decision_tree.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Machine Learning: Decision Tree"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import sklearn\n",
    "from sklearn.tree import DecisionTreeClassifier, plot_tree\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix, precision_recall_fscore_support\n",
    "from IPython.display import display, Latex, Markdown\n",
    "import matplotlib.pyplot as plt"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "source": [
    "def cleanCases(gun_cases):\n",
    "    # gun violence cases dataset cleaned\n",
    "    cases = pd.read_csv(gun_cases)\n",
    "    cases = cases.loc[:, ['date', 'state', 'n_killed', 'n_injured']]\n",
    "\n",
    "    cases['date'] = pd.to_datetime(cases['date'])\n",
    "    cases['year'] = cases['date'].dt.year\n",
    "    cases['harmed'] = cases['n_killed'] + cases['n_injured']\n",
    "    cases = cases.drop(columns=['date', 'n_killed', 'n_injured'])\n",
    "    cases = cases[(cases['year'] > 2013) & (cases['year'] < 2018)]\n",
    "    cases = cases.groupby(['state', 'year']).agg('sum')\n",
    "    cases = cases.reset_index()\n",
    "    return cases\n",
    "\n",
    "def cleanLaws(gun_laws):\n",
    "    # gun laws dataset cleaned\n",
    "    laws = pd.read_csv(gun_laws)\n",
    "    laws = laws[(laws['year'] > 2014) & (laws['year'] < 2018)]\n",
    "    return laws\n",
    "\n",
    "def cleanPopulation(population):\n",
    "    # state population dataset cleaned\n",
    "    #importing state population counts from 2010 - 2019\n",
    "    state_populations = pd.read_csv(population)\n",
    "\n",
    "    #cleaning state population data\n",
    "    state_populations = state_populations.drop(columns=['2010', '2011', '2012', '2013', '2018', '2019'])\n",
    "    return state_populations\n",
    "\n",
    "def combineDatasets(gun_cases, gun_laws, population):\n",
    "    cases = cleanCases(gun_cases)\n",
    "    laws = cleanLaws(gun_laws)\n",
    "    state_population = cleanPopulation(population)\n",
    "    \n",
    "    # adding population counts to cases dataset by matching year and state\n",
    "    for i, row in cases.iterrows():\n",
    "        cases.at[i, ('population')] = float(state_population[state_population.state == row['state']][str(row['year'])])\n",
    "\n",
    "    #compute the proportion of harmed individuals due to a gun incident out of the state population \n",
    "    cases['proportion_harmed'] = cases['harmed']/cases['population']\n",
    "    cases.drop(columns=['harmed', 'population'], inplace=True)\n",
    "    # Check if gun cases were reduced based on previous year values (only valid for 2015-2017)\n",
    "    harmed = cases['proportion_harmed'].tolist()\n",
    "    decrease = list()\n",
    "\n",
    "    # False = (Decrease = 0), True = (Decrease = 1)\n",
    "    for i in range(0, len(harmed), 4):\n",
    "        decrease.append(False)                           # Year 2014; Temporary Place-Holder\n",
    "        decrease.append(harmed[i] > harmed[i+1])         # Year 2015\n",
    "        decrease.append(harmed[i+1] > harmed[i+2])       # Year 2016\n",
    "        decrease.append(harmed[i+2] > harmed[i+3])       # Year 2017\n",
    "\n",
    "    cases['decrease_in_gun_violence'] = pd.Series(decrease)\n",
    "    cases = cases.drop(labels=range(0, len(decrease), 4), axis=0)\n",
    "    cases = cases[(cases['state'] != 'District of Columbia')]\n",
    "    \n",
    "    # Combined dataset\n",
    "    data = cases.merge(laws, on=['state', 'year'], how='outer')\n",
    "    return data"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "source": [
    "gun_cases = 'gun-violence-data_01-2013_03-2018.csv'\n",
    "gun_laws = 'statefirearmlaws.csv'\n",
    "population = 'us_states_census.csv'\n",
    "data = combineDatasets(gun_cases, gun_laws, population)"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "source": [
    "data.head(5)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
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       "     state  year  proportion_harmed  decrease_in_gun_violence  felony  \\\n",
       "0  Alabama  2015           0.000195                     False       0   \n",
       "1  Alabama  2016           0.000257                     False       0   \n",
       "2  Alabama  2017           0.000287                     False       0   \n",
       "3   Alaska  2015           0.000209                     False       1   \n",
