LiyM8PJxWrVpl2hD5RUJCAitXrqRly5b4+/tbHY7PWLIE+vXL+rrZs80hD1ep3a2hdreG2t0a3mh3R+9+Vnw6mShdujR+fn6cOHEixfkTJ04QGhqa7nMCAwMJDAxMc97f318/1MmoPVIqXx4uX3buOneaTe1uDbW7NdTu1vBkuzt7H5+egBkQEEDdunVZtWpV0rnExERWrVqVYthDxF1RURAWZs6NSI/NBuHh5nUiIpKSTycTAMOHD+fdd9/lww8/5Ndff+Xxxx/n4sWL9OnTx+rQJA/x84M33jD/nDqhcBxPnZq9yZciInmdTw9zAHTt2pVTp04xatQojh8/Tp06dfjqq68oV66c1aFJHhMdbc6dGDIk5fLQsDAzkYiOtiw0ERGf5vPJBMDAgQMZOHCg1WFIPhAdDe3bw/r1cOyYOUciKko9EiIimckVyYRITvLzgyZNrI5CRCT38Pk5EyIiIuLblEyIiIiIW5RMiIiIiFuUTIiIiIhblEyIiIiIW5RMiIiIiFuUTIiIiIhblEyIiIiIW5RMiIiIiFuUTIiIiIhblEyIiIiIW5RMiIiIiFuUTIiIiIhblEyIiIiIW5RMiIiIiFuUTIiIiIhblEyIiIiIW5RMiIiIiFuUTIiIiIhblEyIiIiIW5RMiIiIiFuUTIiIiIhblEyIiIiIW5RMiIiIiFuUTIiIiIhblEyIiIiIW5RMiIiIiFuUTIiIiIhblEyIiIiIW5RMiIiIiFuUTIiIiIhblEyIiIiIW5RMiIiIiFsKWh1Afma3w/r1cOwYlC8PUVHg52d1VCIiIq5RMmGRmBgYMgSOHPnvXFgYvPEGREdbF5eIiIirNMxhgZgY6Nw5ZSIBcPSoeT4mxpq4REREskPJRA6z280eCcNI+5jj3NCh5nUiIiK5gZKJHLZ+fdoeieQMAw4fNq8TERHJDZRM5LBjxzx7nYiIiNWUTOSw8uU9e52IiIjVlEzksKgoc9WGzZb+4zYbhIeb14mIiOQGSiZymJ+fufwT0iYUjuOpU1VvQkREcg8lExaIjoYlS6BixZTnw8LM86ozISIiuYmKVlkkOhrat1cFTBERyf2UTFjIzw+aNLE6ChEREfdomENERETcomRCRERE3KJkQkRERNyiZEJERETcomRCRERE3KJkQkRERNyiZEJERETcomRCRERE3KJkQkRERNyiZEJERETcomRCRERE3KJkQkRERNyiZEJERETckud3DTUMA4C4uDiLI/ENCQkJXLp0ibi4OPz9/a0OJ99Qu1tD7W4Ntbs1vNHujs9Ox2dpRvJ8MnH+/HkAwsPDLY5EREQkdzp//jzFihXL8HGbkVW6kcslJiYSGxtL0aJFsdlsVodjubi4OMLDwzl8+DAhISFWh5NvqN2toXa3htrdGt5od8MwOH/+PBUqVKBAgYxnRuT5nokCBQoQFhZmdRg+JyQkRP/ILaB2t4ba3Rpqd2t4ut0z65Fw0ARMERERcYuSCREREXGLkol8JjAwkNGjRxMYGGh1KPmK2t0aandrqN2tYWW75/kJmCIiIuJd6pkQERERtyiZEBEREbcomRARERG3KJkQERERtyiZyKPWrVtHu3btqFChAjabjU8++STF44ZhMGrUKMqXL09wcDAtWrRg37591gSbR0yYMIHbb7+dokWLUrZsWTp06MDevXtTXHPlyhUGDBhAqVKlKFKkCJ06deLEiRMWRZw3zJgxg1tuuSWpUE9kZCRffvll0uNq85wxceJEbDYbQ4cOTTqntve8MWPGYLPZUnxVr1496XGr2lzJRB518eJFateuzbRp09J9/JVXXuHNN99k5syZbN26lcKFC9O6dWuuXLmSw5HmHWvXrmXAgAFs2bKFlStXkpCQQKtWrbh48WLSNcOGDWP58uUsXryYtWvXEhsbS3R0tIVR535hYWFMnDiRnTt3smPHDpo1a0b79u35+eefAbV5Tti+fTvvvPMOt9xyS4rzanvvuOmmmzh27FjS14YNG5Ies6zNDcnzAGPZsmVJx4mJiUZoaKjx6quvJp07e/asERgYaMyfP9+CCPOmkydPGoCxdu1awzDMNvb39zcWL16cdM2vv/5qAMbmzZutCjNPKlGihPHee++pzXPA+fPnjWrVqhkrV6407rrrLmPIkCGGYejn3VtGjx5t1K5dO93HrGxz9UzkQwcOHOD48eO0aNEi6VyxYsVo0KABmzdvtjCyvOXcuXMAlCxZEoCdO3eSkJCQot2rV69OpUqV1O4eYrfbWbBgARcvXiQyMlJtngMGDBhA27ZtU7Qx6Ofdm/bt20eFChW47rrreOCBBzh06BBgbZvn+Y2+JK3jx48DUK5cuRTny5Url/SYuCcxMZGhQ4dy5513cvPNNwNmuwcEBFC8ePEU16rd3ffjjz8SGRnJlStXKFKkCMuWLaNmzZrs3r1bbe5FCxYsYNeuXWzfvj3NY/p5944GDRrwwQcfcOONN3Ls2DHGjh1LVFQUP/30k6VtrmRCxAsGDBjATz/9lGIsU7znxhtvZPfu3Zw7d44lS5bQq1cv1q5da3VYedrhw4cZMmQIK1euJCgoyOpw8o02bdok/fmWW26hQYMGREREsGjRIoKDgy2LS8Mc+VBoaChAmhm+J06cSHpMsm/gwIF8/vnnrF69mrCwsKTzoaGhXL16lbNnz6a4Xu3uvoCAAK6//nrq1q3LhAkTqF27Nm+88Yba3It27tzJyZMnue222yhYsCAFCxZk7dq1vPnmmxQsWJBy5cqp7XNA8eLFueGGG/jjjz8s/XlXMpEPValShdDQUFatWpV0Li4ujq1btxIZGWlhZLmbYRgMHDiQZcuW8d1331GlSpUUj9etWxd/f/8U7b53714OHTqkdvewxMRE4uPj1eZe1Lx5c3788Ud2796d9FWvXj0eeOCBpD+r7b3vwoUL7N+/n/Lly1v6865hjjzqwoUL/PHHH0nHBw4cYPfu3ZQsWZJKlSoxdOhQxo0bR7Vq1ahSpQovvPACFSpUoEOHDtYFncsNGDCAefPm8emnn1K0aNGkMcpixYoRHBxMsWLF6NevH8OHD6dkyZKEhIQwaNAgIiMjadiwocXR514jR46kTZs2VKpUifPnzzNv3jzWrFnD119/rTb3oqJFiybNB3IoXLgwpUqVSjqvtve8ESNG0K5dOyIiIoiNjWX06NH4+fnRvXt3a3/evbpWRCyzevVqA0jz1atXL8MwzOWhL7zwglGuXDkjMDDQaN68ubF3715rg87l0mtvwJgzZ07SNZcvXzaeeOIJo0SJEkahQoWMjh07GseOHbMu6Dygb9++RkREhBEQEGCUKVPGaN68ufHNN98kPa42zznJl4YahtreG7p27WqUL1/eCAgIMCpWrGh07drV+OOPP5Iet6rNtQW5iIiIuEVzJkRERMQtSiZERETELUomRERExC1KJkRERMQtSiZERETELUomRERExC1KJkRERMQtSiZERETELUomRCTH2Ww2PvnkE4/ft3LlykydOtXj9xWRzCmZEMnDNm/ejJ+fH23btnX5uVZ+MPfu3RubzYbNZkvaEfTFF1/k2rVrmT5v+/bt9O/fP4eiFBEHJRMiedjs2bMZNGgQ69atIzY21upwXHL33Xdz7Ngx9u3bx5NPPsmYMWN49dVX07326tWrAJQpU4ZChQrlZJgigpIJkTzrwoULLFy4kMcff5y2bdvywQcfpLlm+fLl3H777QQFBVG6dGk6duwIQJMmTfjrr78YNmxYUg8BwJgxY6hTp06Ke0ydOpXKlSsnHW/fvp2WLVtSunRpihUrxl133cWuXbtcjj8wMJDQ0FAiIiJ4/PHHadGiBZ999hlg9lx06NCB8ePHU6FCBW688UYgbW/K2bNnefTRRylXrhxBQUHcfPPNfP7550mPb9iwgaioKIKDgwkPD2fw4MFcvHgx6fHp06dTrVo1goKCKFeuHJ07d3b5fYjkB0omRPKoRYsWUb16dW688UZ69uzJ+++/T/J9/b744gs6duzIPffcw/fff8+qVauoX78+ADExMYSFhfHiiy9y7Ngxjh075vTrnj9/nl69erFhwwa2bNlCtWrVuOeeezh//rxb7yc4ODipBwJg1apV7N27l5UrV6ZIEBwSExNp06YNGzdu5H//+x+//PILEydOxM/PD4D9+/dz991306lTJ/bs2cPChQvZsGEDAwcOBGDHjh0MHjyYF198kb179/LVV1/RuHFjt96DSF5V0OoARMQ7Zs+eTc+ePQFzyODcuXOsXbuWJk2aADB+/Hi6devG2LFjk55Tu3ZtAEqWLImfnx9FixYlNDTUpddt1qxZiuNZs2ZRvHhx1q5dy7333uvy+zAMg1WrVvH1118zaNCgpPOFCxfmvffeIyAgIN3nffvtt2zbto1ff/2VG264AYDrrrsu6fEJEybwwAMPMHToUACqVavGm2++yV133cWMGTM4dOgQhQsX5t5776Vo0aJERERw6623uhy/SH6gngmRPGjv3r1s27aN7t27A1CwYEG6du3K7Nmzk67ZvXs3zZs39/hrnzhxgkceeYRq1apRrFgxQkJCuHDhAocOHXLpPp9//jlFihQhKCiINm3a0LVrV8aMGZP0eK1atTJMJMB8f2FhYUmJRGo//PADH3zwAUWKFEn6at26NYmJiRw4cICWLVsSERHBddddx4MPPsjcuXO5dOmSS+9BJL9Qz4RIHjR79myuXbtGhQoVks4ZhkFgYCBvv/02xYoVIzg42OX7FihQIMVQCUBCQkKK4169evH333/zxhtvEBERQWBgIJGRkSmGKJzRtGlTZsyYQUBAABUqVKBgwZT/XRUuXDjT52f1/i5cuMCjjz7K4MGD0zxWqVIlAgIC2LVrF2vWrOGbb75h1KhRjBkzhu3bt1O8eHGX3otIXqeeCZE85tq1a3z00Ue8/vrr7N69O+nrhx9+oEKFCsyfPx+AW265hVWrVmV4n4CAAOx2e4pzZcqU4fjx4ykSit27d6e4ZuPGjQwePJh77rmHm266icDAQE6fPu3y+yhcuDDXX389lSpVSpNIOOOWW27hyJEj/P777+k+ftttt/HLL79w/fXXp/ly9HgULFiQFi1a8Morr7Bnzx4OHjzId99953IsInmdeiZE8pjPP/+cf/75h379+lGsWLEUj3Xq1InZs2fz2GOPMXr0aJo3b07VqlXp1q0b165dY8WKFTzzzDOAuTJi3bp1dOvWjcDAQEqXLk2TJk04deoUr7zyCp07d+arr77iyy+/JCQkJOk1qlWrxscff0y9evWIi4vjqaeeylYviLvuuusuGjduTKdOnZg8eTLXX389v/32GzabjbvvvptnnnmGhg0bMnDgQB5++GEKFy7ML7/8wsqVK3n77bf5/PPP+fPPP2ncuDElSpRgxYoVJCYmJq0cEZH/qGdCJI+ZPXs2LVq0SJNIgJlM7Nixgz179tCkSRMWL17MZ599Rp06dWjWrBnbtm1LuvbFF1/k4MGDVK1alTJlygBQo0YNpk+fzrRp06hduzbbtm1jxIgRaV7/n3/+4bbbbuPBBx9k8ODBlC1b1rtvOgNLly7l9ttvp3v37tSsWZOnn346qbfllltuYe3atfz+++9ERUVx6623MmrUqKShoeLFixMTE0OzZs2oUaMGM2fOZP78+dx0002WvBcRX2YzUg+AioiIiLhAPRMiIiLiFiUTIiIi4hYlEyIiIuIWJRMiIiLiFiUTIiIi4hYlEyIiIuIWJRMiIiLiFiUTIiIi4hYlEyIiIuIWJRMiIiLiFiUTIiIi4pb/B0YcJsYOJ8mKAAAAAElFTkSuQmCC", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(6,6))\n", + "plt.scatter(y_test, y_pred, color='blue')\n", + "plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red')\n", + "plt.xlabel('Actual Prices')\n", + "plt.ylabel('Predicted Prices')\n", + "plt.title('Actual vs Predicted Prices')\n", + "plt.grid(True)\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Notebooks/Notebook-A5 (Data Analytics-2).ipynb b/Notebooks/Notebook-A5 (Data Analytics-2).ipynb new file mode 100755 index 0000000..67cf765 --- /dev/null +++ b/Notebooks/Notebook-A5 (Data Analytics-2).ipynb @@ -0,0 +1,300 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "a8cd996d-0097-4bfc-8146-066562e039b8", + "metadata": {}, + "source": [ + "# Notebook-A5 (Data Analytics-2)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "920f58f3", + "metadata": {}, + "outputs": [], + "source": [ + "# Import libraries\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.metrics import confusion_matrix, accuracy_score, precision_score, recall_score" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "2b4a4744", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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User IDGenderAgeEstimatedSalaryPurchased
015624510Male19190000
115810944Male35200000
215668575Female26430000
315603246Female27570000
415804002Male19760000
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" + ], + "text/plain": [ + " User ID Gender Age EstimatedSalary Purchased\n", + "0 15624510 Male 19 19000 0\n", + "1 15810944 Male 35 20000 0\n", + "2 15668575 Female 26 43000 0\n", + "3 15603246 Female 27 57000 0\n", + "4 15804002 Male 19 76000 0" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load dataset into DataFram\n", + "df= pd.read_csv(\"Assignment-A5-Social_Network_Ads.csv\")\n", + "df.head() # Print first 5 rows" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "d05d408e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['User ID', 'Gender', 'Age', 'EstimatedSalary', 'Purchased'], dtype='object')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Print column names\n", + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "5a670ac1", + "metadata": {}, + "outputs": [], + "source": [ + "# Convert Gender to numeric\n", + "df['Gender'] = df['Gender'].map({'Male': 0, 'Female': 1})\n", + "\n", + "# Features and Target\n", + "X = df[['Gender', 'Age', 'EstimatedSalary']]\n", + "y = df['Purchased']\n", + "# Split the data\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "5f4c8777", + "metadata": {}, + "outputs": [], + "source": [ + "# Feature Scaling\n", + "sc = StandardScaler()\n", + "X_train = sc.fit_transform(X_train)\n", + "X_test = sc.transform(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "f9942185", + "metadata": {}, + "outputs": [], + "source": [ + "# Train the model\n", + "classifier = LogisticRegression()\n", + "classifier.fit(X_train, y_train)\n", + "# Make predictions\n", + "y_pred = classifier.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "8c7fa3e2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Confusion Matrix:\n", + " [[61 2]\n", + " [10 27]]\n", + "True Positives (TP): 27\n", + "False Positives (FP): 2\n", + "True Negatives (TN): 61\n", + "False Negatives (FN): 10\n", + "Accuracy: 0.88\n", + "Error Rate: 0.12\n", + "Precision: 0.93\n", + "Recall: 0.73\n" + ] + } + ], + "source": [ + "# Evaluate the model\n", + "\n", + "# Confusion Matrix\n", + "cm = confusion_matrix(y_test, y_pred)\n", + "print(\"Confusion Matrix:\\n\", cm)\n", + "\n", + "# Extract values\n", + "TN, FP, FN, TP = cm.ravel()\n", + "\n", + "# Metrics\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "error_rate = 1 - accuracy\n", + "precision = precision_score(y_test, y_pred)\n", + "recall = recall_score(y_test, y_pred)\n", + "\n", + "print(f\"True Positives (TP): {TP}\")\n", + "print(f\"False Positives (FP): {FP}\")\n", + "print(f\"True Negatives (TN): {TN}\")\n", + "print(f\"False Negatives (FN): {FN}\")\n", + "print(f\"Accuracy: {accuracy:.2f}\")\n", + "print(f\"Error Rate: {error_rate:.2f}\")\n", + "print(f\"Precision: {precision:.2f}\")\n", + "print(f\"Recall: {recall:.2f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "3e5f5f8a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize\n", + "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues')\n", + "plt.xlabel(\"Predicted\")\n", + "plt.ylabel(\"Actual\")\n", + "plt.title(\"Confusion Matrix\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "d693c1df-4f7c-4500-973f-4005f5c4ceca", + "metadata": {}, + "source": [ + "---" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Notebooks/Notebook-A6 (Data Analytics-3).ipynb b/Notebooks/Notebook-A6 (Data Analytics-3).ipynb new file mode 100644 index 0000000..2c6deed --- /dev/null +++ b/Notebooks/Notebook-A6 (Data Analytics-3).ipynb @@ -0,0 +1,261 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "733b5975-57c9-4e07-b78c-f963940983e7", + "metadata": {}, + "source": [ + "# Notebook-A6 (Data Analytics-3)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "e0be02f6-46d8-4248-8b07-26f76114d095", + "metadata": {}, + "outputs": [], + "source": [ + "# Import libraries\n", + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.naive_bayes import GaussianNB\n", + "from sklearn.metrics import confusion_matrix, accuracy_score, precision_score, recall_score" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "524d2df1-e1e9-4f3a-860b-22cfb54b6245", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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sepal.lengthsepal.widthpetal.lengthpetal.widthvariety
05.13.51.40.2Setosa
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24.73.21.30.2Setosa
34.63.11.50.2Setosa
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" + ], + "text/plain": [ + " sepal.length sepal.width petal.length petal.width variety\n", + "0 5.1 3.5 1.4 0.2 Setosa\n", + "1 4.9 3.0 1.4 0.2 Setosa\n", + "2 4.7 3.2 1.3 0.2 Setosa\n", + "3 4.6 3.1 1.5 0.2 Setosa\n", + "4 5.0 3.6 1.4 0.2 Setosa" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load dataset into Pandas DataFrame\n", + "df = pd.read_csv(\"iris.csv\")\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "67649dfb-17ba-4522-a3d7-d19024e65868", + "metadata": {}, + "outputs": [], + "source": [ + "# Set independent and dependent variables\n", + "X = df.drop('variety', axis=1) # Independent variable\n", + "y = df['variety'] # Dependent variable\n", + "\n", + "# train test split\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9b47ebcd-8a02-4eb8-86cd-6b0da8612747", + "metadata": {}, + "outputs": [], + "source": [ + "# Scale features\n", + "scaler = StandardScaler()\n", + "X_train_scaled = scaler.fit_transform(X_train)\n", + "X_test_scaled = scaler.transform(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "853b93b7-e1bd-44c1-80b8-339579c6b365", + "metadata": {}, + "outputs": [], + "source": [ + "# Train Naive Bayes model\n", + "model = GaussianNB()\n", + "model.fit(X_train_scaled, y_train)\n", + "\n", + "# Predict\n", + "y_pred = model.predict(X_test_scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "e4b86c57-eaae-418e-bc36-db7d86400a92", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Evaluate the model\n", + "cm = confusion_matrix(y_test, y_pred, labels=model.classes_)\n", + "cm_df = pd.DataFrame(cm, index=model.classes_, columns=model.classes_)\n", + "\n", + "# Plot Confusion Matrix\n", + "sns.heatmap(cm_df, annot=True, cmap='Blues', fmt='d')\n", + "plt.title('Confusion Matrix')\n", + "plt.xlabel('Predicted')\n", + "plt.ylabel('Actual')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "9574ce6d-900d-4769-bb22-00319cf32d9a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 1.00\n", + "Error Rate: 0.00\n", + "Precision (Macro): 1.00\n", + "Recall (Macro): 1.00\n" + ] + } + ], + "source": [ + "# Set variables for accuracy, precision, recall & error rate + print em\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "precision = precision_score(y_test, y_pred, average='macro')\n", + "recall = recall_score(y_test, y_pred, average='macro')\n", + "error_rate = 1 - accuracy\n", + "\n", + "print(f\"Accuracy: {accuracy:.2f}\")\n", + "print(f\"Error Rate: {error_rate:.2f}\")\n", + "print(f\"Precision (Macro): {precision:.2f}\")\n", + "print(f\"Recall (Macro): {recall:.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "02f9b3c3-cf9a-40c0-af5c-53c8c924af4b", + "metadata": {}, + "source": [ + "---" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Notebooks/Notebook-A7 (Text Analytics).ipynb b/Notebooks/Notebook-A7 (Text Analytics).ipynb new file mode 100644 index 0000000..e7e8aa4 --- /dev/null +++ b/Notebooks/Notebook-A7 (Text Analytics).ipynb @@ -0,0 +1,308 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "6ed65106-23d2-4261-bf81-2a5b4b5ec60e", + "metadata": {}, + "source": [ + "# Notebook-A7 (Text Analytics)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "127a35f5-2434-4f6a-8904-edb4fb4f6f29", + "metadata": {}, + "outputs": [], + "source": [ + "# Import libraries\n", + "import nltk\n", + "from nltk.tokenize import *\n", + "from nltk.corpus import *\n", + "from nltk.stem import *\n", + "import re" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "555c6d33-75bb-4033-a9fa-60e145527464", + "metadata": {}, + "outputs": [], + "source": [ + "# Download resources\n", + "nltk.download('all') # WARNING: ABOUT 2GBs\n", + "\n", + "\"\"\"\n", + "OR YOU COULD DOWNLOAD ONLY SPECIFIC RESOURCES\n", + "nltk.download('punkt') # For splitting text into sentences or words\n", + "nltk.download('stopwords') # Common stop words\n", + "nltk.download('wordnet') # Synonyms\n", + "nltk.download('averaged_perceptron_tagger') # part-of-speech (POS) tagger\n", + "nltk.download('punkt_tab') # For tokenizing text that is formatted in tabular form\n", + "\"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "ba67d90c-5711-496a-bf81-a5aef68a01bd", + "metadata": {}, + "outputs": [], + "source": [ + "# Write text to perform preprocessing on\n", + "text = \"Hello everyone! I am first name last name. I am a loyal KSKA Git user all the way from Sangamwadi Empire. I have considerable knowledge about life, Python, C++, Java, Rust, Golang and Blockchain. For every smart contract, I lose one strand of my hair. In my free time, which by the way, I barely get, I like to swim.\"" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "fa8d4d18-ba91-4ced-9522-849be18aba6a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Hello everyone!', 'I am first name last name.', 'I am a loyal KSKA Git user all the way from Sangamwadi Empire.', 'I have considerable knowledge about life, Python, C++, Java, Rust, Golang and Blockchain.', 'For every smart contract, I lose one strand of my hair.', 'In my free time, which by the way, I barely get, I like to swim.']\n" + ] + } + ], + "source": [ + "# Sentence tokenization\n", + "var1 = sent_tokenize(text)\n", + "print(var1)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "a53cc954-e60f-41b8-8e15-09fdc5b80328", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Hello', 'everyone', '!', 'I', 'am', 'first', 'name', 'last', 'name', '.', 'I', 'am', 'a', 'loyal', 'KSKA', 'Git', 'user', 'all', 'the', 'way', 'from', 'Sangamwadi', 'Empire', '.', 'I', 'have', 'considerable', 'knowledge', 'about', 'life', ',', 'Python', ',', 'C++', ',', 'Java', ',', 'Rust', ',', 'Golang', 'and', 'Blockchain', '.', 'For', 'every', 'smart', 'contract', ',', 'I', 'lose', 'one', 'strand', 'of', 'my', 'hair', '.', 'In', 'my', 'free', 'time', ',', 'which', 'by', 'the', 'way', ',', 'I', 'barely', 'get', ',', 'I', 'like', 'to', 'swim', '.']\n" + ] + } + ], + "source": [ + "# Word tokenization\n", + "var2 = word_tokenize(text)\n", + "print(var2)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "f259c7c3-9e94-42cb-bb94-a81176dc3126", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "After removing punctuation from text:\n", + " Hello everyone I am first name last name I am a loyal KSKA Git user all the way from Sangamwadi Empire I have considerable knowledge about life Python C Java Rust Golang and Blockchain For every smart contract I lose one strand of my hair In my free time which by the way I barely get I like to swim \n" + ] + } + ], + "source": [ + "# Removing punctuation\n", + "text = re.sub('[^a-zA-Z]',' ',text)\n", + "print(\"After removing punctuation from text:\\n\", text)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "092b3e63-3161-4b23-be8d-ff83a829205f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Stop words:\n", + " {'do', 'most', 'more', 'am', 'aren', 'other', \"shouldn't\", 's', 'now', 'again', 'here', 'off', \"we're\", 'during', 'haven', 'above', \"we've\", 'our', \"he'll\", 'whom', 'ain', 'is', \"she'll\", 'once', \"that'll\", \"needn't\", 'shan', 'weren', 'been', 'doing', 'wasn', 'needn', 'any', 'not', \"aren't\", \"won't\", 'myself', 'couldn', 'by', 'were', 'no', \"he's\", \"shan't\", 'very', \"i'd\", 'y', 'm', 'your', 'against', 'are', 'she', \"hasn't\", \"she'd\", \"you'll\", 'because', 'mightn', 'their', \"they'd\", 'nor', 'having', 'into', 'so', \"it's\", 'don', 'who', \"haven't\", 'his', 'what', 'why', 'we', 'i', \"i'm\", 'hadn', 'over', 'and', 'her', 'to', 'ma', 'a', 'it', \"isn't\", 'under', 'o', 'until', 'an', 'same', 'them', 'did', \"they're\", 'ourselves', 'as', 'its', \"wasn't\", 'doesn', 'just', 'yourselves', 'll', 'down', 'itself', \"i've\", 'should', 'shouldn', \"mightn't\", 'on', 'these', 'or', 'only', 'd', 'hasn', 'about', 'wouldn', \"couldn't\", 're', 'mustn', 'with', \"you'd\", 'few', 'in', 'the', 'out', \"don't\", 'him', \"wouldn't\", 'can', 'through', 'from', 'those', 'for', 'didn', 'you', 'below', 'up', 'themselves', \"didn't\", 'too', 'being', 'of', 'further', 'some', \"we'd\", \"i'll\", \"it'll\", 'while', \"doesn't\", \"mustn't\", 'that', 've', 'if', 'be', 'yourself', 'he', \"hadn't\", 'how', 'than', 'was', 'will', 'before', 'my', 't', 'theirs', 'at', \"weren't\", \"should've\", 'won', \"you're\", 'own', 'isn', \"you've\", 'such', 'himself', \"she's\", 'all', 'me', 'but', \"they'll\", \"he'd\", 'after', \"they've\", 'then', 'this', 'both', 'hers', 'herself', 'ours', \"it'd\", 'which', 'where', \"we'll\", 'each', 'between', 'there', 'yours', 'had', 'have', 'has', 'when', 'does', 'they'}\n", + "==============================================================\n", + "Tokenized Sentence:\n", + " ['hello', 'everyone', 'i', 'am', 'first', 'name', 'last', 'name', 'i', 'am', 'a', 'loyal', 'kska', 'git', 'user', 'all', 'the', 'way', 'from', 'sangamwadi', 'empire', 'i', 'have', 'considerable', 'knowledge', 'about', 'life', 'python', 'c', 'java', 'rust', 'golang', 'and', 'blockchain', 'for', 'every', 'smart', 'contract', 'i', 'lose', 'one', 'strand', 'of', 'my', 'hair', 'in', 'my', 'free', 'time', 'which', 'by', 'the', 'way', 'i', 'barely', 'get', 'i', 'like', 'to', 'swim']\n", + "\n", + "Filtered Sentence:\n", + " ['hello', 'everyone', 'first', 'name', 'last', 'name', 'loyal', 'kska', 'git', 'user', 'way', 'sangamwadi', 'empire', 'considerable', 'knowledge', 'life', 'python', 'c', 'java', 'rust', 'golang', 'blockchain', 'every', 'smart', 'contract', 'lose', 'one', 'strand', 'hair', 'free', 'time', 'way', 'barely', 'get', 'like', 'swim']\n" + ] + } + ], + "source": [ + "# Removing stop words\n", + "var3 = set(stopwords.words('english'))\n", + "print(\"Stop words:\\n\", var3)\n", + "print(\"==============================================================\")\n", + "tokens = word_tokenize(text.lower())\n", + "filtered_text = []\n", + "for word in tokens:\n", + " if word not in var3:\n", + " filtered_text.append(word)\n", + "print(\"Tokenized Sentence:\\n\", tokens)\n", + "print(\"\\nFiltered Sentence:\\n\", filtered_text)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "1b6d55c9-5724-4abb-bcb2-4fc5d27cbe12", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "write\n", + "write\n", + "wrote\n", + "write\n", + "read\n", + "read\n" + ] + } + ], + "source": [ + "# Stemmatization\n", + "var = [\"write\", \"writing\", \"wrote\", \"writes\",\"reading\",\"reads\"]\n", + "ps = PorterStemmer() # brings word to its root form\n", + "for w in var:\n", + " root_word = ps.stem(w)\n", + " print(root_word)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "6e8f62c1-d4ae-48a8-8d3e-a86366ed7972", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Text is:\t ['studies', 'studying', 'cries', 'cry']\n", + "Lemma for studies is study\n", + "Lemma for studying is studying\n", + "Lemma for cries is cry\n", + "Lemma for cry is cry\n" + ] + } + ], + "source": [ + "# Lemmatization\n", + "wordnet_lemmatizer = WordNetLemmatizer()\n", + "text = \"studies studying cries cry\"\n", + "tt = nltk.word_tokenize(text)\n", + "print(\"Text is:\\t\", tt)\n", + "for w in tt:\n", + " print(\"Lemma for {} is {}\".format(w, wordnet_lemmatizer.lemmatize(w)))" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "c2ff8017-d03a-412f-b1f8-e2fb0b70bfca", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('Hello', 'NNP'),\n", + " ('everyone', 'NN'),\n", + " ('this', 'DT'),\n", + " ('is', 'VBZ'),\n", + " ('a', 'DT'),\n", + " ('sample', 'JJ'),\n", + " ('text', 'NN'),\n", + " ('!', '.'),\n", + " ('Earth', 'NN'),\n", + " ('.', '.')]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# POS Tagging\n", + "text = \"Hello everyone this is a sample text! Earth.\"\n", + "text = nltk.word_tokenize(text)\n", + "nltk.pos_tag(text)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "1d71007a-a8cb-45ab-af27-ec69b6826ddd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TF-IDF\n", + "['an' 'example' 'frequency' 'is' 'meow' 'of' 'term' 'this'] [[0.1767767 0.1767767 0.1767767 0.1767767 0.88388348 0.1767767\n", + " 0.1767767 0.1767767 ]]\n" + ] + } + ], + "source": [ + "# TF-IDF (Term Frequency & Inverse Document Frequency)\n", + "from sklearn.feature_extraction.text import TfidfVectorizer\n", + "\n", + "new_sentence = \"This is an example of term frequency. Meow meow meow meow meow!\"\n", + "\n", + "def calculate_tfIdf(document):\n", + " tokenizer = TfidfVectorizer()\n", + " tf_matrix = tokenizer.fit_transform(document)\n", + " features_names = tokenizer.get_feature_names_out()\n", + " return tf_matrix, features_names\n", + "\n", + "# Wrap the new_sentence in a list\n", + "document = [new_sentence]\n", + "tf_matrix, feature_names = calculate_tfIdf(document)\n", + "\n", + "print('TF-IDF')\n", + "print(feature_names, tf_matrix.toarray())" + ] + }, + { + "cell_type": "markdown", + "id": "b34b21ba-46d6-4bad-b001-aa9962cc17b0", + "metadata": {}, + "source": [ + "---" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Notebooks/Notebook-A8 (Data Visualization-1).ipynb b/Notebooks/Notebook-A8 (Data Visualization-1).ipynb new file mode 100644 index 0000000..625928d --- /dev/null +++ b/Notebooks/Notebook-A8 (Data Visualization-1).ipynb @@ -0,0 +1,513 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "6c1da81e-835a-4426-9cbf-337f7c92f357", + "metadata": {}, + "source": [ + "# Notebook-A8 (Data Visulization-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "da7be8d6-32f3-41c1-8de5-62239ca5f5e2", + "metadata": {}, + "outputs": [], + "source": [ + "# Import libraries\n", + "import seaborn as sns\n", + "from matplotlib import pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "23ef6964-4d4e-412f-9391-b81028376175", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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survivedpclasssexagesibspparchfareembarkedclasswhoadult_maledeckembark_townalivealone