       "4   Alaska  2016           0.000258                     False       1   \n",
       "\n",
       "   invcommitment  invoutpatient  danger  drugmisdemeanor  alctreatment  ...  \\\n",
       "0              1              0       1                0             0  ...   \n",
       "1              1              0       1                0             0  ...   \n",
       "2              1              0       1                0             0  ...   \n",
       "3              0              0       0                0             0  ...   \n",
       "4              0              0       0                0             0  ...   \n",
       "\n",
       "   expartedating  dvrosurrender  dvrosurrendernoconditions  \\\n",
       "0              0              0                          0   \n",
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       "   dvrosurrenderdating  expartesurrender  expartesurrendernoconditions  \\\n",
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       "   expartesurrenderdating  dvroremoval  stalking  lawtotal  \n",
       "0                       0            0         0        10  \n",
       "1                       0            0         0        10  \n",
       "2                       0            0         0        10  \n",
       "3                       0            0         0         3  \n",
       "4                       0            0         0         3  \n",
       "\n",
       "[5 rows x 139 columns]"
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     },
     "metadata": {},
     "execution_count": 4
    }
   ],
   "metadata": {
    "scrolled": true
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Oversampling Dataset\n",
    "\n",
    "To balance out our decrease_in_gun_violence classes, we oversample from the decrease_in_gun_violence=1 class. \n",
    "\n",
    "Oversampling= replicating some points from the minority class in order to increase its cardinality [handling imbalanced datasets](https://towardsdatascience.com/handling-imbalanced-datasets-in-machine-learning-7a0e84220f28)"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "source": [
    "oversampled_rows = data[data.decrease_in_gun_violence == True].copy(deep=True)\n",
    "balanced_data = pd.concat([data, oversampled_rows], ignore_index=True)\n",
    "\n",
    "print(f'Shape: {balanced_data.shape}')\n",
    "print(f'Number of examples in our balanced dataset where decrease_in_gun_violence=0: {len(balanced_data[balanced_data.decrease_in_gun_violence == False])}')\n",
    "print(f'Number of examples in our balanced dataset where decrease_in_gun_violence=1: {len(balanced_data[balanced_data.decrease_in_gun_violence == True])}')"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Shape: (199, 139)\n",
      "Number of examples in our balanced dataset where decrease_in_gun_violence=0: 101\n",
      "Number of examples in our balanced dataset where decrease_in_gun_violence=1: 98\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Create the features and labels for classification."
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "source": [
    "def create_features_labels(dataset): \n",
    "    X = dataset.drop(columns = ['decrease_in_gun_violence', 'state', 'year']) #keep all law reform info as features, as well as the proportion of individuals harmed\n",
    "    y = dataset['decrease_in_gun_violence']   # Labels are if the number of cases reduced\n",
    "    y = y.replace({True: 1, False: 0})\n",
    "    return X, y\n",
    "\n",
    "# X, y = create_features_labels(data)\n",
    "X, y = create_features_labels(balanced_data)"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "source": [
    "#checking proportion of classes w.r.t 'decrease'\n",
    "print(f'Number of examples in our entire dataset where decrease_in_gun_violence=0: {len(y[y == 0])}')\n",
    "print(f'Number of examples in our entire dataset where decrease_in_gun_violence=1: {len(y[y == 1])}')"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Number of examples in our entire dataset where decrease_in_gun_violence=0: 101\n",
      "Number of examples in our entire dataset where decrease_in_gun_violence=1: 98\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Baseline Classifier"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "Create a baseline classifier `MajorityLabelClassifier` to test our classifier against. This will always predict the class equal to the mode of the labels."
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "source": [
    "class MajorityLabelClassifier():\n",
    "    # Initialize parameter for the classifier\n",
    "    def __init__(self):\n",
    "        self.mode = 0\n",
    "    \n",
    "    # Fit the data by taking training data X and their labels y and storing the learned parameter\n",
    "    def fit(self, X, y):\n",
    "        modes = dict()           # Stores all the modes of the training data\n",
    "        y = y.tolist()\n",
    "        for i in range(len(X)):\n",
    "            if y[i] in modes.keys():\n",
    "                modes[y[i]] += 1\n",
    "            else:\n",
    "                modes[y[i]] = 1\n",
    "                \n",
    "        # Find the most frequent mode and store it\n",
    "        total = 0\n",
    "        for key in modes:\n",
    "            if modes[key] > total:\n",
    "                total = modes[key]\n",
    "                self.mode = key\n",
    "    \n",
    "    # Predict the label for each instance X as the learned parameter\n",
    "    def predict(self, X):\n",
    "        labels = list()\n",
    "        for i in X:\n",
    "            labels.append(self.mode)\n",
    "        return labels\n",
    "    \n",
    "    # Calculate the accuracy of our classifier using the true and predicted labels\n",
    "    def evaluate_accuracy(self, y, y_predict):\n",
    "        accurate_pred = 0\n",
    "        total = len(y_predict)\n",
    "        true_labels = y.tolist()\n",
    "        \n",
    "        for i in range(total):\n",
    "            if true_labels[i] == y_predict[i]:\n",
    "                accurate_pred += 1\n",
    "        return accurate_pred/total"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "source": [
    "baseline = MajorityLabelClassifier()\n",
    "baseline.fit(X, y)\n",
    "labels = baseline.predict(X)\n",
    "print(baseline.evaluate_accuracy(y, labels))"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "0.6838235294117647\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Decision Tree Classifier"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "Evaluate the `DecisionTreeClassifier()` by training, fitting, and predicting on the data."
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "`we should use cross validation to fine tune some of our parameters and try to increase our accuracy up to 80%`"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2,random_state=1) #changed split to 80% train, 20% test\n",
    "clf_model = DecisionTreeClassifier()   \n",
    "clf_model.fit(X_train,y_train)\n",
    "y_predict = clf_model.predict(X_test)"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "source": [
    "#evaluation metrics\n",
    "train_accuracy = clf_model.score(X,y)  #this gives training accuracy\n",
    "test_accuracy = accuracy_score(y_test, y_predict) #this gives testing accuracy\n",
    "\n",
    "print(f'Train Accuracy: {train_accuracy}')\n",
    "print(f'Test Accuracy: {test_accuracy}')\n",
    "\n",
    "cm = confusion_matrix(y_test, y_predict) #confusion matrix\n",
    "precision, recall, f1, support =  precision_recall_fscore_support(y_test, y_predict) #precision, recall, f1 score, and support for each class (decrease_in_gun_violence=0 and decrease_in_gun_violence=1)\n",
    "\n",
    "print(f'precision: {precision}')\n",
    "print(f'recall   : {recall}')\n",
    "print(f'f1 score : {f1}')\n",
    "\n",
    "#plot confusion matrix\n",
    "sns.heatmap(cm, annot = True, fmt = \".3f\", square = True, cmap = plt.cm.Blues);\n",
    "plt.ylabel('True');\n",
    "plt.xlabel('Predicted');\n",
    "plt.title('Decision Tree Classifier Confusion Matrix');\n",
    "plt.tight_layout();"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Train Accuracy: 0.9346733668341709\n",
      "Test Accuracy: 0.7\n",
      "precision: [0.78947368 0.61904762]\n",
      "recall   : [0.65217391 0.76470588]\n",
      "f1 score : [0.71428571 0.68421053]\n"
     ]
    },
    {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "`our train accuracy is much higher than our test accuracy --> we may be overfitting: consider (post) pruning the tree`\n",
    "\n",
    "Our classifier also seems to be performing better for one class (decrease=0) than the other class (decrease=1), as evidenced by a higher preicision and recall scores for decision=0 than decision=1.\n",
    "This may be due to an imbalance in class labels in our dataset (more decrease=0 than decrease=1), since in our dataset, we have 101 entries where decrease = 0 and only 49 entries where decrease=1.\n",
    "Also, by looking at the confusion matrix, we see that the correct predicitions for decrease=0 is much higher (11) than the correct predictions for decrease=1 (2). Ideally, they should be pretty balanced."