003male22.0107.2500SThirdmanTrueNaNSouthamptonnoFalse
111female38.01071.2833CFirstwomanFalseCCherbourgyesFalse
213female26.0007.9250SThirdwomanFalseNaNSouthamptonyesTrue
311female35.01053.1000SFirstwomanFalseCSouthamptonyesFalse
403male35.0008.0500SThirdmanTrueNaNSouthamptonnoTrue
\n", + "
" + ], + "text/plain": [ + " survived pclass sex age sibsp parch fare embarked class \\\n", + "0 0 3 male 22.0 1 0 7.2500 S Third \n", + "1 1 1 female 38.0 1 0 71.2833 C First \n", + "2 1 3 female 26.0 0 0 7.9250 S Third \n", + "3 1 1 female 35.0 1 0 53.1000 S First \n", + "4 0 3 male 35.0 0 0 8.0500 S Third \n", + "\n", + " who adult_male deck embark_town alive alone \n", + "0 man True NaN Southampton no False \n", + "1 woman False C Cherbourg yes False \n", + "2 woman False NaN Southampton yes True \n", + "3 woman False C Southampton yes False \n", + "4 man True NaN Southampton no True " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load built-in dataset\n", + "df=sns.load_dataset('titanic')\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "d603406f-98bb-4067-83be-6bf6c4ba93e8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Dist plot for age\n", + "plt.figure(figsize=(6,4))\n", + "sns.displot(df['age']) # Use sns.distplot(df['age']) for older versions of seaborn library\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "8b38da87-a4de-4730-982c-d904cd572cde", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_10912/4064940007.py:3: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " bp = sns.boxplot(x='class',y='age',palette='pastel',data=df)\n" + ] + }, + { + "data": { + "image/png": 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", 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countmeanstdmin25%50%75%max
survived891.00.3838380.4865920.000.00000.00001.01.0000
pclass891.02.3086420.8360711.002.00003.00003.03.0000
age714.029.69911814.5264970.4220.125028.000038.080.0000
sibsp891.00.5230081.1027430.000.00000.00001.08.0000
parch891.00.3815940.8060570.000.00000.00000.06.0000
fare891.032.20420849.6934290.007.910414.454231.0512.3292
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" + ], + "text/plain": [ + " count mean std min 25% 50% 75% max\n", + "survived 891.0 0.383838 0.486592 0.00 0.0000 0.0000 1.0 1.0000\n", + "pclass 891.0 2.308642 0.836071 1.00 2.0000 3.0000 3.0 3.0000\n", + "age 714.0 29.699118 14.526497 0.42 20.1250 28.0000 38.0 80.0000\n", + "sibsp 891.0 0.523008 1.102743 0.00 0.0000 0.0000 1.0 8.0000\n", + "parch 891.0 0.381594 0.806057 0.00 0.0000 0.0000 0.0 6.0000\n", + "fare 891.0 32.204208 49.693429 0.00 7.9104 14.4542 31.0 512.3292" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Box plot\n", + "plt.figure(figsize=(5,3))\n", + "bp = sns.boxplot(x='class',y='age',palette='pastel',data=df)\n", + "plt.show()\n", + "df.describe().transpose()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "516f94da-ed35-4311-a39e-5503844dbcec", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_10912/3314943258.py:3: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " vp = sns.violinplot(x='class',y='age',palette='rainbow',data=df)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Violin plot\n", + "plt.figure(figsize=(5,4))\n", + "vp = sns.violinplot(x='class',y='age',palette='rainbow',data=df)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "613dd290-ef32-433c-9aaa-5a6438cf11b0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Hist plot\n", + "plt.figure(figsize=(5,4))\n", + "pq = sns.histplot(x='fare',bins=10,data=df,hue='survived',kde=False)\n", + "for i in pq.containers:\n", + " pq.bar_label(i)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "630e8ad3-97f2-40cb-b47f-b2316e5f266c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Scatter plot\n", + "plt.figure(figsize=(5,4))\n", + "st=sns.scatterplot(x='age',y='fare',data=df)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "43490b15-cf3a-4edf-943d-74d4ee41a17d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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djfqavshuW0mSJEmqIxk8JUmSJKmOZPCUJEmSpDqSwVOSJEmS6kgGT0mSJEmqo2YTPF944QUUCgX33XdfxbaysjJmz55NWFgYAQEBTJ48maysLI/HpaamMn78ePR6PZGRkTz00EM4HI5GPntJkqTmqblkpzYX9fV+NIvguWXLFt577z26devmsf3+++/nhx9+YPHixaxdu5b09HQmTZpUsd/pdDJ+/HhsNhvr169n/vz5zJs3j6eeeqqxL0GSJKlZ0Wg0AFgsliY+k+al/P0of3/OlsLdxLclJpOJXr168fbbb/Pcc8/Ro0cPXn31VYqKioiIiGDBggVMmTIFgAMHDtCxY0c2bNhA//79WbFiBZdffjnp6elERUUB8O677/LII4+Qk5ODVqut1TkUFxcTFBREUVERgYEXR11GSZIufBkZGRQWFhIZGYler0ehUDT1KTUZt9uNxWIhOzub4OBgYmJiqh1Tl1jQ5EUSZs+ezfjx4xk5ciTPPfdcxfZt27Zht9sZOXJkxbYOHTqQmJhYETw3bNhA165dKwInwJgxY7jjjjvYu3cvPXv29PqaVqsVq9Va8Xtx8cWxCoAkSReX6OhoALKzs5v4TJqP4ODgivflXDRp8Pzyyy/566+/2LJlS7V9mZmZaLVagoODPbZHRUWRmZlZcUzVwFm+v3yfL3PnzuVf//rXOZ69JElS86ZQKIiJiSEyMhK73d7Up9PkNBoNKpWqXp6ryYLnyZMnuffee1m1ahV+fn6N+tqPPfZYRU1EEC3PhISERj0HSZKkxqJSqeotaEhCkyUMbdu2jezsbHr16oVarUatVrN27Vpef/111Go1UVFR2Gw2CgsLPR6XlZVV0eSOjo6uln1b/ntNzXKdTkdgYKDHjyRJkiTVVpMFzxEjRrB79+6K5WV27NhBnz59mD59esX/azQaVq9eXfGYgwcPkpqaSnJyMgDJycns3r3boz9/1apVBAYG0qlTp0a/JkmSJOni0GTdtkajkS5dunhsMxgMhIWFVWy/5ZZbmDNnDqGhoQQGBnL33XeTnJxM//79ARg9ejSdOnVixowZvPjii2RmZvLEE08we/ZsdDpdo1+TJEmSdHFo8mzbmrzyyisolUomT56M1WplzJgxvP322xX7VSoVy5Yt44477iA5ORmDwcDMmTN55plnmvCsJUmSpAtdk8/zbA7kPE9JkiSpLrGgWVQYkiRJkqTziQyekiRJklRHMnhKkiRJUh3J4ClJkiRJdSSDpyRJkiTVkQyekiRJklRHMnhKkiRJUh3J4ClJkiRJdSSDpyRJkiTVkQyekiRJklRHMnhKkiRJUh3J4ClJkiRJdSSDpyRJkiTVkQyekiRJklRHMnhKkiRJUh3J4ClJkiRJdSSDpyRJkiTVkQyekiRJklRHMnhKkiRJUh3J4ClJkiRJdSSDpyRJkiTVkQyekiRJklRHMnhKkiRJUh3J4ClJkiRJdSSDpyRJkiTVkQyekiRJklRHMnhKkiRJUh3J4ClJkiRJdSSDpyRJkiTVkQyekiRJklRHMnhKkiRJUh3J4ClJkiRJdSSDpyRJkiTVkQyekiRJklRHMnhKkiRJUh3J4ClJkiRJdSSDpyRJkiTVkQyekiRJklRHMnhKkiRJUh3J4ClJkiRJdSSDpyRJkiTVkQyekiRJklRHMnhKkiRJUh3J4ClJkiRJddSkwfOdd96hW7duBAYGEhgYSHJyMitWrKjYX1ZWxuzZswkLCyMgIIDJkyeTlZXl8RypqamMHz8evV5PZGQkDz30EA6Ho7EvRZIkSbqINGnwjI+P54UXXmDbtm1s3bqVSy+9lKuuuoq9e/cCcP/99/PDDz+wePFi1q5dS3p6OpMmTap4vNPpZPz48dhsNtavX8/8+fOZN28eTz31VFNdkiRJknQRULjdbndTn0RVoaGh/Pe//2XKlClERESwYMECpkyZAsCBAwfo2LEjGzZsoH///qxYsYLLL7+c9PR0oqKiAHj33Xd55JFHyMnJQavV1uo1i4uLCQoKoqioiMDAwAa7NkmSJKn5qkssaDZjnk6nky+//BKz2UxycjLbtm3DbrczcuTIimM6dOhAYmIiGzZsAGDDhg107dq1InACjBkzhuLi4orWqzdWq5Xi4mKPH0mSJEmqrSYPnrt37yYgIACdTsftt9/OkiVL6NSpE5mZmWi1WoKDgz2Oj4qKIjMzE4DMzEyPwFm+v3yfL3PnziUoKKjiJyEhoX4vSpIkSbqgNXnwbN++PTt27GDTpk3ccccdzJw5k3379jXoaz722GMUFRVV/Jw8ebJBX0+SJEm6sKib+gS0Wi1t2rQBoHfv3mzZsoXXXnuNa665BpvNRmFhoUfrMysri+joaACio6PZvHmzx/OVZ+OWH+ONTqdDp9PV85VIkiRJF4smb3meyeVyYbVa6d27NxqNhtWrV1fsO3jwIKmpqSQnJwOQnJzM7t27yc7Orjhm1apVBAYG0qlTp0Y/d0mSJOni0KQtz8cee4xx48aRmJhISUkJCxYsYM2aNfz0008EBQVxyy23MGfOHEJDQwkMDOTuu+8mOTmZ/v37AzB69Gg6derEjBkzePHFF8nMzOSJJ55g9uzZsmUpSZIkNZgmDZ7Z2dnccMMNZGRkEBQURLdu3fjpp58YNWoUAK+88gpKpZLJkydjtVoZM2YMb7/9dsXjVSoVy5Yt44477iA5ORmDwcDMmTN55plnmuqSJEmSpItAs5vn2RTkPE9JkiTpvJznKUmSJEnnCxk8JUmSJKmOZPCUJEmSpDqSwVOSJEmS6kgGT0mSJEmqIxk8JUmSJKmOzip4fvbZZwwcOJDY2FhOnDgBwKuvvsrSpUvr9eQkSZIkqTmqc/B85513mDNnDpdddhmFhYU4nU4AgoODefXVV+v7/CRJkiSp2alz8HzjjTf44IMPePzxx1GpVBXb+/Tpw+7du+v15KSLT6ndQZ7JisXmOLcnKisCcy447eJ3h1X8bjWd+0lKUhOwOZzkmayUlNmb+lQkzqI8X0pKCj179qy2XafTYTab6+WkpIuAzQymLEjbBk4rrrhLyFUE8+yqUxzILKFdlJHbh7WmVbgBg+70x9TlguJTkHMAik5BVGcISYSAKmu6mrLh1DZY/zqUFsIlt0KLZNj8AaRuAGMsDJ4jHusf0iSXLkl14XC6SCso5bONx/n9cC7hATruGNqaznGBhBpkDe+mUufgmZSUxI4dO2jRooXH9pUrV9KxY8d6OzHpAlZWDHu+gR8fAJfo9lcChu43M6LFjfywy8ThbBM/7sngjWk9GdM5Go0CyNwJn02E0oLK54rqCtd9CUHxYM6DVU/BzoViX0gSBETC+8NEyxMgez8cXQ0jnoa+s0AX0JhXLkl1diTbxKR31mOxiX8rh7JMrD+ax22Dk7jr0rYE+Wua+AwvTnXutp0zZw6zZ8/mq6++wu12s3nzZp5//nkee+wxHn744YY4R+lCU3Aclt1XETjLGXZ+zED1QZLCDQC43fDYN7vJLrFCSTp8PskzcAJk7YaVj4G1BIpOVgZOgL63wm/PVwbOqn59FszZ1bdLUjNSaLHx1NI9FYGzqg9+TyGnpKwJzkqCs2h53nrrrfj7+/PEE09gsVi47rrriI2N5bXXXuPaa69tiHOULiROB2z50OfuiB1vcmOPV3j6FzEEUGJ1kG+yEWc/BpZ87w86sAzMz8D+ZZ7bgxJFS9MbtwvSd0Joq7O5CklqFEWldjYfL/C5/88jebSJNDbiGUnl6hQ8HQ4HCxYsYMyYMUyfPh2LxYLJZCIyMrKhzk+60LhsooXoiymLcL1nh4haBRTU0Ep0u8BRBoo6nouirg+QpOZFfoSbTp26bdVqNbfffjtlZaKrQK/Xy8Ap1Y3aH1oN97nbHtOXHVmVmbaB/mqC/LUQ0d73c/qHgDYAOl7pub3gOER18f4YhRJiutfhxCWp8QXrNfRvFepz/8DW4Y14NlJVdR7z7Nu3L9u3b2+Ic5EuBgoFdLoK/IKr71Oqyel9Lwt35Fcc+t8p3Yk06sAYAy0HeX/OoY+ILNqgeOh9Y+X2LR/A8P8DjX/1x4x6DgwR53w5ktSQgvy1PHNlFwJ01TsJZw9rQ4RRZts2lTovhr1o0SIee+wx7r//fnr37o3BYPDY361bt3o9wcYgF8NuZG435ByE5XPgxJ9iW2RHHONe5rPUUL7ZlUO7KCO3DW5FizA9eu3pL47idFjzH9i5AJw20IfBsP+DzhPBECaOMedCxk5Y/waUFUKfmyGhH2ybD6nrITAOBt4L4e3AP7gprl6S6sTlcpNWYOGrLSdZdziXCKOWWUNa0z7aSIhe29Snd0GpSyyoc/BUKqs3VhUKBW63G4VCUVFx6Hwig2cTKS0QPy6naIkGRGB1OCm1OvHXqtBpVNUfYysVWbIOK2j1okWq9HKc1SQCrC6IQquTMqsVR2kxKq0faq2BiEC/Br88qQGUFYM5R8z31RnFHF9jzEUx+OdwujBZHWjVysobSqle1SUWnFWRBEmqF/4h1QoV6NQqdGovwbCc1h+0LXzvr3giMX8zq7iMp5fuZeXezIpdLcL0fDTzEtpEyjme5xVTtph69Nd80XsBInBe95WY7+vlxv5ColYpCZYtzWajzi3PC5FseV6YyuxOnl++n882nqi2LybIjyV3DiA6yMt4qNT8OJ2w4Q345enq+/yC4PY/IDix8c9LuqA0aMuz3L59+0hNTcVms3lsv/LKK308QpIaV06JlUVbvU+LySgqIzXfIoPn+cKUCX++6n1fWRGc+ksGT6lR1Tl4Hjt2jIkTJ7J79+6KsU4Q457AeTnmKV2YSu1OrA6Xz/1pBaX0TWrEE5LOntNWvbpUVbmHGu9cJImzmKpy7733kpSURHZ2Nnq9nr1797Ju3Tr69OnDmjVrGuAUJens6LUq9Frf46flZQCl84D69HQlX6LPvyx/6fxW5+C5YcMGnnnmGcLDw1EqlSiVSgYNGsTcuXO55557GuIcJemsRBp13DbYe9OyTWQAccGyy/a8YYwR05K87ouG6K6Nez7SRa/OwdPpdGI0ilqK4eHhpKenA9CiRQsOHjxYv2cnSedAq1Zxff+W3DY4Ca2q8qPeLymUeTdeQqScrnL+UCigw3ixGo5GX7k9pjvMXAZBcU13btJFqc5jnl26dGHnzp0kJSXRr18/XnzxRbRaLe+//z6tWski21LzEmHUMWdUO2Ykt6S41I6/VkWYQStT/s9HhjDoPxu6ThGLBGj8QB8OBlmiTmp8tQqeu3btokuXLiiVyorVVACeeeYZLr/8cgYPHkxYWBhfffVVg56sJJ0Nf62axFA5qfyCoNGJrFqZWSs1sVrN81SpVGRkZBAZGUmrVq3YsmULYWFhFfvz8/MJCQmpyLg938h5npIkSVK9z/MMDg4mJSWFyMhIjh8/jsvlmf4fGuq76r8keWUvA1OWWG/TaRWrnxgiwE/evNQbU45YRDz3CATGQHCLuo8Nut2iFF7BcVHhJ7ydSNCRXaXSRa5WwXPy5MkMHTqUmJgYFAoFffr0QaXyPgXg2LFj9XqC0gXIaoKDP8LS2WL+HoiEkIFzYMBsUfBdOjdFp2DxTEjbUrnNGA0zlkBkp9o9h8sFmbvg80lgyavcnjQMJr4rArIkXaRqFTzff/99Jk2axJEjR7jnnnu47bbbKjJuJanOCk/At7d5bnO74Y+XIKEPtL+sac7rQmE1wU+PewZOgJJM+Gwi3ParWF3m75Skw2cTqhcnSFkDa1+Esf/2vtybJF0Eap1FMXbsWAC2bdvGvffeK4OndHacTtjyke/96/4LCf1BL4cCzpo5B/Yv9b6vJBMKT9YueGYf8F3VZ+cXMOg+CKlFkX5JugDVOQXxk08+aYjzkC4WLhsU1LAyT3G6WG5MOnv2UnD7LktISUbtnqfIe11gQPyNHGV1Oy9JuoBc2Gv4SM2P2g9aDva9P7ZXxXJi0lnSBYC2hvcwrHXtnieqi+99+jDQyvKG0sVLBk+pcSkU0HmiWMi42j4lDHvU+z6p9gKiYeB93vcl9K+5RmxVwYm+A+iwx2r/PJJ0AZLBU2p8wS3gphWitFq5kJZw/bcQ1rbJTuuCodZC7xvh0icrb0SUKugyBaZ8LKYE1YYxCqZ9CR0uFzc2AH7BMGauuAFS1rBouSRd4ORi2MgiCU3GnCsSUlxO8A8WUymaGZfLjULB+VkAxGkXCUK2ElD7Q0Dk2XW1WktEEpKjTATjgBhQyYpN0oWnURbDlqQKJVmQdxgO/STGwjpcBsbYvx+7NDTfuqTZxWXszyhm8bY0dGol0/omkhRuICxAV3lQSaZYR/LwKtGaa3+ZuAFoLmO2Kg0EJ5z78+iMnl3pJZkiE/fIL6J12n6c6MKVY6DSRUS2PJEtz3NSnA5fzYBTWz23X/4KdJ16Xo5fZhWXcdcXf7HlhOc0jUk943h8fEcRQItOwZfTIGNn5QEKBVz5FnS6qvkE0PpWlAZfXA3Zeyu3KRQw8QNx0yQDqHQeq0sskGOe0tlz2mHLh9UDJ8Cy+0VgPc+43W5+2ptZLXACfLv9FAezSsBhgw1veQZO8WBYemftp4Kcbxxl8PvLnoETxHUvmSVapJJ0kZDBUzp75hwRPH3Z+12jnUp9yTPb+HTDCZ/7568/jsuUDX/N8/0kB1fU/4k1B6Yc2PGF931uFxz9tXHPR5KakAye0tlzu8Ba7Hu/KavxzqWeuNxuyuxOn/vNVqe4bpvZ95OYshvgzJoBt7PmwgjmnMY7F0lqYjJ4SmdPa4DEgb73dzj/atQG+2sY0znK5/5JveJQ6gIgro/vJ2k3ugHOrBnQBkB0N9/7Ww1vvHORpCbWpMFz7ty5XHLJJRiNRiIjI5kwYQIHDx70OKasrIzZs2cTFhZGQEAAkydPJivLs0WTmprK+PHj0ev1REZG8tBDD+FwOBrzUi5O/iEw5jnv8/0iO0FU58Y/p3OkVauYOSCJYL2m2r6kcAPJrcNE3d1xL1TOfawquptYtutCZAiHcS+KBKEzxfWpfeUiSboANGnwXLt2LbNnz2bjxo2sWrUKu93O6NGjMZsru8Tuv/9+fvjhBxYvXszatWtJT09n0qRJFfudTifjx4/HZrOxfv165s+fz7x583jqqaea4pIuPhEd4ZZfROUaAI0e+t0O078+byvQJIT4s3T2QKb3TSRYryHCqGP28DZ8cWs/YoJOryIS1QVu+RniLxG/aw2QfBdc91WznK9ab2K6wU0/QVwv8bvOKKoZXfOZmEcqSReJZjVVJScnh8jISNauXcuQIUMoKioiIiKCBQsWMGXKFAAOHDhAx44d2bBhA/3792fFihVcfvnlpKenExUlutveffddHnnkEXJyctBqtX/7unKqSj2w5ItxQIVStFDUur9/TDNXZndSYLGhQEFYgBaNysu9piUfbCZQqMRcT/Xff94uCOY8sJvFdQdEijmlknSeO2+nqhQVFQEQGiqWo9q2bRt2u52RI0dWHNOhQwcSExPZsGEDABs2bKBr164VgRNgzJgxFBcXs3fvGSn1p1mtVoqLiz1+pHOkDxUT8oPiLojACeCnURET5E90kJ/3wAmnrzvx9HVfJIETwBBWed0ycEoXoWYTPF0uF/fddx8DBw6kSxdRjDozMxOtVktwcLDHsVFRUWRmZlYcUzVwlu8v3+fN3LlzCQoKqvhJSKiHKiySJEnSRaPZBM/Zs2ezZ88evvzyywZ/rccee4yioqKKn5Mna1i3UJIkSZLO0Cxq2951110sW7aMdevWER8fX7E9Ojoam81GYWGhR+szKyuL6OjoimM2b97s8Xzl2bjlx5xJp9Oh010YXYuSJElS42vSlqfb7eauu+5iyZIl/PrrryQlJXns7927NxqNhtWrV1dsO3jwIKmpqSQnJwOQnJzM7t27yc6unJi+atUqAgMD6dSpU+NciCRJknRRadKW5+zZs1mwYAFLly7FaDRWjFEGBQXh7+9PUFAQt9xyC3PmzCE0NJTAwEDuvvtukpOT6d9fTI0YPXo0nTp1YsaMGbz44otkZmbyxBNPMHv2bNm6lCRJkhpEk05V8bVG4ieffMKNN94IiCIJDzzwAAsXLsRqtTJmzBjefvttjy7ZEydOcMcdd7BmzRoMBgMzZ87khRdeQK2u3b2BnKoiSZIk1SUWNKt5nk1FBk9JkiTpvJ3nKUmSJEnnAxk8JUmSJKmOZPCUJEmSpDqSwVOSJEmS6kgGT0mSJEmqIxk8JUmSJKmOZPCUJEmSpDqSwVOSJEmS6qhZFIaXpAuW0w4lGWAtAY2/WDBbZ2zqs2p4DiuYsk5ft/70dQc09VlJUr2RwVOSGoo5B7bNhz9eAZsJFEroeAWM+TcExf/9489XpmzY8hFseANsZlCqoNMEGPWsWDxbki4AsttWkhqC0w5/fQa/PisCJ4DbBfuWwqKZYMpp2vNrKA4rbPkQ1r4gAieAywl7voFvbgVzbtOenyTVExk8JakhlGTCHy9733dqKxSfatzzaSymLFj/hvd9qevF+yJJFwAZPCWpIdhMYrzPl7wjjXcujclaAnaL7/0FxxvtVCSpIcngKUkNQe0PyhpSCowxjXcujUnjL8Z2fQmIbLxzkaQGJIOnJDWEgAjoPMnHvigIbdkop1FosZFRWEpOSZnvg8w5UHQKzHnn/oKGCOhwufd9QfEXXqKU0wnFGVCUXjnGK10UZLZtfbMUgKNUpOf7BwOQW2LF4XIT6K9Gr5Vveb2zWaCsULT0atmycbrc5JmsuN0QYtCgVavq95y0Bhj5TyhKE2N95YzRcP23ENiwWaemMjv7M0v4z8oD7DlVREyQP3cNb8Ow9hGEBejEQZZ8OLEefnseClIgvB1c+hTE96n47NaZzghj54rpOWlbKrcHxsH0byAw9pyvrdkoThfZ1Ns+FoGz7WgY9n8Q2gpU8t/5hU4uhk09LYZdWgjp28UXUf4xCG+Pc/jj7HUlcv93KRRYbAxoHcY9I9rSMlyPVlXPX9YXI6dDfOmv+x8c/QX8gqDfndDxchGkfMgoKuXrrWl8ueUkNqeLy7vFcPPAJBJC9fV/juYckSSTd1ScU1BCg0/XcLvdrNqXxazPtlXbNzO5BQ+MaU+gygEb34XV/6z+BJe/Aj1ngEpz9idhyhEBNP+o6KIOTrzAAmcGLLgaMnd5btfoYdZaiGjXNOclnZO6xAIZPKmH4Gkvg+2fwo8PVdtVMOo17t/fjjVHCgDQqpR8c+cAusYFnetpS9n74YPhYC/13N5qOEx632srNKOolBkfbeZItslje3iAliV3DmyYANrIMopKmfDWn2QVW73u//WBobRS58GbfcBpq36ANgDu3AjBCQ18puexQz+J4OlN54lw1Vui90E6r9QlFsgxz/pgyoJVT3ndFbLuSe7tV1lRxuZ08c/v91Jo8fKlJdVeWTGserJ64AQ49pto/Xux8VhetcAJkGuy8cXGE9idzvo+00ZXXGr3GTgBDmWZwJTpPXCCyBS2yPmYNdq92Pe+Qz+JnijpgiaDZ30wZXv/EgewFhOu9JyysO1EAcVljkY4sQuYtRiO/OJ7/77vq20qtTn59i/f8yuX7c6gwGKvj7NrUhpVzf+s9VoVqHQ1P4nyHLpsLwb+Ib73afWgUDTeuUhNQgbP+lDTlATArfAc31QpFSjlv61zpACV1vduL11mSgX4aXx/5HVqFUrO/z9MsF5L93jvwwJ+GiWtIgwiK9YQ4eMJWoAhvAHP8ALQ7Rrf+3rNBIOcknOhk8GzPgREgj7M+77AWI5Z/Dw2jekcRYi+hi9+6e/pw6DbNN/7O0+otkmnUXFDckufD5mR3IKwgPP/7xJq0PK/qd0J1nu2HlVKBW9e14tIo04k8Vz9KajPaIFqDTB1Xo0JVxLgKINLbq2+PaoLJA2tuUCGdEGQ+dT1wRgNUz6BLyaLmqbl1DqyRr/Dv1cVVmyKCtTxyNgOGHTyrT8nGj8Y8gAc+xUKUz33DX7QZ2Znx+hALu8Ww7JdGR7bu8cHMbZzNIoLpLutTWQAy+4exO+Hc/nzSC5tIgO4snssscH+ldNy4i6BOzeJLu6M7ZDQF9pdJhOFamPLRyKD+JrP4fDPYqpK0lCRofzNrTBrDVBD16503pPZttTTVBWHFYpOwo6FkLkTYnvj7Ho1qc4w3vsjlaxiK2M6RzG4bQRxIf71ewEXs6I0SPkD9n4D+nDRGghNAn2oz4fkmqwcyTLx2cbj2Jxuru6TQLf4IKIC/Xw+5nzmdrv//qbA7ZbjdHXx279h7X/E1JSkwaKi1Klt4jsgJAlu/gmMUU19llIdyakqdVQvwbOc2y2yGFXaii8jp8uN0+VGq5a95PXN6XSRZ7bhtFtRqNToNBpCDLXrenU4XbjcnB9/l9IisOSIxDS/INBHQGmuyOpU+4lu7BpuGKR6lnsY3uorVso505VvQK8bGv+cpHNWl1gg+w7rm0JRbRxJpVSgkhlC9a6o1M7PezN5/sf9FJ7Oku2REMxLV3endcTfL7ys/pus1GajMBV+uF8UggAY+jD4h8KaF0RlJYCEfjDhbQhrU/vndTlFy/34H5C5B+J7i+pCpizYv1zUqe10legCP9uKQw2hOANsJeIG1RDRNPMpA+Pg6vmii9ZRZVpQzxug3bjGPx+p0cmWJ/Xc8pQazS/7srj1063VtkcE6Fh610Bigy+A7vGSLPhsAmTvE79HdYE+N8HyB6ofa4yBW3+pXf1YtxvSd8D8yyvXG530PuxYAMfWeB47+EFInt30LdvSIjGH9+fHRdBXqqDjVTDqmaYZp3VYRfWo7H0iQSimh0gebE43GlKdyJandMHLLbEyd8UBr/tyTFb+Si24MIJnYWpl4ATRHbj+Te/HlmRAxq7aBc+SDPjqusrAGdsLCk9WD5wAv/8P2l/W9MHzxJ+weGbl7y4n7P0WsvbAzB8aP0NYrYOQFuJHuuicJ/1WkuTJ6nBxNKd6paByW48XNOLZNKCcM24QjNGinq8vJzfX7nnNOaKweblOV8HOhb6P3/KhCFZNpSRLtDi9yT0kfiSpEcngKZ2X1CqFmK/oQ+uIC6SuaHCi5+/WEt9zigHC29buec+siKXVQ1mR7+MtOeBqwqpYdovPkosApG5svHORJGTwlM5TkUYds4d7T47RqZUMbeejes75Jqy1ZyWgXV9B75u8H6vxh5YDa/e8AdGelbHSd0DLwb6P7zypekGFxqRU15wYFCTnpkqNSwZP6bykUCgY3y2GaX09vzQD/dV8ektfYoIugPFOEOOXNywVyUAAKevEPNYuUz2P8w+BGUshsJaLTQdEwIB7Kn/f+y30miECcLVzSICkIWd3/vUlIAp63+x9n1oHLZIb93yki57MtkVm2wLgcoGyjvdSZ/OYelZcaifXZOVYrhmjn5r4ED1RRt35Mw2ltorTRYapOVcstuwXDG6HyPgsn1NsjBEZqLVlzoUDy8Vk/+JT0OFyGDQH1s4VRfdVWuh6DQx5sHkkxRRnwLez4Pi6ym0af5j2JbQYUHOtY0mqBVkkoY4u2uBpzoX8FPjrU7Cbofs0MRUiMMb3Y+yloorKzq9EkkarYdBmpBibkxVqGk/+MTHOd+gnMQbac7podZ5NVZuSTFFWUqURCUllxeJHgXhub63RpmLOgaJTYuF5QzhEdxM3DWoZOKVzJ4NnHV2UwdOcC78+B9s+8dwedwlc85n3AOqwwZFV8NX1npVV/EPgphUQ2bFhz1kS8o7C55Og4Ljn9kufEl2vXhYBlyTp78nFsKW/l3u4euAEOLVFjH95u6cyZcI3t1QvSVZaAEvvBHNew5yrVKm0WHSznhk4AX59RrTMJElqcDJ4XoycDjFvz5ctH4oFvs+Ue9j3ot+n/oLS/Po5v3PldFSOEZYWNvXZiFZ+UZroHj3Xjh5LLuxd4nv//mXn9vxSndgcTjKLSkkvLKWk7PxfSF2qPVlh6GLkdoraoL7YzN4LXtvMNT+vqxZfHk4HqBrwY1ecDls/gS0fiHmLLQbCmOchvL1YxqwxlRWLpb5+fhIyd4npIYPmiLVGz7pr1SUWHvClNutIulyAu27JRU3I7RYLKzS3JLD0wlLm/ZnCgs0nKbU7Gdo2nEfGdaBVeACa82GxAemcyOB5MVLroNu1ItnEmw7jQe9lLcLITiIpyFvrKTAW/GpYv7AwFQ79DEdXiyWbes0QUyB0f1/AvdZKsuCrG0TXc7njv8MHl8Itv0Bcz/p7rb/jdos6rIuqrK5RkgErHhLJLmP/LcaK60obAIn9fRcFaF9DUXJTtkjy2joPXDboOQOiuzbbha9NVgdpBRa+2nyStMJSLm0fyZB24cSF6Jv61MgsKmPmJ5s5nFVZ5erXgzn8eTSPH+4eRLsoYxOendQYZPC8WCX0g4j2kHPQc7tfMAy4WyxzdaaACOj7D9j0bvV941/y/SWccxA+GQuWKt26m97GcdV7rHD0ZmemjXFdY2gRqie8hqpBfyvviGfgLOdywE+PwbULvd8UNISSDFjxiPd9OxfAoPvOLngao2H08+L9dJ7R0m85pHpFonKmbPjxQdi3tHLbvqViiseUjyvnkTYTFpuD5bvSeeSb3RXbVu3LIjxAy6J/JNOqFqvmNKTdp4o8Amc5q8PFSz8f4qWruxGg0zTBmUmNRfYtXKyC4uD6JTDkIdGF6BcEPa6H236F4JbeH+MXJOb8TXofwtuJii8tBsLNP4vqNN6mqpQWwLL7PQMngNuN+ofZtA8o48M/Upj8znoe/Hon2cVlZ39Nh1b63pe6obIIekMy5UD2fjFvcuwL0HaU9+My95z9a0R2FC3pduNESzQoAUY8DRPe8r26SMZOz8BZ7sR6OPzL2Z9LA8kpsfLYt7urbc812fjnD/s4ml3CkewS8s1WL49ueMt2pfvct/ZQNiVlTVjKUGoUsuV5MQuKg6GPQp9bALdoCf3dnD5DBHS7BloNF2OcGn3NLShzrlgNwxunneCifcQEhZFRVMaagzn8ejCbay/x0Xr6OzXVfNX4N/w81Oz98PXNlaug6Iyiik90d7EySVV+5zAlSmuA2B5w1VtgLQKFEoISfRessJlh0zu+n2/z+2LVFEMN718j+yu1AJeP3KrfD+dwODuR2z/fRte4IF67tkejt0TDalhw3ajToEDOeb7QyZbnxU6lFnM6A2PrNhk+IFIsCPx3XY/OmlsGCrsZTZVEkI9+TyHXdJatiQ6X+d7X8wYwNOD8x8KTMO8yz+XDrCXw2/PivY3oULldoxdd5ufKECaqDYW0rLnSk8sJ9hpa9HaLSCJrRixW3+fjdoPr9Lj77lNFTPtgIxmFPrLAG8jk3r7LIM4c0IKIcxl+kM4LMnhKDUvtJ77gfSiN6MmpKl98xWV2nL6aHH/HGAOXvVR9e0RHGHhPw1ahSd1QvWu63Ma3oPfpdSiValGEojGTdPwCRW+BL50ngX8Tr9V5hj4tfZ9Pu6gA0qt8ZrKKrezPLG6M06oQH+LPnFHtqm3vkRDM1N4JqJSy5Xmha9LguW7dOq644gpiY2NRKBR89913HvvdbjdPPfUUMTEx+Pv7M3LkSA4fPuxxTH5+PtOnTycwMJDg4GBuueUWTKZGGNuSakcXBJc+IboWz2DpegPfH3V4BMth7SII8j/LRAudUQSJ2Zth6CPQ+0aY/jXMWFK7BaLPRdpW3/vyjoqu21HPwewt0GJQ49dhbTPS+01MQCT0ur5hpw+dhahAHZN6xlXbrlIquGdEWz7beMJj+55TjRs8g/y1zBzQgpX3DebOYa2Z3i+RL27tx/szehMV1MhToqQm0aT/YsxmM927d+fmm29m0qRJ1fa/+OKLvP7668yfP5+kpCSefPJJxowZw759+/DzEx/Q6dOnk5GRwapVq7Db7dx0003MmjWLBQsWNPblSN4ERIgW4bVfwKb3xTQNYxQFve/mT3d3Xvr+ZMWheq2K24e2xk9zDvMP/Yzg1x6G/189nHwdRHXyvS8wTiwtVtvlwhpCUBzM/AG2fgzbPxfdtJ0nQ/KdENwMir6fIViv5bHLOjKgTRjvrDlKrslGj4RgbkhuwYLNqZzIs3gc36YJ1m8N8tcS5K+lw9iLpKSn5KHZ1LZVKBQsWbKECRMmAKLVGRsbywMPPMCDDz4IQFFREVFRUcybN49rr72W/fv306lTJ7Zs2UKfPn0AWLlyJZdddhlpaWnExsbW6rUvytq2jamsRGR7ntoqxkjdbjITxvHq75ks2ZGO3eni0g6RPDK2A60iAs7PLq+CE/B2P+8VmC5/VbSCm0PhfKddJHHhFglWTblGZy3llFhxOF3szyjmvkU7KC71zGQN9FPz472DiW8G8z+l81tdYkHz6qupIiUlhczMTEaOHFmxLSgoiH79+rFhwwauvfZaNmzYQHBwcEXgBBg5ciRKpZJNmzYxceJEr89ttVqxWiuTUoqLG7fL56LjZ4SkQRDZQQQXpYrogHD+eVU4945shxsI9NMQ4NdsP45/LzAObvgevpx2Ojghuqr73SGW+moOgRPEyik1rZrTDJUn32hUSsZ3ieHLrScr6nREBer4aOYlxFZdv9VhBVMWWE0iCS4gsuaFtCXpLDTbb6vMzEwAoqI8l1iKioqq2JeZmUlkpGcGpVqtJjQ0tOIYb+bOncu//vWvej5j6W8Zwj1+9VNCTPAZGb7WEjG1QqM/t+kcf8ftPh3kXOAfDqpzLFWnUosFm698U7Tu7GYxrUftL9eZrCfhRh3/N74js4a2JqOwlAA/NZFGHVGBfijKb05MOWLqzYY3RRaxUgWdp8Cof4qsZ0mqJ802eDakxx57jDlz5lT8XlxcTEKCj8nlUuOwlohKROtehOwDogjD0IfFFI/6DqLF6aKA+raPRZ3YLlPFepi+qvPURlEafDxaFH9XqkTALO/Cnf6172IJAKVFouB7WbG4VkNE9Ws254ElRzynX8jp1tTfdFNazWDOhrJC0BjEzYu+YbJqs4vLyLfYsDvchBg0RBp1aNX1VDvXbhGtSa0Ro58Go5+GpHAvLUlHmZjP+nuVjGuXE3Z/JVYEmvpJzXOBJakOmm3wjI4WqfxZWVnExFR2M2VlZdGjR4+KY7KzPVf/cDgc5OfnVzzeG51Oh07X/Md6LhpOh6h7+83NldsKT4i1Qye8C10n11/rrTgDFk6DjB2V29a+ANs/hZt/OvsAmrZNBE4QX9iuKmOfq56EmB4ieara+ZyC5Q/CoRViWo+jDDpcAeP+U9lSyk8RS8Gd2iZ+V2mgz60weI7vAvOmLPjt9HW5To8RJg6Aie9CSP0lCLlcbvZnFjP7i784fjqJx6BV8fDYDlzVI5Zg/Tn83SwFkHMANrwhyh0mDYNeN4i/kbei9iVZsPFt78+Vslbsl8FTqifNdp5nUlIS0dHRrF69umJbcXExmzZtIjk5GYDk5GQKCwvZtm1bxTG//vorLpeLfv36Nfo5S6e53VCULpYpS/kd8o+JpCFfSjJg+f3e9/34oPjSqy8nN3oGznLF6fDXZyKQnw1fVZRAVB5yeClSUFoAK/8PEpNF3d3LX4FpX0Jcb1j1lGiRlmSIha9PVX7GcdpFC2vLR9Xr24IoiPDHa6Jl7apyPanrYeG13pebO0unCku59r2NFYETwGxz8vT3e9ly/ByWqCsrEUvjfTIWDiwXn6U/XoZ3B4mA6o212PeSeSBuyCSpnjRpy9NkMnHkyJGK31NSUtixYwehoaEkJiZy33338dxzz9G2bduKqSqxsbEVGbkdO3Zk7Nix3Hbbbbz77rvY7Xbuuusurr322lpn2kr1zOUUmbULrxWtHxCJM5fcdrqOrpfWlyVXLB/mjc0knsdXzda6sFtEgPRl9yK45FYwRvk+xpewNr73BUSK4ghnsuSJ1WV+fR7S/6rcHn+JmKdali9uHPKPeX/ejW9Bz+urvzemLNjqY73W3IOimMNZL4nm6Y8juZRYvd9wvLjyIN3jgwkL0NU9g9qcDWuer77dZoJlc2Dawupd0Bq971V/QHSHS1I9adLguXXrVoYPH17xe/k45MyZM5k3bx4PP/wwZrOZWbNmUVhYyKBBg1i5cmXFHE+AL774grvuuosRI0agVCqZPHkyr7/+eqNfyzmzFIi5d/4h5806i14VpcH8KzyLsLtdsPk9CGsFl8yqXkrOSwEFz/3n+H4UZ4gVV6zFNb+3SlWNWbEul5sckxWny42fRkVo1fqmrYeJrmVva232v9N7sHLaYc0LnoETIG0L/PmaaInmHq7+uHLWEnFDcCabWYwRnumSW6HtaDjyMxz5BVoPF3Nwz2EcdHtqgc99R3NMHMws4deDR5nWN5H4EH/02lp+5aRu8B0ET24U47hnnrchAtqNhYMrqj8mKKFuCUMOG5SkQ+om0bWe2B9CW5/djZV0QWrS4Dls2DBqmmaqUCh45plneOaZZ3weExoaen4XRCjJhJR1IrjYy6DLZOg6tX5aWk0hdaPv1Ut+fwk6Xln9SywwDsLaQp6XQKEP9d5ara3CVPhsogiegXEw7FE4/LP3Y3vdBPpwr7tySqws25XOO2uOkmOy0jk2kMcv60iXuCCMfhrIPQIT3oYf7vO8/s4TxRe3Oad6ST6XQwRKb47/LgJxSEvf16bx916PWKsX46JVu3QHPygygBdcfcY1z4QRT551q6xzbBCQ5nVfYqieQ9klfPLnceatP87b1/ViRMfI2iUSeVuM3WO/l+8Nv0C47H+itV71hiQoHq7/pvbB02ET3fALrva8GYrqAtd91TDVqlxOcUOgVIvVi6Rmr9kmDF0USrLg239AyprKbVl7YMsH55a80pSqFkY/kym78gvdkg9FJ2H316KVdNl/xULNq56sbDUpVTDhPQg4I+i43eJ5/q5WbVkxrHhUBE4QLQinXawIc+w3z2MjO0HHy8V4mtYgpp1oRA9HocXGv5fvY8mOymWo9pwqZtoHm/hgRm9GdY6GY2vEWOqEt0XwtJaIRb9PrIdvb4N7d1U/P5u55vO3WcQXfmCsGJOtwpWQTNaw/1JSGojGYSbUoK0sa2iIhO7XwV/zxe/+IRDVGb6+qfpr/DUf2o0RC6CfheHtI5irUVJmrx7sZg5oyVdbRAWpQW3CUakUbDtRgEKhIC7Ynwijznc1qcRk3y8a26v6ggQup/hcBMVjmbIAtTlDlEUMjMUVlIgyOJZqn5ayYnCUikzkqouyl2TAwmuq9yJk7YFf/w2X/090EdeGvUx0QRelVZxf1c8WIBYV2PM17P1O3Az1vxMS+4E+QtxgNWRNZumsyeDZlLL2eAbOcsXpsPkDGPGUaEGcT+J6+d4XnCgq2ljyYd1/PTMjN78ngtr134qVSCI7i27GkBaVdVdtZpwFqSj++gxl4TGcLYdA+8tQhbTw3t1qyRVZrFWtfFRksnaeCPu/F8G0+zRxbh+PEeOFah30vRP6zwK3C53dSYDKgU6txOrwDBJPf7+XnokhhMf3EddwcpNYUFzjJ24W3C5Rmu/MbGFrSc0r0igUotWddwSufEMsrH36JqCo/0OsDp7CvxeeJNeUCojg9PzELrQIM4iW54C7xZf2wRUiMO791vdr/fGKWBT7LBbnjg3254tb+3P7Z9vIOb0ajkal4IbklljtLg5kljCxZxw9EoK5d+EOSu1itRSdWsk/r+jM+G4xBFatZVxWJIKaSgsT34fv7/IMYmo/0Z1d3mVryRdjwls/grIinJ0moY7qimLbPDS5+3HpgsntNgu7TUVUZDRqlRJKC3Fm7UO57j8oCo7jjuyMe8jDKCPaiPVRT23z3u0NsGcRDHukdhnL1hIxJWr5/ZWJTGo/GP8ydLxCtJQLTojPXUlG5eNSN0DbMXDJLbDtE7Fua+tLz9/eqAuUDJ5NxeWAbfN979/1lbgDPc+qwRDXW3QBmnOq7xv+hOi6TN3ofUrBsd+g01Vw3WIRwKreONjLcB5YiWrJLRVddqqDK2Dtf3DeuAJVdPXasi67FeWZ3X9Om1icOygB14T3UEZ1gPVvw3e3Vx4T0RFaDYIf7oUjq/BXqnm8w2RunnkP07/OJL2oMnM2vaiMAouN8MRkEXxKC0T3W9Xk2hFPV46VlWSK69/yIXS+SnxJHv6p+nvR8SrxPqZthtXPwqD7RKtFoWZTWQfmLPBcKPqPI7lc98Emvr4jmRhlMXw1A9qPhT43i3mhq56o/hrlLHnes3ZrQa1S0jMhmO/vHkhuiQ2T1YHZ5mD5rgw++iMFf42K8d1iuHW+Z+F8q8PFY0t20y7aSO8WISLLOfegyDI+uloEz27XwKy1sGau6JWI7yMqNpX3yFjyxTqpG96qeF7VgeWowtvCmH/Dws9RupxEHv2Z4iFPU+J/MyEGHc7d36D6sXKet6LgOIpDP+K8+gtU7cdVJrp547SLdWxrI++I5+cKRNb10jvFguaRnUUxh6qBs9zhn6DrFHEzdnCFaK3etELciEnNQrOdqnJRqGkNxuZSzq2uguLhxuWim7Cc1gCjn4O2I8WXz+b3fT9+0zsiCeaMFre9OBPV0turj3WVFaL84W4cptxqT2VTB4AhktJuMzl5zS/snryWo9eupXDIM2AzYdcYobQQ/ny58kEqLYx8GhbdIMZGT3cR++39kqQfpvDBhOrzhzUqpbjum1Z4rtupDYCx/4GWg8XvJZmw+lmyShXsv+Q59un7YRvxDO6q5fsUSugyBca+IFomsb1Fd/OPD8HCaeTk5zP3Z+/Zt6cKS9mXXny64MR+0aL8Yqr4Am4xyPd7ntj/nJKylEoFMUH+dI0PIilczxNL9rBk+ykARneO4vsd6T4f++avhzFb7aL1+MGlIpHJ7RYtv78+FVnb/e+ELpNEN/YHw8TNB4jx7CqBs0LuYTj0k7gxOS3wj+fRWfNwFGeh+vmx6o9xu1EtuxdHcYbIdvYluIX4u/4du0Ukffny+yuiZ2D3Yt/HHP658rNjyoKfnxB/W6lZkC3PpqJUi2SNvUu87+9+XbVydueNiPZww1JRFcdRdjrpJ1qM3dhLRcvMl7Ji78ki2fu8Z7ICilNbcZvzIcDz/cohBNU1K/h4WyGffp6DzSmet19SH/57zS+40dGiNMvz9TpdJVr93sYji9OJyf6dbvFd2JUmptYMahNOiEErgl9kR7FyiSVPfPnrQ0U26+kbAVvucXa2vov7lmdwqlAEl9ggPz69+hlaDXkEJU7QBYpWRvkYXECkmOaz5QPx9gQkkJLr+/3beryAEdFnjMcVnRTdhFs/Ei3jqjT+0O3aelsMOyrQj+cnduHWT7fidkOk0Y+tNcz3PJFnobTMimHti97nwhaeEMk/e76tnN+54mHRCt2x0PeJ7PkGRj8LB38Uv7scqPKP4tYH+u6SNefgNueKlm18X9HqP9OYf9duLVZ7qRhz9aXgaN3f80MrxWdLZ6zb485CvtmK3enG6KeufYb0RUa2PJtSVGdoM7r69uBE0d12vo13VmWIEIXgY3ucHus8Pean8cfZ0XvBfgBXm9FizPBMNU1+B9xViwGcplGr+HyvnQ83ZVUEToBNKYXc/O0pbJrg6gXDY3vA8T98vk7oiRX0jRPJHlGBOp6d0MVz/dGASBFEy6+7/G9os5BGJNO/PO6x+Hd6URmjPjzA3mI/CEwQ3XJVk1f8g8UY25RPILoraldZjeudtgzXizHPqvNO0/+CzL0w+UNoPaKylZuYDFPnQdZe7+/5WVAoFCS3CuO7OwcypF0EBWYr7aN9f9l3jg1Er7DCsdU+j+H47+L9LFeQIgKtrYZWmN1SbZxZpdHgctXco+NyI/6GV88X06rKs5lDW4lCFkmDa3x85YvpPHtfzhTVRXSnd53q+5i2o8S1l3O7/j4L+RzlllhZuuMU13+4mSvf/IPHl+zhcFYJdkfDvu75SAbPphQQCVe9Cdd8AS0HifHCcf8R3X8XaHKAy+UmJyLZeyaxNoC87rdT4qzeheiM7OL7SYNb4NBWT++3O93M2+C9qsyRbBNFpXYR5GO6V+6wWWqcKuD0C6FDXChvXteTJXcO9F5j1dvj3PDlriKPIF7O7YbXN+Rjcvm4wzdEiG7LGd8R2boHtw3ynqyiUytJTgoWY6/jX6oMHic3Q0gi/PS4uKGZ+ilc/ZlYX/SnJ6D9uHrN6NTr1HRPCOat63ry4JgO3DwoCY2qetBSKuDO4W3QK501B2+/YPF3KadQiuzaGgPP6MruXQC1H4rQVrgConx3uwYl4PQ/Xb4vMBbGPCsWL79nO9y0EjpcVvtpJE4rdL/We3EMpQp6XCfyHpLvEr0TZ2ozQozpWqq02mN6iMXlG0iB2cbzP+7n3i93sC+jmKxiK0u2n+LyN/7gYJbsLj6TDJ5NzRglpkhc+yVM/wb6/qNh5pE1E1ani+f/LObIZV9R2v1GcWevVGNvdwVpU3/kwV8Ksdiqd2cdtegx97yt+hMqFDjHvog2fbNI9S84UdEtV2p3en2ucqm5JtE1PnV+ZSLGvqUi+9YHVf/bmdK3FZd3i8VPo2RvehELN6WyYncGJ/Mt2BzeX68UDTszvXRLnrY/24KFv6m3bAhHpVRzdUIR4zt5ZsYG6NTMv7oFMc4MMQVq0/ui1F+P6RDdVZS4m/KRKMbx7W2ijnDeMXFMTXNJz4HRT0N0kB8tw/R8fks/4qqsoBNp1PHxjZfQMkwvbg763SF26ENF6zhpSOVao+0vE0lE5TpcIW4QIjtCQv/qL6wNgN43wa5FFZtcV7yByhiF3T+CorGvV88pUGkpGveWZxEEtZ+4iQ1tVffiCGp/SN0sagkHxlVuD4yFCe+IcWiNn8javWUVjPyXCI4tBsCVb4mEsVVPVj5OqYbx/wNDw9XmzSguqxirrsrqcPH093sptHgfNrlYyc7s5sKv4ccxmgOtSkmk0Y/L5p/gii7XMXX8raiVsDrFymefZ9IhxohOXf2ertit56ewGQwZ24fw7a9DcTrumJ6QPBvV9s9g33fiQJVWtKqSBuOv9D69pFx88Okv59AkuPFHMRev4IQINsf/EGNMVQ24W6z2AmQVl/Hot7v57UBlnVidWsm71/dmQOswdGfMX9SpVbSJMLApxfv4X4tQPf61GVuyFhH55TieH/gk9/UbycFcG8H+apJ0xUStvw9166EiYB5cLgrrdxgv5nGa8+CzydBqqPiy1oeJLuFGWOdSq1bRr1UY39w5gEKzDTcQotd4LiXW6UrRE+Oyi/derYP+d4h5kqe2Vo5Bh7QUY5m6APEzdZ6YI7n5A9GN23YcDLwb19HfUEZ3xR3aGvrfjjIkCTR+BGogv9UIcq//jYCdH+NXeBhzRA9Ku81AFdICvbaehkq0etF6/OEeGPaYeK9BJKitf1P0DJS/98EJMOAeUapRqT69UMIKca3mXBFQhz8uKhw1oD8OV0+6K7ftRAHFpfZzK/R/gVG4ayrxc5Goy+rh0rk7nF3C2Fd/x+mq/tH7/NZ+DGpTPVEqNc/MdR9uQqdWcWuvQDpEaumoOIHfstmeXVsgusVuXE6ZfxTPr83js63VC6HHBvnx7YxWRMcneT9JUw4UHod934vWcccrRQtCH4LT6eLN347wyi/VKyKplQpWPzBUzLc8w6HMEsa+tg4vl82if/Snb1ItWhVFafBad9Hlp1SJ5CJ7aWUi0IinxBSPV2oYb7vhexFEm5OSTPjmNji+znP7oDlinPHwKmg1TNzYnFkpyOUSU6PcLhGkNP7gdIqKSmo/r13ShRYbZVYrLlspKp0evZ9OVIqqT2VFItFpxcOVyW4qjcjA7jIF/P+mC9aULf7OOqPXJCGH00Wu2Ybb7SbIX3POiT3z1x/n6e/3et2nVMC6h4YTH1rL4hDnqbrEAtnylBpdQoieD2b05r6vdlBcJhJ9dGolj4ztQJdY7x/YxDADH828hNs/38ZjP6Xz6dQE/FZ7CZwgxsOOrMav0wTu6mAm1xzKiv2Vx7UM0/PRhCiiS48CPoJnQIT48TJtIdtk5aM/U7w+zOFys+ZQDjOTqwfP+FB/3rm+Nw8s2onJWnndT4zvSIcakmo8+IdAp4mwZ7G4zjMqD9H+MtGiaTnYM9mknC5QdEM2spJSO9klVv48movL7WZA63AijTrRknG7Rc/BmYETxEoqHS+HsXO9Pm9RqY30wjKW7sin0GJnXFcVHaIVRAX6gcr3l1+wXgt6LdCAPT5+QWLcs/WlpzNv3SKRyxDx92uxQo3F+zOKSlm4KZUvNqVSandyaYdI7h/VjhahelEI4iwMaus7u39Ex0jZ6jyDbHkiW54NxmYR8zp1AdUKsjucLrJKrGQVlWF3uYgN8ifcqMPfV7m2007mW8gzW2mlKSDw3Z6+D+w1U8wPXPEwRXGDyUsYS5bFTaCfkoiSg0RufE5070bXkIjkQ1qBhUH/+c3n/lmDk/i/8dWLNgDYnS6yi61kFpfidLkrrttnmTpv8lPEUl3l64eWG/KQSEDxDxbzJudfIVqq5dR+MGOJmIahaoD7ZptZdDn6BXqMKRZabHzy53FeW+3ZUr9xQAvuHtGWMFehqLJT4P2GhJ4z4IrXqn2GikptfLbhBP/7+ZDH9q5xgXxwwyVEB/nhlcsFxWlimbOcgyJhLLorBMV5P76ZySwq46Z5m9mf4ZnEo9eq+OGuQbSOrMU8VC9Kyux8vuEE//npoMf2MIOWr+9IJin87J73fCJbnlLTMudB9l7Y8DaU5onWUNerRRdUWRFo/FEbwokLDvFIIqmNhFA9CaF6MDshuhtkeqkZC2JqQ/EpGHgPQUv+QdAfz9FK7SeyIFGIEm8lmZ7B05wrko3UOp9zbLNLynC7oX2U0WcGYv+kYPGlrA0QgcycI+avavVo9OHEGbTEuU8vwabX1L5OarnQJLjlFzGJ/sAyUcy+7yyR9FQ+thbaCm7+GTJ3i+SUsDYiu9YYV/+B05Qj/g4b3xaT+DtdJbq5T2eMH842VQucAPPWn2BIu0gujXWC1ceSdCDmNhaliSxbY3TF9J9Ci51XvXSd7z5VzMLNqdx9aZvqrTC3G7J2ixuLqsvgGaNh5jIIb1v3629ku08VVQucABabk9d/PczciV3R6+r+Nzb6abiufwsGtAln/obj5JRYGdEhkpGdoogPubC7a8+GbHkiW571ypIPa/8Dm96t3HbZ/0S31bZPKifCtxwMV71VuxqhvqSsE1VX+twsujMVSlEX9NgaGPyAaPnu+AIG3CVeP32H+JJsPVys6zn4AZHAEdoSsvbBb8+J6jThbeHSJyAhGfQiqzXXZOWX/Vm89dsR/NQq7h3ZlrsWbK92Sgmh/iwe6yb620lw1duifvHWj0RQDogSCS77lopCDE67SOgZ/IBYVaamilO+2E5XY6rNnGBzHhQch11fitfudrUIqueytqc5T2SF7vjCc7sxBm7+idKAOO5duIOf93kvedc3KZT513fBf+UcsZ6qN2PnwtZPoCQT55CHSW85gVf/zCMsQEf/VmEs35XON395ZomGGrSsuGcwUWe2PovTRSUjbyXxYrqL2srNuDiJy+Xmni+3s2yXl/NHZF2vmjOEmKC63ZSeye50YXe68NeoKpO6LgKy5Sk1neJ0z8DZboxoNWx6x/O447/DF1NERZ7TFVvKu3Ktdid+GhWRRl3N4zeRHWHQ/fDzk6KKjkIhpjlM+lDUFFWooPdM+HK6mLAe1lYEs83vidbwgWWQvV/sW/ufyufN2ivK4U14B4yxOBVKdqU6eWFFCoUWUdd03aFcXpjclTd/PUJaQSlKBYzqEMYTyf5Efz9FtLyydsPGKtc9/iVYcruomlNu11eiBXnLKnH+aj8IiAHVGd249jLRAnM7QakR75lC4TF2ZrE6sFmKRMaqXzDBhiqBw5wDq572DHLbPhHzIa984++r5lhN4gZAZ/RMwCk8Xj1wgghOf7yCe8Tz5JR4r+gToFMzum0gCkcZXPqkKM1XesYYdkiSCMS5omtWteoJjMPVnCrszjd/neL9dcd4bFwHruwey/c7K8d/TWUOXHhpF5iyvAdOEIu4W3KbdfBUKhUE+vn+2tZrVSjrIdhpVEpRdlLySQZPqX6Vl0Mr1/VqUYjdm9xDoj6pMZrcEiuLt53knbVHKS51EOin5rbBrbi2byIRRh/zHzP3wuIbK393u8UXcM5BGPWMWIIruqsIputfF0kpAZEigzOsNSydDVd/Ct/c6vm8LQdD/9tFUM7YgQoY2nIYP1z7L278oZCjOWYWbT3JnlNF3D+yHV3jgvBzmgjd8RYBX38iliTrMgm+u1M8X2wvHK1HoXbaRVfymUoLRJA1ZYl1JAfcCz2nV7YISzLFOGf2XvH/UV1EkYnQVhXdtOb8DBypWwje8R5YSzAnjcHSYxqK4EQxBSZzj/cgd/hnOLYWul/j9S12mvNxZ+1Ftf51FKYMnIkD4ZJbUYUmie7fnT5aiwC7vsJvyEMMbRfB9pOFHrvmDInlts5OtJv+i2rhEVxRXVDc8B2K08X+UetE2cDu02DR9R6PDd70X+4euYSNx0SG8QsrD/DJjZfww670itLHQ9uHY9RVaY2XZIqbD5cTrnhd3EBleckstfuei9tcXHtJIgs2n/S67/r+LQgP+Jv5wlK9kMFTql9nlslTacBa7Pv4nIOURvXi3bVH+fCPyoSR4jIHL606RLbJyiNj2hNw5jQCcy78/LgIjn1uEd22SpVYP3P752LsLban6J5sMUDUQrWbwY2Yv/nDveKL1OX0LP2n0YsVTBZO86ilqzq+hoSsCbw7YTmjPhFzDvdlFPPA4p38+chw4ja8Alveq3wehQp3UCJpI9/mt1MK/jjloqVZxdRr1hK383X0+77yvJ6jq0X384FlsPqf4ot++GPi3NK3iwBfdZHtqM5iyS5dIJaibNSrHsew/5uK3YaMnbDjI8pm/gQhcZ4t4DNtfFuUgitf5us0p6UI9+b3Ua+tzHRVZe6G7fNx3LgSdVyPmuuzup0ogUm94/n4z5SKzOqre0Zye8xhtJ9UFr1QZu4WrfApH8P0r8X1H1whuuHbjRVF4stZ8gjTVr6u2w0704roEG1kf0YJOrWSh8Z0IMBPLRa2PrUNvrujMiEpOFGsdFPe6i+n0Z/VsmyNLSFMz6zBrXj/d88FArrGBXJ1n3hUyvrtZnW53GSVlGG2OtCqVYQZtBjOYkz1QiPfgQZQZneiVCjQepns39gcThcOlws/je8/tc3hwu12V5vYXxOn04XN5cJPfcaYSPvLPLtAQXRFeiv6DRDSglyzjXnrj3vdvWBTKrcMSqoePO2lIikooZ9YG7QwtbLbduo8EUSnfyOC+YFlYo1QS54I5p0miGO+ubVaBiddJong660IfWkBESdXcknLZLYcP6PA+hmJJs7AOI6O+oSpX6aJMoCnfbAB3rrqbkZYi9AdrVKEQWvwfI82vyvWc3RaRUWgqoETRKtp7X9g3H9RFKaiqxI4K1jyUK57EduYf6OtqQ6sraT6TQ/gMmWjWfdC9ePtpag3vYN51IvoLpmFeteX3lf76DQR/EOIV/vzzR0D+NcP+/jjSC6PDApBO/+q6se7XWJO5Mh/iWAHYh3SaQtFoCsv6K7xp8zt+Xm2WB0YtGpGdIzk4THtSSqfZ1t4HD69wnPJtcJUWDILpn0lhg9O3zyZ+88BbTgNXzbi3ITotdwxvDVX9Ihl0ZaTlJTZmdAzjo4xgWKKTj0qtNj4ZX82/1lxgByTFZVSwfiuMTw6rgOxdUz2u9DI4FmP0gtL2Xgsj+93pGP0U3NDcktaRwYQamj8+VGFFhvH88x8uuEEeSYbozpFMbx9BHFVsuZyS6wcyi7hsw0nKLO7mNw7jj4tQoiuIdnAbHWQVmDhi02pHM81079VGJd3iyU+xB+lUgFBCbi7XYNi1+mW1f4fRA3S7Z9Vf7KAKAhtTV6xDYe3ygGA0+Um32yj5ZlFB1RasXj2N7dUbivvts09JAqp+wXDto/E+GXFE9rFMlCFJ2D4/4lydYGxlfMlIzt5X+bqtOBTa+keNZQtx8Xv/ZJCxV14m5HinE4H3Sx1HA+vOuIROMtP8f5lafwy/QESqgbPrleLSjlVz7M0H4pO+V6G6uByGPk0qn2+F7rWHliCbdQzIpCdWO/9oPaXe21xuVI3VV8CLjiRU2M+5LcMDasWHyTMoOWGiWtomfo1weurzMX0DxEF7bV6lEDbKCNvTe9FUakdY9Eu76vWgCgMcGZBgIMrxFzJg2Jhc0vX6/l0t+fN2OjO0dw0oCUGP3VlsQOHTZQp9LZWqcsJOxeKzOBjayns9xArHb3oa3HTqrlHT0QADdFr6RrXcLVu3W43vx3M4cHFOyu2OV1uvt+ZzpHsEubf3JcIY/0G6/OJDJ715FRhKdd9sJETeZUFrH/YlcENyS24f2Q7sWxVIykutfPphhO8vKpy/tvaQzlEGnUsvj2ZFmEGck1Wnlm2l+93ViZP/HYwmw7RRj656RKv2Xpldie/7M/ivq92VHynrjucy9trjrLoH8l0ig2kSGkkq/ujBMePJnL3e5C1G+f411Ba8lEcXF75ZMGJcN0iCIrDv7TmotN6by1ihRL+fNX7AwpTRTA0RsNv//Z+zMnNoiTa2hdh3IuidWcvFdMXAiK9j00Cdn00eWXi4sMDtPzzys5i8rguTmRqfnkdWIspdqjZkeZ9+oXV4eJwiZYEQ7jofm45SCx6num5wDUavfdFxcu5nOCw/f3Sry6HKGr+56vVr8s/BC7xvoJPtfsZrYET4xcwdVEW2VWSgL7dDnMuvZKbLg3CuOtj6HC5SNQK9sykDvLXEOSvwVpUxwR/c05F4Xhbq1Hsb3UL3y+o7OIf1CacFmH66mN9NrPosvUlay95V8xjZ/ydvLG5hO0n0/mhbeMXkGiusoqt/GfFAa/79mWUkJpfKoOndG5sDicf/3HMI3CW+3TDCab0jvcMng6baE2odZ7LT9WT7JIyj8BZud3Kf386yItTunE4q8QjcJY7kFnCd9vT+ceQVqIlWUVOiZWHv95VrTFisjp4cPFOPrulL3lmG6M/2E+LsDCmdX2BIC1s+sNJ18gHuSr5MUId2Sj9Q0VgCxSrSYQFaH3Om2wdYSA0wMuNh8Mqgo1CIVolMT3FMlT7fxCZt8f/EF2pZ65fWYXLlE1J5xsIPLEJxS2rIWUNFKaJ4vzf3e71MZZet6LapuHRcR1oHWHgPysP8L8p3Qk36sQSX3esh4IU3H+zuLQFP1GiLb4vlBXA9/d4HhDVWczfrLoU15kCIkEXgKLLZNjsfUzT0XESakMo6AxitZ4/XxdTVVwO0X099OFqQa6cMrGveH9P/8HNXW/gxY1mj8BZ7uVfU7jsvusw9poikphqmjpjjBHd1N5anwGR1VvarS6FyI64BtxDsSKE15elAhBh1HHLwCQm9YrzniSj8RNzYtP/8noazqAWvPeXifc3ivKNGpWCoBoyWS82FpuDzGLfCVS70grp3aL5jxE3FPlJqQd5ZhuLt6Z53Rdm0HIk20SLMAMBGgWqohOw5SNIWSsCyMB7RfbkGckatWG1OylzuNBrVR5p5b9WKVZ+phV7Mnl0XAc+3+h9qS6ALzadYHLvOCLPuKs8kmPC6nARoFMzpnMUoQYdx/PM/Hogm30ZxRRY7KzaK6relNmdqPQhKP012DNyeHZ1Bv9Zq2DNg8OrjZWEB+h4+/peXPfBRrKKK7+YI4w63pvRu9p5AGKsMq6PSKo5shoO/yTKoQ15UIwdutxiZQulSrTQvCjQJTB7u5ExnS5ljF8sscmn68GacqD3jbBtXuXBCgVFg//Jqkw9ZpuVJX+dqgj2RaV2ETxValEYIDiBkKJS4kP8SSvwvg5ph5bx0Pc/kHsE5o3zHO80xoiVXgIiADckDoDUM7pcjdEUTF5EqTscDMGEjfw3utVPeK73qA9DMewRlLrT/ZAhLWDs8zBkjkic8g/xWSaupMyO3S8a56XPoV/9uHi/ki5n5QLfC1v/eiiPNkP+vuXmNERiHv0yhmX/8NyhVInxzs3vV24zRED7sRCciBIIB16/NgyLzYlCqSAiQOc7QUbjL3oX9ngZDwaye8xm0beVN1fX929BRKDMVC2nVStrXFhBjnlK586N1w/Y/SPb0iLMwA870/lswwlGtA/jqhY24o/8giL3oJhz6LCKYt6ZFjFeFtYGDJE1tkhLyuwczzXzwe8pnMy30KtFCNf3TyQ+WI9GraTM7nvhWqfLjcvtpqyGxW1FApH37df3S2RQ2wiW7jjFsZx8OscG8smNl/D66sO4XOJ5P72+I72CS1HuX4i6IJvLuo3h2RFduOnrk7h81ORoHRHAd3cO5EiOicNZJlpHGmgbafT9DzQgEi57UcwVrVrf9vgfokU14p8i+HScAHu9fHn6h3CcGDYeS2XjsXw+WZ/Kl7P6i9cLiBCP73cHHP8dKxrSg3oxb5eF+du83HR4+e6ODvLnmSs7c8unW6u9lzcOaElk+Zd0eBu47TcxvSbnoJi7Gt6uslRcQCRM/gh+/6+YauKwUtptJge7P8qzPx5nW+pvGHVqru9/KTfcvp+YVXeDOQtn+/G4u12DOrSl54ur/TyXyDJlQXGGmPsYGI/FL5zlRx18teUkWrWSmcmT6DprIlG/PYBbY8Dp8l0JqMxeQ+ZtFXp/PSVtx2C56Vd0m95ElX8YV2QXFP3/gWLHQpFdrFBA65Ew5vlqa78G6bUE1bbgTWhrUYxj+ZzKhCOVFsulz7HouJ5Ciwk/jZIbB7TklkGt8K8hse5slNqd5JZYOZ5rxg0khRtqVYayOQgP0DG1dzyfb0qttk+vVdE55uIuKCMrDHHuFYYsVgePfrMLpcvGrN4BBLkKMfj7k+0ycuf36RzJruyeCvLX8O20OFp/e5kY62o3BlY+WtmFpVDC4AfFckxeWqOldiff7zjFI994jo/1TgzmkykJBGKhzK3i0x0lvLMplwKLZ7JE/1ahvDejNxuO5nP7597Hg24e2JJHx3VAq/b8B56aZ2b57gz+s9Kz9qVOreSt6b3oER+M01qC8fBS9D/N8TjGFdGBsqsX4QiIJdDfe5eezeEit6QMm8uNVqkgNKCGmq82Myy9S2RjenPbGojrKQo0fDkdMnZU7vMLJnPCl9y00sr+zMq/zYOj23HHsDbVWjKnCi0MefE3vKxjTefYQD69uS9hXroNLTYHBzNL+N9PB9mdXkR0oB93DmvD4LbhXo+vkb0MzNngcvJXsZEp722qNibZIyGYD6Z3J0JrBV1w9UILZ8pPgYXXQk7luJYrpgdHh7/L5AWpFVNLhneI5PkrO6ByO7jn6wM+l1X74a6BdI0PrtXlZBeX8cWmE5hMJuIC3IzrEEbM749Ai4Gn1xdVwMmNojjDiCdFC/Rs2cvETUJ+CuCC0NZY/cLIKlVSanOg16qJCvSr9+z4klI7y3Zn8PTSvRWLoGtVSp6+ohNXdPf976A5ySwq5e6F2z2yyw1aFfNv7kuPhOCzLkLfXNUlFsjgybkHT5vDiSU/A9WeRRjX/6eyCy4wjqxxH3Dnry62nayc6ziiXSivxv6CsXU/WHCNZ1dbuWsXiNJtZ0jNtzDypbUV/xgBbu4Txp0tTxG+7omKrFFXi0GkDZzL9O9yOZkvug51aiXfzR5Ix5hAMovKuHX+Fvake87BDDVo+W72QBK9LD10PNfMqFfWYndW/8i0jQxg4W39CbQcR/tOX6/vk7XnTbhH/xs//+rPnV1cxvu/H+OzDSewOlzo1Eqm9U3kzmGtiTwj/b6o1IZ/aRbaN3t4nWIBiEIDo58R/2/KhqKTuDP3UqCJ4IQinsd/zWdfhuf0jxZher6+fUC1ogxmq4Mvt6Ty7LL9Htv9NEoW/yPZZ8DILinjzV8P469RkxRhoMBsY1daEY+O6+B1ybLayDfbuPGTzezykYz01T/60682S5uZcuDzidWTlABn4kDmJz7HM79Ujol/dktfBreNYH9GMRPe+rNaT8u4ztE8P6kLoQbx3mUXl5Gab+FAZgnxIf60jTISGyTW7ywutfPPH/by3fZT9EsKY1jbUK63L8aw8SXsbS6jIHEkSqeN8EMLRfH2m1aIubqNyemAknRRXKIkQ8wZDoqvUynDHScLmfDWn173LblzAD0Tz4/xwlyTlVMFpexLLyYiUEeHKCPRQX4XXOAEWZ6v0blMeQSdWoti3b88dxSfIurbKfxnyipGflIZpH49nE/hkAkYD87zHjgB1rwg5jCWlwqz5EFpIaFWB48Oj+KdjfnkmKzEBftzezsT4d/e7PFw5Yk/SMybwodXLWXG16fo3yqMO4e1JilcBK7oID8+nHkJP+xM5/NNJ7DaXYzvFs2NA5JE4XUvjuSYvAZOEMW/LTYHAQdWet0PoNu9EOugOeDv2Q1nKrPz8qpDfLmlsmqK1eFi3vrjFJfa+ddVnTH6aSgw29iZVsjrq4/wr2HBdPX5Snis6kFAJAREYovsztOLd/HDrurdUDUxaJRMbatm8O3dyLb7YXO68VO5aaG3EmX0XnquzO7knTVH+XRD9dc6kFnCl7P61zwnz+kUU1UUCo9ycRarw2fgBFh3MKd2wdOc4zVwAqhS/2T4AAXPVNn2xaZU+rcKo21kAMvvGczbvx3hjyO5BOs1zBrSiqHtIisCZ1q+hRvnbeFIduXNSbBewxe39qNTTCB5ZhvZxVY+vvES/jySR58IJ4bNv3Ny2hq+2Gtl+foS/NQqbujxEqP6FxH91xfi38KZc3IbitMBaZvFkEDVpKb4fnD1vOrriXphsTl4b+1Rn/vfXnOUR8a0R61SYPTXEGZonmOtJquDw1kl/PengxRa7Lhxc2X3OKb3S6x2U3uxkcGzHmhcFhTrX/e+024hLH0N3eJ7VHzpud2IZKGiNDBGk9/nfgojLsHpgsDSk0Rt/a/IGDXnin+8NhM5mWkUqsNRKODK8EzGX5fILcsKuKZLAJEb53h/bVMWrct289ktY1EAP+7OYFzXGNpHizuq6CA/JvWKY2j7CJwuNyF6TY1zPF0+5mKWUygUKMp8Z7fiKEPh5WYh12xj0VYROAP91UQE+JFrslJUamfJjlPcM0IUIPjkzxRe//UIAEsOaGjf7nK0B77z/lqdJ1bbpNOouaJ7LD/4KKp9fb/E6nNyrSawlmApyWP+dgdf78zF6nAREaDjwSERjA7OIKTDYJE9CmJczZyL0m4nyWAjKlDnkQQFkJJr5lSBhSidw/vYdmEq7PxSzEdV6+CSW6HtGAiMQalU4KfxPa7tkZlsKwVz1umVbAwQEEl6mZqiUgdtyoqoqdNQ4/DMHHe63LjdoFEraRMZwHMTu1BS5kCtVHh0QReX2nn8uz0egRPECig3fryF7+8aSEmZnal94rnt063YnW76RcRxcujLTFx4ilxTZXGKJ382sSTByDsjbyCqrh1kTofIvvaxGLYvJqsdvSUd5eeTxeOrStskpjaNfUFk8tbAaneRml89+77cyXwLG1PyOZBZwviu0SSFu2r8t9dUth3PZ+YnWzy2vbb6MH+dKODVa3vUffjhAiKDZz1QAORVXxqpnDFvJzFB/SuC56DWIQSlrMSddCmHej/NQ6vy2ZUmslTjQwJ5ftT7XFK4Av3uRdjaXcHOQj8eWaXjWK44pn2UkRfHalhwTUucLif8vhP0YRT3mIUpdgBKRxlh+z9Dc3g57qNr+d/OJP46Ucj9o9pRYLaJieo6NYeySnjo613sPlV0+rX9+ffErvRpGeJ1Vfr20UZUSgVOL0G0ZZgeP40SRdtRsOEVr++DK74vTk317spCi52oQD/+NyaCJFUW2oJ92IJbc8KdyEM/55BvEV+ob/x2pOIxX+7IY+aMB2mRuq76gtjdr4OgBK/n0D0hmH5JoR7jdrFBfrx5RQzd9Omotq2FiHYiqSZzN2x+n7xed3PfBiMbUypvDHJMVh75MQ3blR2JOVwEihKGRNvRbHoTxV+forVbuD6uL6Mn/pN/bfJnxYFCj/M4mZ5Ory0vU5Y0ioLIfmQRSlywHxHOHPh4rOd8zB/uhbhL4JrPCA+IYmqfBD7bUD1xSaGAgW3C2Z5aQLheRXjqT/gvvxOcNhxxfTkw/H1+PGKlQ7QRv6i2RPa+A8Puz6pXL1IoKVUbgcpznnZJgseYoF6r9voZyTPbWHfY+9zUHJOVU4WlBOs1PP393opejJNlBn7fafIInOX+OlnCXltLoqoso+Z0uTFZHWhUiurn4LBDUaoo51e+FFu/f4gC8zUk4aUXlrLuUA6/H87h+Q4pBJ8ZOMvtXACD50BwIm63m6ziMnJNNuxOF+EBOiJOr81q0KnpHh/M3jOGRcp1jAlkc0o+3+9MZ/HWk7w9vRcBOnX1SlpNKLu4jKe/91L/F/j9SC4ZRWXNI3gWZ4jSizkHRb3nsDaNsjarDJ71QKk1iBU7qiReVFUS1p30PWIc1KBV8eSQEAKXPs3JGzYy9d3tFYkZAGkFpdy4+DhLZ11PtyPvcMIZyrSFez0q8BzMKuGaBWZWzOpKicWGoeNkDnd7gLm/F/DnbwUYtGqu63UfM277L8VWB1NMaq7r24ICs40APw0HMovRa9XsTisk12T1fO1PNrP0rkFeK5eEGzQ8PKo1c3864rFdrVTw4qTORBj9yDElEBrfD1XapjPeJBX2kc9TRABn3l8H+qn5amokicuuE62u02ID41g46Uucei37Moo9slYtNic3Lc3jgwnLiEhZQmDK6akql9wiprAYzui6tJeCtYQoJbx+eQwbj/vz6S4LRj81b4wyYFw81XPh6KB4UUC88ASZ6jg2pnif2vPK6qM8Mb4jYe481F/ejiJ7T+Uln9pM9OIreHrqMrae0nmsLpIY4IaDK/Db8w3RUV0ImTSf0qx83Fo3ig7jYe8SUe3I5YBTW+HUFig4jjYwhruGtWFzSh4HMz2D3pPjO/H2b0f