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "`update: results after oversampling dataset` (April 18, 2022)\n",
    "\n",
    "To balance out our classes in our dataset (balanced_data), we oversampled from the decrease_in_gun_violence=1 class and ended up having 101 rows where decrease_in_gun_violence=0 and 98 rows where decrease_in_gun_violence=1. We were able to increase our train and test accuracies, as well as our precision, recall and f1 score metrics. With the balanced dataset, our test accuracy increased from ~43% to ~70%. The precision and recall scores are much more balanced, and we can these results in our confusion matrix for the results of our decision tree classifier, as the number of correctly predicted examples from both classes (decrease=0 and decrease=1) are closely balanced (15 correctly predicted rows from our test set where decrease=0 and 13 correctly predicted rows from our test set where decrease=1)."
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "source": [
    "#visualizing decision tree classifier\n",
    "feature_names_list = list(X.columns) \n",
    "plt.figure(figsize=(15,15))\n",
    "plot_tree(clf_model, feature_names = feature_names_list,  \n",
    "          class_names = ['No Decrease', 'Decrease'], \n",
    "          filled = True, impurity = False); #class names match to `decrease` values [0=did not decrease, 1=did decrease]"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Random Forest Classifier"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "source": [
    "# Gaussian Classifier\n",
    "clf = RandomForestClassifier(n_estimators = 100)\n",
    "\n",
    "#train the model \n",
    "clf.fit(X_train, y_train)\n",
    "\n",
    "#evaluate on test set\n",
    "y_pred = clf.predict(X_test)\n",
    "\n",
    "#get accuracy\n",
    "print(\"Accuracy of Random Forest Classifier: \", accuracy_score(y_test, y_pred))"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Accuracy of Random Forest Classifier:  0.55\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "source": [
    "#evaluation metrics\n",
    "train_accuracy = clf.score(X,y)  #this gives training accuracy\n",
    "test_accuracy = accuracy_score(y_test, y_pred) #this gives testing accuracy\n",
    "\n",
    "print(f'Train Accuracy: {train_accuracy}')\n",
    "print(f'Test Accuracy: {test_accuracy}')\n",
    "\n",
    "cm = confusion_matrix(y_test, y_pred) #confusion matrix\n",
    "precision, recall, f1, support =  precision_recall_fscore_support(y_test, y_pred) #precision, recall, f1 score, and support for each class (decrease_in_gun_violence=0 and decrease_in_gun_violence=1)\n",
    "\n",
    "print(f'precision: {precision}')\n",
    "print(f'recall   : {recall}')\n",
    "print(f'f1 score : {f1}')\n",
    "\n",
    "#plot confusion matrix\n",
    "sns.heatmap(cm, annot = True, fmt = \".3f\", square = True, cmap = plt.cm.Blues);\n",
    "plt.ylabel('True');\n",
    "plt.xlabel('Predicted');\n",
    "plt.title('Random Forest Classifier Confusion Matrix');\n",
    "plt.tight_layout();"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Train Accuracy: 0.9045226130653267\n",
      "Test Accuracy: 0.55\n",
      "precision: [0.69230769 0.48148148]\n",
      "recall   : [0.39130435 0.76470588]\n",
      "f1 score : [0.5        0.59090909]\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
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"
     },
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      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "To Do (04/02/2022):\n",
    "- `add state population counts and use proportions instead of raw counts to compare decrease in gun violence`\n",
    "- `change target label to 'decrease_in_gun_violence'`\n",
    "- `put MajorityLabelClassifier class in a .py file of its own and just import to avoid going over 5 page limit`\n",
    "- fine tune parameters on DT using cross validation (ex. depth of decision tree)\n",
    "- `visualize decisision tree with sklearn function`\n",
    "- add additional features about participant info such as mean participant age, mean victim age, mean suspect age on a per state/year basis\n",
    "- `view results using additional metrics namely: accuracy, confusion matrix, f1 score, precision, and recall`\n",
    "\n",
    "(items in `yellow` have been completed + implemented)"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "Notes on Performance of Decision Tree (April 03 2022):\n",
    "- classes are heavily imbalanced (101 rows where there was no decrease in gun violence and 49 rows where there was a decrease in gun violence)\n",
    "- decision tree is overfitting on our train data: 88% train accuracy, 43% test accuracy\n",
    "\n",
    "Next steps:\n",
    "- try using cross validation to fit our tree\n",
    "- we can try pruning the tree to try and avoid overfitting\n",
    "- currently unsure how to handle class imbalances in data"
   ],
   "metadata": {}
  }
 ],
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