5fmc6WpWSuwa25vqh/yb0t4fJHPkmBfYA0goK+eiPFJwuN6M7TuTBqTNI+vkWFDmV47llna/hmwOVgaxvy1A6xgaSb7Ki16m9J3GZc8Cch9UWVvF3ah1uoEt8EGn5FralFgKQWVyGQkHF6jQAGq2WH/fleX1/Ab7akcOQTqJma1pBKUu2n+K3A9mEBmi5bXAr2kcZK+dRZ+8RNx/leQepG0R1q0nvQ8ervLYY0wtLmXa6wEnHGCOuQu8FMgDRs+C04XC62JlWxJ1fbKvoWdCplTw4uj1T+8QTrNdy86AkFm87iVqppEdCMAA70wqxOVxM6BHLrM9Ewp7V4eKfP+xl4a39m1XwNNscHPcyd73cluP5dGnACke1kp8Cn030XEjdGA03fA8R7Rv0pWXCEPWwnmdJlpi3+e1t1fdpDaRdu5qZS7Lp0zKEay9JILHkL8I2zOXjpJd4ZpX3+aGD24Ty2uhgnl9v4psd3udt/iM5hrv7h5BaquOqD3ZUG49sH2XktiFJPPz1Ll6+ugdrD+Xw3Y5TlV9uEQaevqIzj3+3uyKpCODS9hG8Nq1nZZmzckVpFP61hP0hw3h7q4n0Iis9Yvz5R59AWqQuQTf4Ht7fmMmU9hqC9n6OausHUFaIu8VA7COe5b9/KbhxaIdqC2BbizLRLZzifQwuoj3W6UtZl67gtk+rZwcrFDC0TSivjA4mZM88OLBcZGtO+ViMdTpskH9UrKpycjMYY3ENfQS7IQaFtQiVVo/qm5sge1/1147sBH1n8a25G3NWZHr9GwC8d31vutu2E/39tV73uxKS+TjxeZ5bLZ4jKdzAl8MKiVo2s/KgUc9CTA9wWMCcL4oj/DVPZF93mSrmY+YdwV2SCdFdcQVE81e+Hz/uySLSqGV8t1jcCiXHcksptTtRKxV8u/0U41ppGJ//GXu6Psqsz7dXK3AQ6Kfmh+lxtFg4BBRKXD1mkN79Hm799iRqlYK7h7dmWLQNdf5hKMnAHdkZhyGak3Yjh7JMBOu1tAnVYCuzUODQYHcpMducxAVq2J9RzLbUQpLC/OnfOpx8ixONSkmZw8X0DzcxsE0Yk3rG0yYygNs/30ZSmB/39zMSqbaAQsVRs45ih4oBUU4i/FzYNEGsPGqlfZCdAFcRLqUfJoWBOL0DY8pKlKUFENdbLKz98xOe45VqP5i9BULEeHtmUSmFFjsmqwOlQsGKPZl8uuE4WpWSn6b4EfvNld7/2IFx2G5aRYYrmDGvrvPaff7BDX0Y1SkKm8PJsRwzJwss/HFE3BwMahNGeICO11YfZs1Bzxb6glv78efRXMZ1iSEyUOcxv9lic5BrslFgtuGnURLor6HU5mTZzgxKrHZGdYomKVxfrxV/TuZbGPa/NV57mgBev7YHV/Zo+BaeT+Y8WDBFJJWdKbSVSDT7u6X2ziAThhrbsTWQfwSGPSZKoJWv0hEUT864D1idoeGqHrHszyhm6rsbeHRMW2a0u5I/U7wUHz9td3oJJlULtqd5X0QYYHNaKaWlOl5YneU1kedgVgkuN0ztHc/2k4Us2e55R300x8zDX+/i0XEduO+rHRXbd6YVYbY6qwfP/BSC1z5BckAkXTpPx9o2BkPeHvwXLxZ3+j2vZWSnKHbmlfJzwWWMG3kFBo2C7Vl2Sg4Y6NXKSIiX9HydtcBn8go5B9FZ82kfnYRGpah2nW435JgduFP+qFxHtOikWPw6IFKUZ6tSGNze/ircdhu6T8eKLNxpX3oPnCC2B8YSoVCj16q4tW84l7fWoHaWUez254MdFlbuz8egUxF07FfvzwEoT26gTz/RvdUlLpA3r+5M1O8PeR60/TMxz/fXZ0Wd3JAWoD5dns9phU8mQ2lBxZRSVfwl9J74HvrORtRKsNlsPPrDYbaenlKgUyu5ZVASeW4dhd1uYf3RAq+VgYrLHHx6QMHdt24ho9DMwn1WAvdZ+Hh6Z/z89AQX7kH50VSPSk2qhP5EXfY2ly86RNuoAO4b0Y5//rC/oiCEn0bJrCGtUKDgkw0nT5/PET6Z2ZP3/0xjSp8EXpzcjRP5Fp5bvo9u8cE8O7YFvaybCF35eMVrtQhJgnEvwK//hbSt6NQ6rrhkFkplS/jxAbGaTkCESK6rKr4PTHwPFs2orM3rKIP8YxCSyPFcM49+swuHy01UoB9phRYijX68dm1P7lm4nd2WYKKiuqHK2lXt/bJd+k+K1WH8vP2Uz3Hnl34+SK/EYNzAR3+ksHhb5Q3y/PXHubxbDEPbRVQLnsVlDt767Shv/XaU+0a25bq+Iikn12Tl/bVH+WT98YrPf9vIAJ4Y35HFf53kZH4pH/yeQv9Wobx2bc96Kw4fatAyrku014W3NSoFPZo6W9iS6z1wgvhbm3PqHDzrQgbPc2W3iBUfjq6GjlfA5A9BocLiH83GLBXPLy/gaI7nvMi31x1n4j8m0zLfd2CMDvRDa04nJkjHsVzvRbTjQ/xwK9T8edR31ZfNKflc2T3W55zOzOIyXG43Qf6aiiLm0UE+5rxZcsV/TdkYN72C8cz9jlLUaiX3L9pBocXOwq2eu+dO6oq+fCkjc57oatn+uViJpSZlxUSE6nh+Ylce/trzC82gVfHiqDBCV5wxzrr/B1Gabdm9lYXB1X7QdTLaD4dWbvO2eorHNZXR2t/C0hktaLnpn2gW/SS+kLUGXuhzFzN7TmbbqSJ66GtYQFlnpHWolp9vTCQsdwth3zyEdcKH6KoWgnc5REUcEMXtFQoY+Qzghnnjq5cZTNuCYs1cspIe5OZFR2kdYeCJ8Z14bvl+jp6uBPX2mqM8c1VnnH4hrDnkuXxVVb8ezGFQ207c9GnlsMPEHjFEWdNRfjEFygo9jlec3Ihx4/94aszdRIeHcc/C7ZhtlQUSyuwuXl99hOcndKFNZABHssX53P7FThbd2pttaWZ2pRXx1ekksQOZxQwOtKH77E7PEytIgcU3iTVXv5gCDivKDW+IKlJtx4hl1BZ6ae2nbRW9DEnD4NhvldvdDtILS5n/x2HmDg8g9MQKjAX7KerUm9zYYXx9JI9p/RJ5aEUai6a9T9LOl9EdXCI+K4Gx5A94go22rvRXKNh50nfGc0quGYfTxb7MEo/AWW7ZrgwGtgn3qEAVYdRhtlYO37z6y2GGt48gzKDl27/SeP/3FI/nOJxt4qGvd/Hk5Z24e+F2ADYey2fpjlPcOqh6ac2zYdCpeXRcB/acKvLovlUpFbx9XS+ifK2z21h8jUuX87WgQj258CbqNDaFqrLEWXh7MESBxh+Hw4FWBd5iUL7ZRr7Dn0l9Wvos6n330ESij3/H7EG+u0VuvSQcd8EJAmpYW8/op8bpcmOx+a7+klZQSlSVsmR3X9qmetapzSy6Fc+o9lLBPwT0oexMK/IYz6rq9dWHySouE1nEvz4DH46AbZ+INSGVPq5BoQT/YPw1KsZ1iebHewYxtU88ya3CuG9wNCtmxNFh3Z3VC57rAnBZCkQSAUBIEs4r3oDtX3iusqHW+Z4CoVSBWke04yRtVv8DzZGVlS0Zmxnj+v/QM385+9IKUHby0c0H0O0ajGufot2Xgwj75X7I3i/eA2NMxSHOLldzNH4Cx6b9TtGgJ+H4HxQ5tbjyj/usz6vY9x0DTj/F0Rwzcxbt4KExnuM8H/+RgkKlxlhDzVajn5ozR2+sTiXKnP3VAmfFa+/5mknt/dmfUeIROD1e+8/jXN2nMnGruMxBnslGQqg/i7dVTku6qVcImrXPez85u0VUjao6z3PLR5B8p7jJ8GXnQug8ofJ3pRrC2lBqtXFHq1ySvrqUoD+fR7nvW0LWPk7bb8dyY2sTozpGUVzm4KrPjvNv5W0U3LyBI9esYc2QL7llWwvu/i4Fq8NFjxjfgaNVhAGF287763zfsCzdcYoxnUWrSKGAB0e3Z/6G4x7HLNoqlrN7e433KS/ZJVYsNicRVZJ25v153COP4VzFh+j5clZ/PrnpEm4dnMTTV3Ri9ZyhDG4XUaclDBuEf4jvGsoKhVi1qQHJ4Hmu1DoxIf+eHeJO2JQJpYUE2rIYdPwtPh2toG8Lz77zCKOOAI2LFops3rgyEV2VCKtQwK19I+gfWAD+oXRSpfHQqDZUvZFUKxU8N74VrQ59SOiej5jRy3dd3IFtwjFZRXatL93jg7hvZFs+uKEP/53cjb5V5wkWZ8Ceb0WVnh8fFF3TV7wmrruq4Y+DPpK96b7vyDOKykTpv5yDnnVjD62EHtd5f1DXqWLaAWD009ApNoh/T+zKBzO6c3foZhIXDEaVsb364zpNwOkWS6Rx9aeQfCdKtx1Nzhndw4d+hm7XeH/tbtfAkdUo1X4oMnd6PUSz/lX+0UvPX4X+FIx8qfoBMd2hzQjPRZcBd3GGSEoCCErgSNxVjHx7B5d+cpL7TgwgY/J32GxW3OVLpXnjtKOoUhO3wGIns7jMo8DF8TwLCreLKb3ifT7N1D4J+Gk8P4OhCrNYts3na9tQKeBojsnnISm5JmKDPbsQTVYrJWUOj+pI7UJVIlD7knPAs3h9aYFopZf5/qxRVihWpSk34p9giCDMlU/kilur9zhYS4hZdSet/EUvj9XhYm+OgxVpOkbOT+fGr9PYfrIIp8tNqd3J6FZ+PkvsPTQwFA1Oiku930SCqIccYdQxomMk78/ow7pDOdXm7xZYbNicLp83owAn8syVpR5PP6+zntNYooP8Gd4+kifGd+KmgUm0DDf4rvzVmAyR0M/7Ag50vcZjfnRDkN229SEwGjJ2inJx5a0EjT8MeZioU6uYe+k1jKhSJOHegRFEW0+i2PQWIy0mfpk+h8MlWkodbjqFqQg/8jXGH76D/rcTvGAcN/aaxeX3PMz+HDtKhYsOmmzCd76Mfv8iUCi5/ur7WJtiZHe6ZzfF3Ze2YcORXAosNq7rl8h7Xu6EE0L9yTXZeGDxTrQqJQ+NaV8ZqIvTRbdYRpXAceQXSBoK41+GpbNF6+nSJ6H9OFCpaB9drTO3QlSgDq0K2PyB546/5sOVb4hs2W3zRHeLNgB6Xg8J/cHPCC4XKMUXvNnqwOpQoOg4FcPOBZB5xtjUsP+DoDhKTWY0E94RCx8Xp6NoP07UOk1ZV3nstk9Ov3awmN5gM4HOiLPvP3C1GoHm9xd9rjoCQFkRIWorn+92ssLRhVnT1hGUugqjMx9VbA8x/v3trGrF6VWR7SCsLZakMZyMH8/MbzIqGrW/HS7gcUUo/xoTjDuqi+/X1odiUxvoHh/ErlNFuN1wLEcErPI5homhepwKDWZrGRN7xlUb9x7WPoJAPzUma+X5je0YhuHQYhSJPX2/tiEcm1tBUrjvSkktwwxkFnmuytEyPJAThZ7B4GSJS0wl8bUCTkhLsUZrOa1BTE9qMVDMhfX64kOg4Lj479CHxeILWgN6W47v18k7QjDFdIwxcmX3WGKD/XnkG8/PVqtwA0Y/NSElGSy8tgV3fp9O+ulr9NeoeGRYNL0UhzD6JTGqU5TPqSqjOkYxsUcMfmolc77aQUmVLttyoztFo1AoPIZUzpQYpvcYyx7cLqLGXoYLilYvGi5+wSIhsKxIfDYuuU2UN/Vr2Ezgi+RdbkClhWL8btENnl+Q9lJY/S+Y/BFhORvoHt+RA5kl3N4/knEJDhTHfgObGb+jK0g4uoIEfZhYTNmUKboG9WFijA4w/PU+hkNLaTFrHah1uL98HEX5KhtuF9HfTeWj0W9x2K8rPx8sIlgHl/duTVGZg5MFpRSX2umeEES3+CAeXLyT0tOJDl3jgnhoTPuKcUSb08XzP+6nfbSRIW3DReZqhpcWV8pa6DsL7t9HnkuPXemH0W7BUHSKUfEuruwaybI92dVqr940MAmlwo3CVgwqDbb2E8hrNxWUagJTV2MozYCr3sYV3BKny4XGYRZz9n5+ClRa8gc9xfZ8DW/8dozMojJ6JARzzxXf06rsAH5b3hT1T3vfiEkfT55ZTYhKg3vd/1CUt94OrxIJQts/qyzr53bB93dB+8tw3vwzp4ptlLl1mLXhWBwKEsbNJ7Z4h+9/KCoNocFBdI9X89iSkyzcAd3ikxncOoRZBasx/vZEtYe44/pw3BbCT4H30TU+hB1pRWSXVAYZP42SMKOeUrWRYnUcITE9UFStzVv+ERv8KN8cVTK4XQT3jWzHN3+l0SJMz7pDlYkoc0a1IzQokL9ST5IYque9Gb3543AuTpebAW3CSC8s4/sd6bSJCkChEIHz2cH+OI86KQlIwth+vFh0+8xrGPQAH20307VFBHqtyuuwwI0DWvLbweyKL/+pPSLJL7FQYBFza8uDzofbChk34n4i02dUf3+Vpxcar7rSSo/pokh+xytFEf2qgfX034RR/4KAWNEy8avs+VE6a+7S1LptfHRVFO9st1Sr4Qzw9JViShauVvT44W6WjLqBPH0rbE434SozkbteQ9v1YfAzMLlXPPPXH69WXzpYr2FqnwSigvT0TQr1KLVZrmWYnp6JwYQbtPxjSCte/Kn6uYQHaAnQqSumQOnUSuaMakeArvlMd2lwARFiZapu14gufo2/6K49s2esAcipKpzjVJWiNNjwJmz0vp4iLQbi7jmD4yH9UVtyiDAdwo8y2Pi2WDdyxcPVHxMQKZZm8g8RyQ+7FkF0ZxjxtNimUMJPj4vVQlxO0Abg6n8nyvB2sOtLHD1nskPTg5sX7qe4tPKO9oquUTw0pgNHcs3otWq2pxbw0R8p1San90wI5pPruxC8YBxkeZ8kTetLOTbiPT5en8bsbi4iN/4b1fE1oAvE0fsWjiRezZQvjldMZr+uXwtahukZ1CacqLSfKTG25v1ddpbuzcfpdjOkdTAP9A8iJm0Zj2cM5YYeRrptuA/lyY0AlPS+k3fdk3hrfTYqpQI/tZgSoVIq+PyWviQnheByK8grKsDq0mCyQ5IyC907fbC3u5zsbrdTgp7QAD/CLUdRLrtPlDwE0BooGzmXdepkZi06TPf4IOZd05pSm4OS0jJU/kGEpP1K2PrnRCZvFWVdruN5bmZqv9ZM+2Czx/jfq1fEM6L0J4xbXhetaaUKZ4crOdzjUaZ8cQLT6dbG2C7RDGoTzhPf7aFdVABvTuuJ3enG5nShVCgI8VMSv/N1lOtfFn9v/xBKkh/ke+dAHv9J3BgoFPDU5Z3oEhvI1Pc2inmel7ZhYs84LDYHTpeby9/4A51aRa8WwagUCranFlJidbDoH/3xV7kI0ipQuOys3pfJdwctaNVKbh6QwKDQYgJMJyq6Ot0uF5mBXRnwzkG6xwdz38i2PPrN7oq1H3VqJXcPb82k9n5oUn7BHRiPK7glDv8Ixr61iRZhBp6b0IWZn2yu+Hw+OSKGq5W/Ylz/QuWYtF8wXPY/2P2VuPEB3F2mYB34EMfzzPhrVcQHKFHu+AzF9s/AXoq75WBco58nQ9uCDJNYPi9Yr6lc3D0/Bd7s470msl8wXPk6fHsbWRMWsfBkMB9vzqK41EHn2ECevrwTHWMCsTpdaFVKAu058PvLsONzcbPc4QqyR7xMmkXN0RwzbSIDMPqpee2Xw/y4R0xTGts5mgfHtKdlmB6FQoHF6uBIjokXVhxg/dE8dGolE3vGccfQ1rQ43arPKbHy5q+H+XxTasW0kaRwA/+d0o3/W7KbQ1kmBrcN5/8u60jrCEO1BR2k2pOF4evonIJnQSr8cLeYruKNMQb35I9EWTqVVvx8P1sEpRnfiXJfrYeJxY9dLnHnpNTA7/8TYz2hSTDoAbCb4ecnReDseb0YI3S7cVpNpJQoWHLYQf8oNwkGB6rQJEa9sclrKv0DwxLo3Sqc9/9IY02VFkpVYQYty//Rg+hFl1W/qy/XchBvRD/PlCQ7MYsuqzaG5Go7juzRb5JuUeHGzcLNqfy8L4uVN7XBqgvlpdXHuKxrLC6XG7vLTaCfmh93Z3DHkJYs3ZnFrRF7Cfr+JnG9wYmcvOJLpi3O4M5hrQkP0FFcZifMoGNHWgH5JhuzhrbGT+nCbIeHvt7FluMF7LgjAeepnXxV3Jm3N+ScntMHswbGc38fHVprPlaXGpt/OCdtgWxKLcFstTOjZzB70op4dMXJimzIDtFG/ndZDC2zV2O1uwjI3YnSks3+S/7NlC+OM7x9BLOHtmTWFzsrgohGpeB/E9pxWYIDTWkOWItxFqVzOGQwU7844dFV988rO7Nw0wnevq4nx/Is/OuHfRWv3THGyIuTuxFvcOGyW7E6XDyx8iS/HvIsLKBQwMp7B2G2uQjRa9lzqpBHvtmNxebkmSs7ERHoxyPf7KoIWHqtiqcu78RIwxHCv57MqWmrufa7woo5v8F6DYuujaf1ln+hOnI6y1gXiHvIg5g7TOWUPQCny82utEI6xgRhd7pwutxEBaiI2v4G/hv+V3lyhnCs1y3hmLIlKiW8t/YYozpFk10iCsi3Cg+gU4SGaFUx+tIMzE4VJm0EcWGB+Jdlo7CW4AyIZn+xjhsXHqy44RvaJpznJ7SnKCcd3G5ioyL4eFsBH/6eQqld3FyN6RzFQ2PakxQegKPUBOtfQ/37i9U+0vbLX0eTtkm0ahUKnEkjyBn9Jk5dMHqtkqJSB+uP5lb8u2oXFUDH6ADCXPngdpPmDOam+ds4XKU0YWKonk9v7luRvR7kr8HgJf+g0FyKoqwQUKM2BmPQerYezVYHuSYref/f3nmHR1Wm/f8zfTIpM+nJhHRKqAktFEFUEEREARdQwQV81UVRQdxVVlfUdRH3p68NXVSwrK8oNoqK0pEuEkiAUEJCh/SE9GTq8/vjwJAhCRpRE/T5XFeuiznnmZn7PMw591Pu+3tX2/HRaQj21WM26SitsuMG/A3ac7mfTmrsLo/K0c+lss6B3enG36j9Qzlj6TybyWU5z9JjsGM+7Hir8fPxg5RZ5IJrlNdGs1Kfcdl9MH6RssT0zSMX8pUssXDt45D1LRxYduFzrvm74nAPfqm8Dk6EP38F5igO5JZzyxtbcbgEN3WN5LpEP2Yua1wu0OyjY8W0VD5NL+S1dY236ZcQyFspxwkoOwDb5jXapmToPFY7uzPu6D+UGed5VGqKh75OhqYLb6fXUF7joHd8EMM6h+Ow2+hkdlAkLOSW23BUFtIj1I1KuDlSqeOozZ9Ak065casrGNwhCLvKSHpuDTqtho6RASzacYL/blMCWdqF+TFndFdWH8jnu6wiAow6bu0ZhRDw5nc5fHV3Fz5Nz2fuuobpAt2i/HlrXBIzlx9l+9ES1CpY9D99qLU7CTe5GflWeoNlZ5New/tTevPksky6x1i4o3c0L645zKbsEpZNjCX5h79RkHw/JaYE6pyCcKOL4FPf4tNuiCLUkL8X9n6CKySJnX1f4720s+zPLWNEVytXtwvxPOzGzN/m9d0PXteWxFA/vtpzhoo6J3HBvoxMtvL6hhx+uKg82OxhcVzXNZayGgcffn8Cu0uQGOLLDV0jeearTG5PjUWnUeMWArVKxeKdJ/nrkLYk7f4nr6gn8vrWC+lTb49uw5C0+1AXNVx9EEP/hTt1Ki+uyWH+RmUvfUBiMM+PjCdy7YOKs70Y/whqJ63huMPC8Fc30yUqgEn94gjzN3D6bC3vbzvOkaIq3p3cm/sX7abG7sLfoOWb6QOJDjLxZcYZHlqc0eBj2wT68I8RHRFCsPPEWd7dcrxBm9T4IF4elwLAtn1ZXGvIIiTtJWVfNKwjhamz+LI4nJHm44SvmKzss6q1SoT5mAUcLakht6yWFfvy2HXiLEG+esb0aEOQSU+vuEBUKpi2aLdHDKE+VrORJfdfRYS5ifzL81rGB5YpQU597oPo3lBXoSxF+ob8aI3fOoeLEyU1vLkxh8wzFcQF+3L/tYnnZr8/fRm3tMrO3jNlvLnxCKXVdga2C+HOvnFEB5maLjr+O0I6z2ZyWc7z5A5F8mvhkMZzBievgE0veuebJV6nSIWFd4RF4xqmA6hUimNdPu1CcIPWAGPfh49vv9Bu5GvQcxJ2p4vsgirmfHOQ+BBfggyCeZu8lxfrs2lmf9xqPcNe2dRoEe/PJ8TRa9VoJZBm7TOQMEipaoGAY5sQuXtI6/saahX0XDIA/CKg5yQI64TDz8rnJ0zMXnnCk9DdOy6Qhwa3Y2VmPmnHz9I3wczfe7gxfj3twrJweFcKb1lErtOf3DIbkRYjVXVOZnySQUm10q8atYqHh7Qnv6KOpbtPM39iTx74eLfX0jTATd0imXZtIipUjHtru5f8IYBaBdd0COOxGzrgcCmC+A6Xm9JqByrhZv6mo6w+0Liq090D4zmQW8G2IyXoNWrm3dFdEaxPPknY6mnYO4zmbMo91Jjbc/xsHafP1tI21JcQkwZsFVh8fajByIkyJSrSajaiUak4UlxNtc1JsK+Bo8VVvLoum7IaBxP6xNA7LhA/gw67y83ZajsRZiMH8ypIjQ+i2ubC6XaTfrKMRTtOckfvKLKLath4uIipgxLpbA2goLyOk2dreKeeU1GpLmTdjOgayd+Gtef2BTvIK78gI7l6rA9RTSntmII4e+c6Msp9CQ8wYtCqST9VxuCwagLf7Uuj1dSBuj9/yy53Ow7lV6JCxbtbj3H6bC3xIb48cG1b2oX5UVhlo9buQq1S8d7WY9zQJYKRyVZunb/NMxu/mPcn9yIm2Jfhr25u9DcNSr1Rh8vNmPnbFVWjnv5EBWjJKXXwVlo5p8/W8s3dSfi6qkgvdFHnFPSKDcIcGsnhgiru/SCtQVrO2F5tuG9QIirg2v/d2HhfAcunXUXyOYk+L86egHeuV+qN1ifhGiX/+dtHlZSpXnfB1Y96SqK53YLCygu6uj56Da/VWx4+z/O3dmV0StRPSispq7HzytrDvL/NO8raV6/h06n9aGPxwWz6aSL7dpeLogobhZU2VCoVoX56wvyN6H7hmqm/NFJh6LeirlwRRzj5vaKduepxTz1NjBYY9i/Q+Xk7TlBeD52jBGI0lkcnhBKRmnIHbH9DOea0Kfsqau2F/Zo9H0Hn0eiNAXSOMjN/Qg9qHS4OnimFJpxndJAPRr2WIH8fPr6nLw8tTvc8kCwmHf+8PpIOx/6r3Mw73oRR/4H1/1Jm1yo1JI1EjJ7PMx8X8vhACySNhOTxsOUV+O55dDofbulyByl/vofbFp/C36jlnoEJ3P3fNGxONyoVzB8RhPH/brwgSO4TyKnBr3PvZyc4mHchYrh9uB8vj09h+uJ0ztY4cLkFL67O4q07e6JTq/i/7080cJygJKHf2DUStUrVwHEG++p5YWwymw4XMXHhD9hdboZ3iWBUShSPL93HhL4x7DvTeIQkwIHcChJCfNl2pAS7y81Lqw8z7dpEAvJWkDfuWz49biBZRPDI2zs9Th8UKcQXxyZzILeGp778wZN+4KvX8NehHThSVMWHOxRd346R/rw6PoXvj5VwczcrFXVOHlqc7lWdZUDbELpEmckuqOS5bw/RLyGYebd3R6cWLE5TpBrnrc/hqZGdiAkyNagkU9+3ZeaWN3AKEWYjhpJLpI/UlFJXU8nO43aGdY5g4eYclqTnsm5iKIGXGo9XFREZ2Y3vsopYUC/x/1hxNY98toeHh7Rj75ly1h0sxM+g5amRnThTVkttna1Jxwmw9UgJ4WafJh0nKLVwowKVvc+cwir++m3DNJtKVQA3vX+o3sw/n5XTg5m3PrvRfNbP0k5zW+9oLKZLz+7OnituIIQgr7yO7MJKNG47/XJeQ3Ox4wRlGyjlDmXWWV2sPA/8rdB/Og6hIuN0Gfcv2u0VLDR1UCLTQv14o14BhaeW7+eqtiFEBzZeZrA+BRW2Bo4ToNru4l9fH+SmbpFclxRG5EXymhdTVedg7cFCnli6z9Nn/gYtL4ztxtXtQxstKHAl0rqHAa2dygLY+G8l+nTTC8py6/gPlbzCP72rLMEc+qrx9xr9lWCgpsjLUMTm66PWKYIC59EaFZGGc5hNeiLMPiRFBGBtYonosaHtCLP4o9Wo6REbyBf39efb6QP5+r7efDNKy40HZ+G/+y1lObn/g4q6Tc4a5WnrdsGBZajfH8EbI0JYf0oget+jRBqfPle2yFGLKf0dOqyZwusjI5nYN5ZX1mZ7Hmp944MIOf61VyWP0j6P8vC6Ki/HCXC4oIoXVmXxl6sTvY6v2JvH9Z3CWX+o8dkhwPYjJQT56tFetNT0z1u68OzXB3h/23GKzpU9W7zzFPct2sXTN3fmbLX9QnBJI0SajV5OMaugkvAAI2c7T2bKN9VEhQQy64t9Xm0ATpXWUudwMfPTPV55e9V2F898fYD+bUM8whQH8yqZtz6HHjGBHC6sYtpHuxuUNduSU8zXe/PoEatIpG0/WsKsL/biZ9R7RXe+t/U4oX56j9NoDKvZh+o6JyOTL9SpLKtx4PRvOjcUrYEat47/fHeEUf/ZSkermZHdIqkUPkqaURNoQhKwu9y8u/V4o+ff2nSUP/VUvrfK5mTWkn0MaBuCXuW6ZK5yhNmIGpoUHQEIDzAS7GtA30QR52BfPbkV9gbL9S634PujTat47ThWitmo88qVvRjrud9UVn4lN83bwqR3d+KsLEGz/4umDc5eo6TjnGfba1CVx5myWiYu3OFVaMDmdPPqumxigkzEBpu8jp+5xKCjPluaqIYDyu8r2M/A35fso6zm0qpcR4qqmfFJhtdgo9Lm5L5FuzlxCaH5Kw3pPC+HI/X0TAv2K3men0xUnMmiPymKQ7vebfA2EX8NnEpT9lWaIsCqFEM+j08guB3eU4bUv4ChYZ5dZJA/H9/dm74JF8QTLCYdc0d1YkC7MK+24QFGOkYG0MW3DOuS0WhPblFOdBihiCNcXK4KoLqINrmrGdfVogwe3A1H5Orig7QTJ+gQ7s+BvAszuaQQHQEF3hVXSiMGkHai8YT3fWfKaRvu/TAuqKhDo1ZxqS0YtVpFxqmz3Nj1gopPUoQ/Z8pqOdaI3OHZGgcrM/MpqXZwW2rj5cwAbugS2cBpB/hoOVzty5HiGkx6rSdgqD7XJoWyLCO3SZHtj3acZFTKBeeVduIsJr0Wp1s0WqoL4Ks9uV6J+rnldezPrSCy3sDpZGkNLrfgzr5N56rePTCezdlFDOsc7hHtL6m2k6ePVX53jVDX5Q7KNco5IeC5bw4ypkcbFqTXUNn7wUbf446/FqExUFxpa7Ifauwu3PUmjy63YO3BAoKMgim9G09699FpiAnyZdfJs1zXIazRNm0CfYgwGwn1N/D4iI6Ntnn8xo6Nlnq7lDoX4HHGE/o03sfXtA/FoFOTX17LXe/vpPTcwEogLu3t66+tg7KF47Tx7b68JmfYH2w/7hl8eD7mktbX/7qmW54/9d3hIo/9jVFjd/Kf73IaPScELNx8FJvz0v15pSCd5+VwqZwx4cZtq2pYa9IQQNU1z2KPuQp6TGr65ukxSQkiAGWp9oa53ukw7YYpFSSaIDY0gDcn9mTDzIGsfKg/3zx4FeN6x2JpqmK9KQTiBl54bU2BE1ub/HxN9rfE+7tQnWy6jeXU2gYJ2/nVbuoC4ryOVTUtoAIohYXr062NhYxTZ7m+U9PyW/0Tg/nPhiOMTLbSO055yPeICfTKgbyYTdlFJIT6kldex/8MiPdyzgatmtk3dWJlpveDq1NkAGqVitWHivDRaZpMZo8w+zTqtM9zvKS6gaC3RqWioLyhIz6Pzemm2u69LH0gr8Iz80iJtvDq+BR0Wg0+Og3vTOqJQXvhojRqFdMHt0MICPE38uSy/fzzls5Mu7Ytna0B/DfTQfVtSxootTjiruFgu7+QX+9yhFDKbR0vs7PWZzgVVz+lbF0AaPS4u/8ZBj6CozC7cd3keug03vdEdmEVJU4D43q1YXhH71JzAT5aXh6fwn825PCvFQeZObQ9yW28k+OtZiPvTOpNm0ATRp2G0d2j+PiePvRNCMJqNnJdh1CWTbuK/Ipadp9sKKCwJaeIAW2DGxw/z8B2IRRU2ogNNnH/NYmeGbJBq2ZszzaMT43mZEk1hZU2T24rwNIsG9VJf2q6I9oNheObL7w2BSE0BvacubSubkS935FRp77kqkN9BrRrWpGnf2Kwp28u3gqpT43dxZGipn/n2YVV1P7IYORK4fex+Ay88cYbvPDCC+Tn55OcnMy8efNITU39db808TpYM7vRUyKmP0XqUMTNHxG29y3UtSVUxVxLaYfbEaYYYgP8wWiCMe/AsqnewUapUyE0CSzR0H44pNyu7K/6hih7jL3vUhRT/BofZZ/HYtJj+Ykb/JiCYNR8Zdacu1uZcTYx6wDAx6IMHgzmJvVP7T6hnCqtobM1wKO0sj6rhOKJE2mT8Z5nVG3RuVGraLBcBsrYwkd/YXblZ9AyoG0w9y3azZsTe/LDsdIGM7NbUqwcyK2grNbBQx+nM31wO+6/pi1+Ri0LLqE3atRpsDvdvLzmMON6RfPu5N7U2Jz4aAXB/iZeWZfjNes06tQ8fH17KuucBBj1VNqcXg+u+uSW1ZIY6tsgOvY8CSG+nmAdUIKa/I1aYoKb3qsK8NFSctG1R5qNfH+0hIcGt8Xso2Put4fIr6jDV69hQt9YVjw0kF0nzuJwCRJDffE3aJn95X6GdY6gxu7kf/6bRp/4IG7sGknP2EAe2nCEe69fSoy6GHVNMXZLApvzNTz/2UnmjrF4fXdlnRMfnYaHvz7Nde378ddRN9DO7EZXlY8683NYNAbVlPX4qrSE+hkoakSDNTHUlzNl3suMHcL9mfHJXoqrbLw8JokZg6I4WliBxhSE3SV4fUM2mef2qW9763ueG9OVSLORM2W1RJqNtAk0Ya23T2f20dEvMYROVjN1Dhe+ei2+Bg07jzf+f/PB9hMs+HMv9pza2UAJ6N6rE4gwGymqtDN7+X6uSwpjzuguaDVqVCpYvb+ABz9K5/Op/Si/SCzhmwMlPDR5Cm1zVjTUZm43VIk7qK+GNOARVAGRdI+2sfKiwKDzJIT6ejnouaO7EvYTBdzDAwz85eqEBkpk/gYlbuF85aWASygYmfQakiL8ySlsZMUK6BwZ8LvZ8/xdXMUnn3zCzJkzefPNN+nTpw+vvPIKw4YNIysri7CwSzuYyyIgCrrdBnsXex/XGlFd/0/0fkFk2fuwuX0COuHErfenV2Dohc17vR8kjYAH0pTyV44aiOimOEVDgBLhqtF7ZOmwfnDu83+iQ2wulmi441OoLlSUk0KSYMndjTZ19rqXWqcKd4+7MGx7qdE2de1GsmJzHk+M6Mhd7++kzuHG5nTzerqdR4f9h6C1M8BpI/jYMm7uMpxl+4obfMb1HcPZcVQJ/0+JtvDEjR0xm3S8ODYZlQreurMn24+UsPZgIWajllu6R1FcZWfut0qwS63DxfMrD/Hy+GQO5pYxoU8Mqw80Xs3m5mQrq/YrD6VP005RV1fLcyml+B1dQ7kpmgdSR6DXqMgtr6NrlJlhnSPIzq9g6akyxvaMZv7GI+w+eZbrksIaLO1+l1XIJ/f247O0016Fzc9zR59YZi25IAV3Y9dI7C43FbUO2of7cbig4cNoSv84Ptl5ITDMoFXTPtyfUH8DBq2GZ7++EPBTbXfx9qajHM6vpG9CEAvPiWMYdWrevrMXr6/PZnT3KF5em82OY6XsOFbK63d0J/1UOeMPFeGr1+BrCKK0uhCnWzC+d7Snr86TEm3xCL6vP1zKPVe3Q7fhQTj8DQCOxCGcsvtzqqaG58Z04aGPM6h1XJiFmH10/GNEJ55cfqGguEmvITU+yCOOPurt3bzxpw6MKF3EgaD/4caF3gXoK21OHvw4namDEnlkaHt0Texvnv8+c70SeTd0juD19TkNVg8q65wE+epYMX0gn+08xcbsIoJ99dx7dQJJEQGYffS43Mr1rz9U2OD/PthXT3iAEX8f7xmX0y2484s83hn9Odbc1ViOfKnIy6XeqwQHLrtPaajRQd9pSmCeWsMNXSJ4ee3hRvO4p16dyLKMM9ycbOXeqxOIC/npoglmHz1/GZTI1e1DWbDpKKU1dnrGBnJthzCe++YgZTUOru8URohf087YpNdy3zWJrNiX1yDgWqNWMWVA/I+uPFwp/C5SVfr06UPv3r15/fXXAXC73URHR/Pggw8ya9asH33/ZaWqVBUqVR+2vqrsUcYPUuSiAuNBo4xNquqc2F1KfcxL3cytjqpCWPl3qF86C6jtOZUvfG/jpS2FbL6/I8alU9Cc8Q5+qrz+RTbqB5FZ7MLmcHNzipVlGWfYdeIskQFGHhkcR4S6HFt+FrjsOOIG8cam03y++zQOl0CrVnFLipW7BsRz+mwNQqgoqKije3QAK/bls+1IKd2izEzsF4sKwRe7c+kdayY+1J8Zn2R4Zrr+Bi3Th7RjSMcwTpXWEhts4n/XHGZ5hrfgeo8YC1OuiufBj9PRqlWM6W7lkf4Wwlf9RYky7nQL7uD2pIu2rM2pUUTPA/RM7hNBfkEBFksQuwtcPPXlfl4al8LWnGKWpJ+mzuHGYtIxqV8cHSL8EQKe/nK/Z9YV4KPl78M7sudUGYt3nkKnUXFzspXrO4WjAmYt2ccr41NYuOUYm7OVwYVJr2Fy/zhC/Q0885VSi9TPoOXtO3tiMekQwB0LdjS5hPzOpF7c+3+7PPuOt/aIwuESDO0UznvbjrPrhDLbaRvmxxM3duSxL/Z66acOah/KbanRPPhRumcg0CPGwqjuUcxevp+4YBP/GNGRHroTBC0aClojtm4TsPV9mKELDzNreAc6RgaQV15H5pkKTpRW08VqpkeMhX9+dYCd574/MdSXWcOTmLc+x0s03Wo28vJYJbhrx4lK3tt23Ov62ob58e7kXsQENa272xhCCHIKq3hyeaYnQKhDuD9zRneha5QZg06D0+WmyuZEr1U3mEEdLari9gXfewV3mfQaPrq7D93aWKisc/DEssxG62P+e0xXbu3kh1anA4M/VBUp9SidtYpUp2+Yp3qT0+Vm35lypi3a7ZllmvQaHr+xIzd2iUStAqNec1ni7fnltaw7WMjqAwVsyi5CCLi+Uxj/vKXLJQPqQNn33JpTwmNf7PXsj4b6GXhxbDJ9EoJah6h8E/yh8jztdjsmk4nPP/+cUaNGeY5PmjSJsrIyli9f3uA9NpsNm+3CD7yiooLo6Oif5zzPU12iBPQYzKD/aXsMVwTVxYoE4aGvlWjfjjdhM0WQW2egxuHCbNQRQhmqs0cgew3CJxhN0g1U64I5U6vF5nQTZNKh0ajJyquktMaBXqtiQHwALjfUnFsFM2pUGLQqiusEVXUO/Aw6Qo0u7LY6yqprUavVWHyN+Bl0FDuM2F2KiopF66SqzkaVzYVWqyHUV0OpXUeFTZnlmn20WAxwstxFcUUdUUE++Bm05JbV8UnaKewON6N7RNE+3A+bw02lzYmfQUuwwY25dC+a0hyESo07JAmbfzTH6/yosTuxmHRY9Cp0Nfk4K4tR6fQIcwwlTgMbDhUS7Kens1XZe9Nr1bhcLoSAQB8tNpegpMahCPZo1WzOLlLUb9zKoGHdwUKGdAyjQ4Q/b206ysr9+dzaow2D2ofiq9fgZ9Ri0mkorXGQlV+JxaQj0KTj1bXZdLIGMKKblZvmbWnyv/SpkZ2Y/90Rj0NUnF0nau1OOkeZOVlaw7f78vE1aBjfOxqjVkN+RR0l1Xbigk1oNWqeXp7JtqOlBPhomdwvjnG92mBzuLC73PgZNFh8dFCVj8ZRAzojx+r8SDtdzYC2oYSbjZh0GnLLa8kprKK40k642UD7cH/cbsHZGgc1dif7zpTz3tbjHpH7+qycPhCTQYNRq+FMWS2f7DxFea2DkclWUqItXsu0zaWsxk5ZjQO3EAT46C4507qYvLJaMnPLyThZTttwX3rFBhFpNqI9N2gurKhj4ZZj/N/2E9Q6XFhMOh64VpFRDG7G9wAUlNdRUm3D4RKE+BkI9df/ompAZTV2SqvtVNQ5CTBqCfEzENBIMfvGcLkFBRV1lFbblSo9vnrC/Y2/SJ3RX5M/lPPMzc0lKiqKbdu20a9fP8/xRx99lI0bN7Jjx44G73n66ad55plnGhy/LOcp+Um43G4055ahHU4XRVU2nC7B6gMFvLTmMDV2FzqNittTY7BafFiw6SiJYYoM3PGSKl64NZn+bUN+1ujV7bShXvFXSP8AQjvhHjoHodGi2fqKkq8bmQJ3LlX2f8/jqFNmnpdYKne5FQ3aS0UrNkWN3cnx4moWbD5KdmEVSREB3D0wnsgAIzV2F2q1CpfbDag8dTefWJrJV3vz0KhVhPjpqXW4PPmuz9zSmUHtQrnmxe+a/M6Xx6fw5LJMj7Zuj5hARvewsnDzMU6U1BDip2f5tKuIukRuYFmNXbFPBSF+Bo9zqI8QgjqnC71ajaaZKy4rM/OY+uHuRs9p1So2/PUaouuVXhNCIASt/uEMYHe6KKq0Ued046PTEO5vaHb/SH4dpEjCj/D3v/+dmTNnel6fn3lKfn3OO04AnVaD1WKiuNLGJztPeVICHC7BB9tPcG2HMF4cm4y/UYtOoybU30CYf+MP6p+CWmtQlJDSP4CiA6gXjfZuMGCGt+MERT2qGdfUXEx6LZ2sZp4f040auwuTQYPh3OzB3IjvcrhcnlmVMrq/sIKiUasY1C6UIF89V7cPbTSy2OyjQ6tWeRwnKMu2b2464tG0DfEz/OjgRAlGu/S1qVQqfHQ/7xHTOcqMUadudF9vZLKVYD/vwYxKpbpk1kdrQq/VXHJgIrkyuOKHOyEhIWg0GgoKvINACgoKiIiIaPQ9BoOBgIAArz9JyxHib2D+xB6EXrRstfd0GVEWH3rFBZF8binu5zpOD8FtlcLIF5MywTsh/TfGoNMQ6Kv3OM6m0Gk0TLkqnt6x3pHQWrWK/0zoQYTZSICPjjmjungly4OiZvT//tSNNzce8RwbnRJFndPlcZxh/gbeuKNHs5cQf2ki/I28O6m3V6F4UHJ1/zasw+8mYlNy5XLFL9uCEjCUmprKvHmKiLnb7SYmJoYHHnjg1w8Ykvxi5JbVcii/gqz8StqH+5MUGeBJ2v9FqatQ0gCObgRnHSReqxT1vnjW2YoprrRx6mwNO46VEuKrJzU+iLAAo9eMMb+8jqNFVew5XUZskInOUWYQSqK70+VmQLtQfA0aDuVVkl1YSVJkAB3C/S9rv/CXxO50UVBhY/fJs+SV19EjJpC4YBNhTaQDSSSXyx9qzxOUVJVJkybx1ltvkZqayiuvvMKnn37KoUOHCA9vOpH+PNJ5SiQSieQPt+c5fvx4ioqKmD17Nvn5+aSkpLBy5cqf5DglEolEImkuv4uZ5+UiZ54SiUQiaY4vuOIDhiQSiUQi+a2RzlMikUgkkmYinadEIpFIJM1EOk+JRCKRSJqJdJ4SiUQikTQT6TwlEolEImkmv4s8z8vlfLZORUVFC1sikUgkkpbivA/4KRmc0nkClZWVAFIcXiKRSCRUVlZiNpsv2UaKJKBo4ebm5uLv79/sslLnK7KcOnXqihFYuNJslvb+ulxp9sKVZ7O099fnl7BZCEFlZSVWqxX1j1RLkjNPQK1W06ZNm8v6jCuxOsuVZrO099flSrMXrjybpb2/Ppdr84/NOM8jA4YkEolEImkm0nlKJBKJRNJMpPO8TAwGA0899RQGQ8sWD24OV5rN0t5flyvNXrjybJb2/vr81jbLgCGJRCKRSJqJnHlKJBKJRNJMpPOUSCQSiaSZSOcpkUgkEkkzkc5TIpFIJJJmIp3nZfLGG28QFxeH0WikT58+/PDDDy1tEgCbNm1i5MiRWK1WVCoVy5Yt8zovhGD27NlERkbi4+PDkCFDyM7Obhljgblz59K7d2/8/f0JCwtj1KhRZGVlebWpq6tj2rRpBAcH4+fnx6233kpBQUELWQzz58+nW7dunqTsfv368e2337Zae+vz/PPPo1KpmDFjhudYa7P36aefRqVSef0lJSW1WnsBzpw5w8SJEwkODsbHx4euXbuSlpbmOd/a7ru4uLgGfaxSqZg2bRrQ+vrY5XLx5JNPEh8fj4+PD4mJiTz77LNeWrS/WR8Lyc9m8eLFQq/Xi3fffVfs379f3HPPPcJisYiCgoKWNk1888034oknnhBLliwRgFi6dKnX+eeff16YzWaxbNkysWfPHnHzzTeL+Ph4UVtb2yL2Dhs2TLz33nsiMzNTZGRkiBtvvFHExMSIqqoqT5upU6eK6OhosW7dOpGWlib69u0r+vfv3yL2CiHEl19+KVasWCEOHz4ssrKyxOOPPy50Op3IzMxslfae54cffhBxcXGiW7duYvr06Z7jrc3ep556SnTu3Fnk5eV5/oqKilqtvaWlpSI2NlZMnjxZ7NixQxw9elSsWrVK5OTkeNq0tvuusLDQq3/XrFkjALFhwwYhROvr4zlz5ojg4GDx9ddfi2PHjonPPvtM+Pn5iVdffdXT5rfqY+k8L4PU1FQxbdo0z2uXyyWsVquYO3duC1rVkIudp9vtFhEREeKFF17wHCsrKxMGg0F8/PHHLWBhQwoLCwUgNm7cKIRQ7NPpdOKzzz7ztDl48KAAxPbt21vKzAYEBgaKhQsXtlp7KysrRbt27cSaNWvEoEGDPM6zNdr71FNPieTk5EbPtUZ7H3vsMTFgwIAmz18J99306dNFYmKicLvdrbKPR4wYIe666y6vY2PGjBETJkwQQvy2fSyXbX8mdrudXbt2MWTIEM8xtVrNkCFD2L59ewta9uMcO3aM/Px8L9vNZjN9+vRpNbaXl5cDEBQUBMCuXbtwOBxeNiclJRETE9MqbHa5XCxevJjq6mr69evXau2dNm0aI0aM8LILWm//ZmdnY7VaSUhIYMKECZw8eRJonfZ++eWX9OrVi7FjxxIWFkb37t1ZsGCB53xrv+/sdjsffvghd911FyqVqlX2cf/+/Vm3bh2HDx8GYM+ePWzZsoXhw4cDv20fS2H4n0lxcTEul4vw8HCv4+Hh4Rw6dKiFrPpp5OfnAzRq+/lzLYnb7WbGjBlcddVVdOnSBVBs1uv1WCwWr7YtbfO+ffvo168fdXV1+Pn5sXTpUjp16kRGRkars3fx4sXs3r2bnTt3NjjXGvu3T58+vP/++3To0IG8vDyeeeYZBg4cSGZmZqu09+jRo8yfP5+ZM2fy+OOPs3PnTh566CH0ej2TJk1q9ffdsmXLKCsrY/LkyUDr/E3MmjWLiooKkpKS0Gg0uFwu5syZw4QJE4Df9tkmnaek1TFt2jQyMzPZsmVLS5vyo3To0IGMjAzKy8v5/PPPmTRpEhs3bmxpsxpw6tQppk+fzpo1azAajS1tzk/i/GwCoFu3bvTp04fY2Fg+/fRTfHx8WtCyxnG73fTq1YvnnnsOgO7du5OZmcmbb77JpEmTWti6H+edd95h+PDhWK3WljalST799FMWLVrERx99ROfOncnIyGDGjBlYrdbfvI/lsu3PJCQkBI1G0yDyrKCggIiIiBay6qdx3r7WaPsDDzzA119/zYYNG7zKxEVERGC32ykrK/Nq39I26/V62rZtS8+ePZk7dy7Jycm8+uqrrc7eXbt2UVhYSI8ePdBqtWi1WjZu3Mhrr72GVqslPDy8VdnbGBaLhfbt25OTk9Pq+hcgMjKSTp06eR3r2LGjZ6m5Nd93J06cYO3atdx9992eY62xj//2t78xa9YsbrvtNrp27cqdd97Jww8/zNy5c4Hfto+l8/yZ6PV6evbsybp16zzH3G4369ato1+/fi1o2Y8THx9PRESEl+0VFRXs2LGjxWwXQvDAAw+wdOlS1q9fT3x8vNf5nj17otPpvGzOysri5MmTraq/3W43Nput1dk7ePBg9u3bR0ZGhuevV69eTJgwwfPv1mRvY1RVVXHkyBEiIyNbXf8CXHXVVQ3Sqw4fPkxsbCzQOu+787z33nuEhYUxYsQIz7HW2Mc1NTUNilRrNBrcbjfwG/fxLxp+9Adj8eLFwmAwiPfff18cOHBA3HvvvcJisYj8/PyWNk1UVlaK9PR0kZ6eLgDx0ksvifT0dHHixAkhhBLObbFYxPLly8XevXvFLbfc0qIh8/fdd58wm83iu+++8wqdr6mp8bSZOnWqiImJEevXrxdpaWmiX79+ol+/fi1irxBCzJo1S2zcuFEcO3ZM7N27V8yaNUuoVCqxevXqVmnvxdSPthWi9dn7yCOPiO+++04cO3ZMbN26VQw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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Scatter plot\n", + "plt.figure(figsize=(5,4))\n", + "kl=sns.scatterplot(x='age',y='fare',data=df,hue='survived')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "f3cf97aa-6ea2-4419-8d56-bdfa03409078", + "metadata": {}, + "source": [ + "---" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Notebooks/Notebook-A9 (Data Visualization-2).ipynb b/Notebooks/Notebook-A9 (Data Visualization-2).ipynb new file mode 100644 index 0000000..66b8865 --- /dev/null +++ b/Notebooks/Notebook-A9 (Data Visualization-2).ipynb @@ -0,0 +1,389 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "c2cafe5e-1c33-4e2e-a1c7-276f6826d02b", + "metadata": {}, + "source": [ + "# Notebook-A9 (Data Visualization-2)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b20e46b3-fff9-49bb-a7ab-0730fe4527bb", + "metadata": {}, + "outputs": [], + "source": [ + "# Import libraries\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "from collections import Counter" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "0f724ef2-8e1e-4f8c-bc97-4e29379434e3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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survivedpclasssexagesibspparchfareembarkedclasswhoadult_maledeckembark_townalivealone
003male22.0107.2500SThirdmanTrueNaNSouthamptonnoFalse
111female38.01071.2833CFirstwomanFalseCCherbourgyesFalse
213female26.0007.9250SThirdwomanFalseNaNSouthamptonyesTrue
311female35.01053.1000SFirstwomanFalseCSouthamptonyesFalse
403male35.0008.0500SThirdmanTrueNaNSouthamptonnoTrue
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" + ], + "text/plain": [ + " survived pclass sex age sibsp parch fare embarked class \\\n", + "0 0 3 male 22.0 1 0 7.2500 S Third \n", + "1 1 1 female 38.0 1 0 71.2833 C First \n", + "2 1 3 female 26.0 0 0 7.9250 S Third \n", + "3 1 1 female 35.0 1 0 53.1000 S First \n", + "4 0 3 male 35.0 0 0 8.0500 S Third \n", + "\n", + " who adult_male deck embark_town alive alone \n", + "0 man True NaN Southampton no False \n", + "1 woman False C Cherbourg yes False \n", + "2 woman False NaN Southampton yes True \n", + "3 woman False C Southampton yes False \n", + "4 man True NaN Southampton no True " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load built-in dataset\n", + "df= sns.load_dataset('titanic')\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "2cac59fd-e73e-4587-ab2c-e3cf04dc9532", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " survived pclass age sibsp parch fare\n", + "count 891.000000 891.000000 714.000000 891.000000 891.000000 891.000000\n", + "mean 0.383838 2.308642 29.699118 0.523008 0.381594 32.204208\n", + "std 0.486592 0.836071 14.526497 1.102743 0.806057 49.693429\n", + "min 0.000000 1.000000 0.420000 0.000000 0.000000 0.000000\n", + "25% 0.000000 2.000000 20.125000 0.000000 0.000000 7.910400\n", + "50% 0.000000 3.000000 28.000000 0.000000 0.000000 14.454200\n", + "75% 1.000000 3.000000 38.000000 1.000000 0.000000 31.000000\n", + "max 1.000000 3.000000 80.000000 8.000000 6.000000 512.329200\n", + " count mean std min 25% 50% 75% max\n", + "survived 891.0 0.383838 0.486592 0.00 0.0000 0.0000 1.0 1.0000\n", + "pclass 891.0 2.308642 0.836071 1.00 2.0000 3.0000 3.0 3.0000\n", + "age 714.0 29.699118 14.526497 0.42 20.1250 28.0000 38.0 80.0000\n", + "sibsp 891.0 0.523008 1.102743 0.00 0.0000 0.0000 1.0 8.0000\n", + "parch 891.0 0.381594 0.806057 0.00 0.0000 0.0000 0.0 6.0000\n", + "fare 891.0 32.204208 49.693429 0.00 7.9104 14.4542 31.0 512.3292\n" + ] + } + ], + "source": [ + "# Describe\n", + "print(df.describe())\n", + "# Describe - transposed, i.e. rows and columns swapped\n", + "print(df.describe().transpose())" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "ae603f12-36f5-4f98-ba0c-14a9c4b6a4b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The mean age is: 29.69911764705882\n", + "The median age is: 28.0\n", + "The mode age is: 24.0\n" + ] + } + ], + "source": [ + "# Mean, median, mode\n", + "age_data = df['age'].dropna() # Drop missing values in age & store in age_data var\n", + "\n", + "sorted_age_data = sorted(age_data) # Store sorted age_data\n", + "n = len(sorted_age_data) # Store length of age_data\n", + "\n", + "# Calculate mean\n", + "mean_age = sum(age_data) / len(age_data)\n", + "\n", + "# Calculate median\n", + "if n % 2 == 1: # odd\n", + " median_age = sorted_age_data[n // 2]\n", + "else: # even\n", + " median_age = (sorted_age_data[n // 2 - 1] + sorted_age_data[n // 2]) / 2\n", + "\n", + "# Calculate mode\n", + "age_counts = Counter(age_data) # Count occurrences of each age\n", + "mode_age = age_counts.most_common(1)[0][0] # Get the most common value\n", + "\n", + "# Print\n", + "print(f\"The mean age is: {mean_age}\")\n", + "print(f\"The median age is: {median_age}\")\n", + "print(f\"The mode age is: {mode_age}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "9d8b90a2-2dc4-4863-8e1c-d86f12d3292d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Boxplot\n", + "plt.figure(figsize=(8,4)) # 8 by 4 inches\n", + "sns.boxplot(x=\"sex\", y=\"age\", hue=\"survived\", data= df, palette=\"viridis\")\n", + "plt.title(\"Distribution of age with respect to each gender and survival Status\")\n", + "plt.xlabel(\"Sex\")\n", + "plt.ylabel(\"Age\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "a1136cdb-5017-409d-9c9c-38fc6cd389cb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Violin plot\n", + "sns.violinplot(x='sex',y='age',data=df, hue= 'survived')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "98d8af0f-e26f-4daf-9d2a-2ffe19478010", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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xzvX/7d/+TUFBQSovL9cbb7yhTz75RDabTZLUoUMHffrpp1q5cqX69++vd999V/fff78WLlwoSerUqZOOHz+ut9566+5/KP+nVuGyefPmGmPV1dWaPHmy7r///lpPBgAASN26ddNjjz2mmJgYJSQkKD4+Xs8884zuu+++O95Hz549XZ63aNFC8fHx2rBhgx555BGdP39eOTk5Wrly5U239/Hx0ahRo7RhwwaNHTtWZWVl+vjjj7Vx40ZJ0tmzZ3X16lU9/vjjLttVVFSoR48ekqRTp06pV69eLstvRE5tue0aFy8vL6Wmpmrx4sXu2iUAAD9I3t7e2rVrl7Zv367o6GgtW7ZMnTp10vnz5+Xl5VXjI6PKysoa+7jZt4MSExO1adMmVVZWKiMjQzExMbd9JycxMVFZWVkqKirSRx99JH9/fw0ePFiSdOXKFUnStm3bdOzYMefj5MmTNa5zcSe3Xpx77tw5Xb9+3Z27BADgB8lisahv376aM2eOjh49Kl9fX23evFktWrTQxYsXnetVVVXp888/v6N9Dhs2TNeuXVNmZqYyMjKUmJh42/X79OmjqKgovf/++9qwYYNGjhzpvHdbdHS0/Pz8lJ+fr44dO7o8oqKiJEmdO3fWwYMHXfZ54MCBu/kx1FCrj4pSU1NdnjscDl28eFHbtm1TUlLSPU0IAIAfutzcXGVlZSk+Pl4tW7ZUbm6uiouL1blzZwUEBCg1NVXbtm3T/fffr0WLFqmkpOSO9hsQEKCnnnpKs2bN0qlTpzRmzJh/us1zzz2nFStW6H//93+1e/du53hQUJBefvllpaSkqLq6Wv369VNpaan27dsnq9WqpKQk/fznP9fChQs1ffp0/fu//7vy8vK0du3aWv5U/qFW4XL06FGX515eXmrRooUWLlz4T79xBAAAbs9qtWrv3r1asmSJ7Ha72rZtq4ULF2rIkCGqrKzUZ599pnHjxsnHx0cpKSkaOHDgHe87MTFRTzzxhB599FG1adPmjtZ//fXX1bZtW/Xt29dl2bx589SiRQulp6fryy+/VEhIiB566CG98sorkqQ2bdroww8/VEpKipYtW6aHH35Yb7zxxj21gsVxN9+taqTsdruCg4NVWloqq9Xqln3GTl/vlv1AylswztNTAAA0ELV6x+WG4uJinTlzRtI/vuJkwh33AACAuWp1cW5ZWZnGjx+vVq1a6dFHH9Wjjz6qyMhITZgwQVevXnX3HAEAACTVMlxSU1OVnZ2tLVu2qKSkRCUlJfr444+VnZ19z3fEAwAAuJVafVT04YcfatOmTRowYIBz7IknnpC/v79GjRqld999113zAwAAcKpVuFy9elXh4eE1xlu2bMlHRQDQQOTPvbtbxOPW2qQd9/QU8H9q9VGRzWbT7Nmzde3aNefYt99+qzlz5tzzrXwBAABupVbvuCxZskSDBw9W69at1a1bN0nSZ599Jj8/P+3cudOtEwQAALihVuESExOjL774Qhs2bNDp06clSWPGjFFiYqL8/f3dOkEAAIAbahUu6enpCg8P18SJE13GV69ereLiYs2YMcMtkwMAAPiuWoXLypUrlZGRUWP8X/7lX/Tss88SLgAA1IH6vCt7Q71rea0uzi0oKFCrVq1qjH//L1YCAIAfluXLl6tdu3Zq2rSpevXqVeOvQ9+rWoVLVFSU9u3bV2N83759ioyMvOdJAQAA87z//vtKTU3V7NmzdeTIEXXr1k0JCQkqKipy2zFqFS4TJ07UtGnTtGbNGv3tb3/T3/72N61evVopKSk1rnsBAAA/DIsWLdLEiRP1wgsvKDo6WitWrFCzZs20evVqtx2jVte4TJ8+XX//+9/14osvqqKiQpLUtGlTzZgxQzNnznTb5AAAgBkqKiqUl5fn0gFeXl6Ki4tTTk6O245Tq3CxWCx66623NGvWLJ06dUr+/v564IEH5Ofn57aJAQAAc1y6dElVVVU17qwfHh7uvHWKO9QqXG4IDAzUv/7rv7prLgAAALdVq2tcAAAAvqt58+by9vZWYWGhy3hhYaEiIiLcdhzCBQAA3DNfX1/FxsYqKyvLOVZdXa2srCy3/h3De/qoCAAA4IbU1FQlJSWpZ8+eevjhh7VkyRKVlZXphRdecNsxCBcAAAzRUO9me8Po0aNVXFystLQ0FRQUqHv37srMzKxxwe69IFwAAIDbTJkyRVOmTKmz/XONCwAAMAbhAgAAjEG4AAAAYxAuAADAGIQLAAAwBuECAACMQbgAAABjEC4AAMAYhAsAADCGR++cm56erv/6r//S6dOn5e/vrz59+uitt95Sp06dnOtcu3ZNv/zlL7Vx40aVl5crISFB77zzjsvtg/Pz8zV58mTt3r1bgYGBSkpKUnp6unx8uDEwAKDxyJ8bU2/HapN2vN6OdTc8+o5Ldna2kpOTdeDAAe3atUuVlZWKj49XWVmZc52UlBRt2bJFH3zwgbKzs/XVV19p+PDhzuVVVVUaOnSoKioqtH//fq1bt05r165VWlqaJ04JAIAfrL179+rJJ59UZGSkLBaLPvroI7cfw6NvSWRmZro8X7t2rVq2bKm8vDw9+uijKi0t1Z/+9CdlZGRo0KBBkqQ1a9aoc+fOOnDggHr37q2dO3fq5MmT+uSTTxQeHq7u3btr3rx5mjFjhn7729/K19e3xnHLy8tVXl7ufG632+v2RAEA+AEoKytTt27dNH78eJc3GdypQV3jUlpaKkkKDQ2VJOXl5amyslJxcXHOdR588EG1adNGOTk5kqScnBzFxMS4fHSUkJAgu92uEydO3PQ46enpCg4Odj6ioqLq6pQAAPjBGDJkiF577TU9/fTTdXaMBhMu1dXVmjZtmvr27asuXbpIkgoKCuTr66uQkBCXdcPDw1VQUOBc5/t/LvvG8xvrfN/MmTNVWlrqfFy4cMHNZwMAAOpCg7l6NTk5WZ9//rk+/fTTOj+Wn5+f/Pz86vw4AADAvRrEOy5TpkzR1q1btXv3brVu3do5HhERoYqKCpWUlLisX1hYqIiICOc6hYWFNZbfWAYAABoPj4aLw+HQlClTtHnzZv35z39W+/btXZbHxsaqSZMmysrKco6dOXNG+fn5stlskiSbzabjx4+rqKjIuc6uXbtktVoVHR1dPycCAADqhUc/KkpOTlZGRoY+/vhjBQUFOa9JCQ4Olr+/v4KDgzVhwgSlpqYqNDRUVqtVU6dOlc1mU+/evSVJ8fHxio6O1tixYzV//nwVFBTo1VdfVXJyMh8HAQDQyHg0XN59911J0oABA1zG16xZo+eff16StHjxYnl5eWnEiBEuN6C7wdvbW1u3btXkyZNls9kUEBCgpKQkzZ07t75OAwAASLpy5YrOnj3rfH7+/HkdO3ZMoaGhatOmjVuOYXE4HA637MlgdrtdwcHBKi0tldVqdcs+Y6evd8t+IOUtGOfpKQBGqs+7rDZ2DfUusg3Nnj17NHDgwBrjSUlJWrt2rVuO0WC+VQQAAMw2YMAA1fX7IQ3iW0UAAAB3gnABAADGIFwAAIAxCBcAAGAMwgUAABiDcAEAAMYgXAAAgDEIFwAAYAzCBQAAGINwAQAAxiBcAACAMQgXAABgDMIFAAAYg3ABAADGIFwAAIAxCBcAAGAMwgUAABiDcAEAAMYgXAAAgDEIFwAAYAzCBQAAGINwAQAAxiBcAACAMQgXAABgDMIFAAAYg3ABAADGIFwAAIAxCBcAAGAMwgUAABiDcAEAAMYgXAAAgDEIFwAAYAzCBQAAGINwAQAAxiBcAACAMQgXAABgDMIFAAAYg3ABAADGIFwAAIAxCBcAAGAMwgUAABiDcAEAAMYgXAAAgDEIFwAAYAzCBQAAGINwAQAAxiBcAACAMQgXAABgDMIFAAAYg3ABAADGIFwAAIAxCBcAAGAMwgUAABiDcAEAAMYgXAAAgDEIFwAAYAzCBQAAGINwAQAAxiBcAACAMQgXAABgDMIFAAAYg3ABAADGIFwAAIAxCBcAAGAMwgUAABiDcAEAAMYgXAAAgDEIFwAAYAzCBQAAGINwAQAAxvDx9ASAfyZ/boynp9BotEk77ukpAMA94R0XAABgDMIFAAAYg3ABAADG8Gi47N27V08++aQiIyNlsVj00UcfuSx3OBxKS0tTq1at5O/vr7i4OH3xxRcu63z99ddKTEyU1WpVSEiIJkyYoCtXrtTjWQAAgPri0XApKytTt27dtHz58psunz9/vpYuXaoVK1YoNzdXAQEBSkhI0LVr15zrJCYm6sSJE9q1a5e2bt2qvXv3atKkSfV1CgAAoB559FtFQ4YM0ZAhQ266zOFwaMmSJXr11Vc1bNgwSdL69esVHh6ujz76SM8++6xOnTqlzMxMHTp0SD179pQkLVu2TE888YR+97vfKTIyst7OBQAA1L0Ge43L+fPnVVBQoLi4OOdYcHCwevXqpZycHElSTk6OQkJCnNEiSXFxcfLy8lJubu4t911eXi673e7yAAAADV+DDZeCggJJUnh4uMt4eHi4c1lBQYFatmzpstzHx0ehoaHOdW4mPT1dwcHBzkdUVJSbZw8AAOpCgw2XujRz5kyVlpY6HxcuXPD0lAAAwB1osOESEREhSSosLHQZLywsdC6LiIhQUVGRy/Lr16/r66+/dq5zM35+frJarS4PAADQ8DXYcGnfvr0iIiKUlZXlHLPb7crNzZXNZpMk2Ww2lZSUKC8vz7nOn//8Z1VXV6tXr171PmcAAFC3PPqtoitXrujs2bPO5+fPn9exY8cUGhqqNm3aaNq0aXrttdf0wAMPqH379po1a5YiIyP11FNPSZI6d+6swYMHa+LEiVqxYoUqKys1ZcoUPfvss3yjCACARsij4XL48GENHDjQ+Tw1NVWSlJSUpLVr1+pXv/qVysrKNGnSJJWUlKhfv37KzMxU06ZNndts2LBBU6ZM0WOPPSYvLy+NGDFCS5curfdzAQAAdc/icDgcnp6Ep9ntdgUHB6u0tNRt17vETl/vlv1A2hy0wNNTaDT469A/LPxldffhtdNwNNhrXAAAAL6PcAEAAMYgXAAAgDEIFwAAYAzCBQAAGINwAQAAxiBcAACAMQgXAABgDMIFAAAYw6O3/AeA7+Ou0+6zOcjTMwDcj3dcAACAMQgXAABgDMIFAAAYg3ABAADGIFwAAIAxCBcAAGAMwgUAABiDcAEAAMYgXAAAgDEIFwAAYAzCBQAAGINwAQAAxiBcAACAMQgXAABgDMIFAAAYg3ABAADGIFwAAIAxCBcAAGAMwgUAABiDcAEAAMYgXAAAgDEIFwAAYAzCBQAAGINwAQAAxiBcAACAMQgXAABgDMIFAAAYg3ABAADGIFwAAIAxCBcAAGAMwgUAABiDcAEAAMYgXAAAgDEIFwAAYAzCBQAAGINwAQAAxiBcAACAMQgXAABgDMIFAAAYg3ABAADGIFwAAIAxCBcAAGAMwgUAABiDcAEAAMYgXAAAgDEIFwAAYAzCBQAAGINwAQAAxiBcAACAMQgXAABgDMIFAAAYg3ABAADGIFwAAIAxCBcAAGAMwgUAABiDcAEAAMYgXAAAgDEIFwAAYAzCBQAAGINwAQAAxiBcAACAMQgXAABgDMIFAAAYg3ABAADGIFwAAIAxCBcAAGCMRhMuy5cvV7t27dS0aVP16tVLBw8e9PSUAACAmzWKcHn//feVmpqq2bNn68iRI+rWrZsSEhJUVFTk6akBAAA3ahThsmjRIk2cOFEvvPCCoqOjtWLFCjVr1kyrV6/29NQAAIAb+Xh6AveqoqJCeXl5mjlzpnPMy8tLcXFxysnJuek25eXlKi8vdz4vLS2VJNntdrfNq6r8W7ft64fucpMqT0+h0XDn73hd4bXjPrx23KcuXjtBQUGyWCxu329jZ3y4XLp0SVVVVQoPD3cZDw8P1+nTp2+6TXp6uubMmVNjPCoqqk7miHvTxdMTaEzSgz09A9QjXjtuVAevndLSUlmtVrfvt7EzPlxqY+bMmUpNTXU+r66u1tdff62wsDDqt4Gx2+2KiorShQsXeIEDd4HXTsMXFBTk6SkYyfhwad68uby9vVVYWOgyXlhYqIiIiJtu4+fnJz8/P5exkJCQupoi3MBqtfIfX6AWeO2gsTH+4lxfX1/FxsYqKyvLOVZdXa2srCzZbDYPzgwAALib8e+4SFJqaqqSkpLUs2dPPfzww1qyZInKysr0wgsveHpqAADAjRpFuIwePVrFxcVKS0tTQUGBunfvrszMzBoX7MI8fn5+mj17do2P9gDcHq8dNFYWh8Ph8PQkAAAA7oTx17gAAIAfDsIFAAAYg3ABAADGIFxgpOeff15PPfWUp6cB3DOHw6FJkyYpNDRUFotFx44d88g8/vrXv3r0+MCdahTfKgIAU2VmZmrt2rXas2ePOnTooObNm3t6SkCDRrgAgAedO3dOrVq1Up8+fTw9FcAIfFSEOjdgwABNnTpV06ZN03333afw8HCtWrXKeZPAoKAgdezYUdu3b5ckVVVVacKECWrfvr38/f3VqVMnvf3227c9RnV1tdLT053bdOvWTZs2baqP0wNq7fnnn9fUqVOVn58vi8Widu3a/dPf5T179shisWjHjh3q0aOH/P39NWjQIBUVFWn79u3q3LmzrFarnnvuOV29etW5XWZmpvr166eQkBCFhYXpJz/5ic6dO3fb+X3++ecaMmSIAgMDFR4errFjx+rSpUt19vMA7gThgnqxbt06NW/eXAcPHtTUqVM1efJkjRw5Un369NGRI0cUHx+vsWPH6urVq6qurlbr1q31wQcf6OTJk0pLS9Mrr7yi//zP/7zl/tPT07V+/XqtWLFCJ06cUEpKin76058qOzu7Hs8SuDtvv/225s6dq9atW+vixYs6dOjQHf8u//a3v9Xvf/977d+/XxcuXNCoUaO0ZMkSZWRkaNu2bdq5c6eWLVvmXL+srEypqak6fPiwsrKy5OXlpaefflrV1dU3nVtJSYkGDRqkHj166PDhw8rMzFRhYaFGjRpVpz8T4J9yAHWsf//+jn79+jmfX79+3REQEOAYO3asc+zixYsOSY6cnJyb7iM5OdkxYsQI5/OkpCTHsGHDHA6Hw3Ht2jVHs2bNHPv373fZZsKECY4xY8a48UwA91u8eLGjbdu2Dofjzn6Xd+/e7ZDk+OSTT5zL09PTHZIc586dc4797Gc/cyQkJNzyuMXFxQ5JjuPHjzscDofj/PnzDkmOo0ePOhwOh2PevHmO+Ph4l20uXLjgkOQ4c+ZMrc8XuFdc44J60bVrV+e/vb29FRYWppiYGOfYjT/PUFRUJElavny5Vq9erfz8fH377beqqKhQ9+7db7rvs2fP6urVq3r88cddxisqKtSjRw83nwlQd+7md/m7r6nw8HA1a9ZMHTp0cBk7ePCg8/kXX3yhtLQ05ebm6tKlS853WvLz89WlS5cac/nss8+0e/duBQYG1lh27tw5/fjHP67dSQL3iHBBvWjSpInLc4vF4jJmsVgk/eNalY0bN+rll1/WwoULZbPZFBQUpAULFig3N/em+75y5Yokadu2bfrRj37ksoy/0wKT3M3v8vdfPzd7jX33Y6Ann3xSbdu21apVqxQZGanq6mp16dJFFRUVt5zLk08+qbfeeqvGslatWt3diQFuRLigwdm3b5/69OmjF1980Tl2u4sIo6Oj5efnp/z8fPXv378+pgjUibr6Xf773/+uM2fOaNWqVXrkkUckSZ9++ultt3nooYf04Ycfql27dvLx4X8VaDj4bUSD88ADD2j9+vXasWOH2rdvr//4j//QoUOH1L59+5uuHxQUpJdfflkpKSmqrq5Wv379VFpaqn379slqtSopKamezwConbr6Xb7vvvsUFhamP/zhD2rVqpXy8/P161//+rbbJCcna9WqVRozZox+9atfKTQ0VGfPntXGjRv1xz/+Ud7e3rWaC3CvCBc0OD/72c909OhRjR49WhaLRWPGjNGLL77o/Lr0zcybN08tWrRQenq6vvzyS4WEhOihhx7SK6+8Uo8zB+5dXfwue3l5aePGjXrppZfUpUsXderUSUuXLtWAAQNuuU1kZKT27dunGTNmKD4+XuXl5Wrbtq0GDx4sLy++kArPsTgcDoenJwEAAHAnyGYAAGAMwgUAABiDcAEAAMYgXAAAgDEIFwAAYAzCBQAAGINwAQAAxiBcAACAMQgXAABgDMIFAAAYg3ABAADGIFwA1LBp0ybFxMTI399fYWFhiouLU1lZmSTpj3/8ozp37qymTZvqwQcf1DvvvOPcbvz48eratavKy8slSRUVFerRo4fGjRvnkfMA0PgQLgBcXLx4UWPGjNH48eN16tQp7dmzR8OHD5fD4dCGDRuUlpam119/XadOndIbb7yhWbNmad26dZKkpUuXqqysTL/+9a8lSb/5zW9UUlKi3//+9548JQCNiI+nJwCgYbl48aKuX7+u4cOHq23btpKkmJgYSdLs2bO1cOFCDR8+XJLUvn17nTx5UitXrlRSUpICAwP13nvvqX///goKCtKSJUu0e/duWa1Wj50PgMbF4nA4HJ6eBICGo6qqSgkJCTp48KASEhIUHx+vZ555Rr6+vgoMDJS/v7+8vP7/m7XXr19XcHCwCgsLnWOvvPKK0tPTNWPGDL355pueOA0AjRTvuABw4e3trV27dmn//v3auXOnli1bpt/85jfasmWLJGnVqlXq1atXjW1uqK6u1r59++Tt7a2zZ8/W69wBNH5c4wKgBovFor59+2rOnDk6evSofH19tW/fPkVGRurLL79Ux44dXR7t27d3brtgwQKdPn1a2dnZyszM1Jo1azx4JgAaG95xAeAiNzdXWVlZio+PV8uWLZWbm6vi4mJ17txZc+bM0UsvvaTg4GANHjxY5eXlOnz4sL755hulpqbq6NGjSktL06ZNm9S3b18tWrRIv/jFL9S/f3916NDB06cGoBHgGhcALk6dOqWUlBQdOXJEdrtdbdu21dSpUzVlyhRJUkZGhhYsWKCTJ08qICBAMTExmjZtmoYMGaLY2Fj169dPK1eudO5v2LBhunTpkvbu3evykRIA1AbhAgAAjME1LgAAwBiECwAAMAbhAgAAjEG4AAAAYxAuAADAGIQLAAAwBuECAACMQbgAAABjEC4AAMAYhAsAADAG4QIAAIzx/wBaq/iMAkQfhgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Catplot\n", + "sns.catplot(x=\"sex\", hue=\"survived\", data=df, kind=\"count\")" + ] + }, + { + "cell_type": "markdown", + "id": "73a704aa-2162-4a76-b709-31713e2c4ca5", + "metadata": {}, + "source": [ + "---" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}