diff --git a/rename_me/data/.gitignore b/Red Hats/data/.gitignore similarity index 84% rename from rename_me/data/.gitignore rename to Red Hats/data/.gitignore index 86d0cb2..1a3d457 100644 --- a/rename_me/data/.gitignore +++ b/Red Hats/data/.gitignore @@ -1,4 +1,4 @@ # Ignore everything in this directory * # Except this file -!.gitignore \ No newline at end of file +events.csv diff --git a/Red Hats/final_submission_template.md b/Red Hats/final_submission_template.md new file mode 100644 index 0000000..3d2c755 --- /dev/null +++ b/Red Hats/final_submission_template.md @@ -0,0 +1,25 @@ +# I Hacked-LA-2023 +- "submit" your work by creating a pull request as detailed in the README.md. + +List your group members: +> Your Group Members: Jun He Cui, Bowen Cui, David Newn, Hanaa Abdelrahim, Hussein Al Aaref. + +# This Project +> Link to presentation: https://docs.google.com/presentation/d/1W6FSQ-flBhnVUayrV7y_IklR6SGqg-IwAPrF4_Zm5bU/edit?invite=CMiq5NYL#slide=id.p + +> Give a brief description of the final product: +- We have created a regression to predict the final grade of a student based on the Total Discussion Character Length. + +# Reflection +## Approach +> What was your approach to the dataset? What problem did you want to solve? What technology did you decide to use? How did your team split the work? +- We started with cleaning the dataset and plot some of the features to get some insightes on the data. +- We wanted to predict the study time needed for a student to achieve a certain degree based on time spent and engagment on Canvas. +- We have used python and few useful liberaries like pandas, matplotlib, ...etc. also we have used Git and GitHub to facilitate the teamwork. +- We split the work in four different ways. some members worked on cleaning, others on data visulaizations, and others on brain storming ideas. + + +## Wins / Challenges +> Describe some wins / challenges. What did you learn? What would you do differently next time? +- We have learned new skills in data visualization and Git and GitGub control. defentely, trying to get insights from the data was the most challanging part. +For next time, we would spend more time on data cleaning and merging datasets. also, we would make more plots to make the data clearer. \ No newline at end of file diff --git a/Red Hats/starter.ipynb b/Red Hats/starter.ipynb new file mode 100644 index 0000000..a697a52 --- /dev/null +++ b/Red Hats/starter.ipynb @@ -0,0 +1,369 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 149, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 62839 entries, 0 to 62838\n", + "Data columns (total 23 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 id 62839 non-null object \n", + " 1 type 62839 non-null object \n", + " 2 action 62839 non-null object \n", + " 3 event_time 62839 non-null object \n", + " 4 ed_app 0 non-null float64\n", + " 5 course_offering_id 0 non-null float64\n", + " 6 session_id 62839 non-null object \n", + " 7 statement_type 0 non-null float64\n", + " 8 statement_version 0 non-null float64\n", + " 9 object_id 62839 non-null object \n", + " 10 membership_role 62839 non-null object \n", + " 11 actor_id 62839 non-null object \n", + " 12 event__object_type 62839 non-null object \n", + " 13 event__object_name 36179 non-null object \n", + " 14 event__object_extensions_asset_name 62839 non-null object \n", + " 15 event__object_extensions_asset_type 62839 non-null object \n", + " 16 event__object_extensions_asset_subtype 0 non-null float64\n", + " 17 event__object_extensions_entity_id 0 non-null float64\n", + " 18 event__object_extensions_http_method 62839 non-null object \n", + " 19 event__referrer 0 non-null float64\n", + " 20 event__extensions_request_id 0 non-null float64\n", + " 21 event__extensions_request_url 0 non-null float64\n", + " 22 event__attachment_type 36179 non-null object \n", + "dtypes: float64(9), object(14)\n", + "memory usage: 11.0+ MB\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Import necessary libraries\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import seaborn as sns\n", + "\n", + "from scipy.stats import linregress\n", + "\n", + "# Load the CSV file into a DataFrame\n", + "df = pd.read_csv('./data/events.csv', encoding= 'latin')\n", + "\n", + "# Display the first few rows of the DataFrame\n", + "df.head()\n", + "\n", + "# Get basic information about the DataFrame\n", + "df_info = df.info()\n", + "\n", + "# Summary statistics of the data\n", + "summary_statistics = df.describe()\n", + "\n", + "# Visualize the data\n", + "df['event_time'] = pd.to_datetime(df['event_time'], format=\n", + " \"mixed\")\n", + "\n", + "# Group the events by day and count the number of events per day\n", + "daily_events = df['event_time'].dt.date.value_counts().sort_index()\n", + "\n", + "# Create a line graph\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(daily_events.index, daily_events.values, marker='o', linestyle='-')\n", + "plt.title('Events per Day')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Number of Events')\n", + "plt.xticks(rotation=45)\n", + "plt.grid(True)\n", + " \n", + "# Display the graph\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Do Students Who Participate More Receive Better Scores?')" + ] + }, + "execution_count": 150, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "assignments = pd.read_csv('./data/hackathon_alternate_data/additional/assignments.csv', encoding= 'latin')\n", + "gradebook = pd.read_csv('./data/hackathon_alternate_data/additional/gradebook.csv', encoding= 'latin')\n", + "enrollments = pd.read_csv('./data/hackathon_alternate_data/additional/enrollments.csv', encoding= 'latin')\n", + "discussions = pd.read_csv('./data/hackathon_alternate_data/additional/discussions.csv', encoding= 'latin')\n", + "gradebook = gradebook.fillna(0)\n", + "gradebook = gradebook.drop([0,1])\n", + "\n", + "plt.scatter(gradebook[\"Participation & engagement Current Score\"].astype(int), gradebook[\"Current Score\"].astype(float))\n", + "plt.xlabel(\"Participation & engagement Current Score\")\n", + "plt.ylabel(\"Current Score\")\n", + "plt.title(\"Do Students Who Participate More Receive Better Scores?\")" + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Do Students Who Participate More Receive Better Scores? (Outlier Removed) Correlation Coefficient: 0.8150999615215863')" + ] + }, + "execution_count": 151, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "assignments = pd.read_csv('./data/hackathon_alternate_data/additional/assignments.csv', encoding= 'latin')\n", + "gradebook = pd.read_csv('./data/hackathon_alternate_data/additional/gradebook.csv', encoding= 'latin')\n", + "enrollments = pd.read_csv('./data/hackathon_alternate_data/additional/enrollments.csv', encoding= 'latin')\n", + "gradebook = gradebook.fillna(0)\n", + "gradebook = gradebook.drop([0,1])\n", + "gradebook = gradebook.drop([29])\n", + "\n", + "plt.scatter(gradebook[\"Participation & engagement Current Score\"].astype(int), gradebook[\"Current Score\"].astype(float))\n", + "\n", + "slope, intercept, r_value, p_value, std_err = linregress(gradebook[\"Participation & engagement Current Score\"].astype(int), gradebook[\"Current Score\"].astype(float))\n", + "regression_line = slope * gradebook[\"Participation & engagement Current Score\"].astype(int) + intercept\n", + "plt.plot(gradebook[\"Participation & engagement Current Score\"].astype(int), regression_line, color='red', label=\"Linear Regression Line\")\n", + "\n", + "plt.xlabel(\"Participation & engagement Current Score\")\n", + "plt.ylabel(\"Current Score\")\n", + "plt.title(\"Do Students Who Participate More Receive Better Scores? (Outlier Removed) Correlation Coefficient: \" + str(r_value))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Do More Active Students On Canvas Receive Better Scores?')" + ] + }, + "execution_count": 152, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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VqqRXdteuXbh//z4mTpwIG5v/2zRjxoyBq6srtmzZolNerVZjxIgROsM2bNiAhg0bokGDBvjvv/+Uz+OPPw4A2LNnT6Exr169Gr1794aLiwsAoG7dumjZsqVOy4Dr169j//79GDlyJGrWrKnz/0VtchwZGYkHDx7g22+/VYbt2LEDt2/fRmRkJABARPDNN98gIiICIqKzjGFhYUhNTcWRI0cMzkOlUmH79u2YOXMm3N3dsXbtWowfPx7+/v6IjIw0a8ul7OxsbN++Hf369dNZRw0bNkRYWJhO2W+//RY5OTkYNGiQzjJ5e3ujbt26etutcuXKGDZsmPLdwcEBbdq0wT///FNoXBqNBgCwfft23L171+jl0R4f2v3CEBcXF6SlpZklXu10CpunlpOTk/L3gwcPcOPGDdSpUwdubm757hdjx47V2V87duyI7OxsnD9/HgDg6uqKnj17Yv369RARpdy6devQrl07ne366LxTU1Px33//oXPnzvjnn3+QmpoKAHBzcwOQ2xrswYMHRi3To06dOoWqVauiatWqaNCgAd5//3088cQTWL58uVLG2H3p6NGjSE5OxsSJE5W4tLTr5ObNm/jxxx8xaNAgpKenK9O6ceMGwsLCcObMGVy6dCnfWFUqFQYOHIitW7ciIyNDZ91Vr14djz32GABg586duH37NoYMGaITr62tLdq2bWvUbxYATJ8+HTt37sTOnTuxbt06DBkyBG+88QYWLFhg8ropimPHjuHMmTN4+umncePGDWXad+7cQbdu3bB//369VmfPPfecUdNu1KgRjh07hmHDhuHcuXNYsGAB+vXrh2rVqmHp0qVKuZ07dyI9PR1TpkyBo6OjzjS02/S3337DtWvXMG7cOJ0yvXv3RoMGDfTOMwAQHR2t833Dhg3QaDTo3r27znps2bIlKleurKxHU/b3rKws9O3bF25ubvjhhx/g7Oxs1LrRYjLz/2VkZCg/mNofsvr16+uVa9iwobKDGuvpp5/Ghg0bcPbsWfzyyy94+umn8y1naL4ODg6oXbu2Ml6revXqcHBw0Bl25swZ/PXXX8oPnvZTr149AMC1a9cKjPXkyZM4evQoOnTogLNnzyqfLl26YPPmzcrJRXsSaty4sZFroXBNmzZFgwYNsG7dOmXYunXr4OnpqSRj169fx+3bt/HZZ5/pLaM2sStsGdVqNd544w2cPHkSly9fxtq1a9GuXTusX78ezz//vNmW5/r167h37x7q1q2rNy7vNj5z5gxEBHXr1tVbrpMnT+otU40aNfSSRnd3d9y6davQuAICAjB58mR8/vnn8PT0RFhYGBYtWqSccA3RHh+FdWWQnp6ul3wUNV5XV1ej5ql17949TJ8+HX5+flCr1fD09ETVqlVx+/btfJcvbyLu7u4OADpxRUZG4uLFi0hISAAAJCUl4ffff1cSbK0DBw4gNDQUzs7OcHNzQ9WqVfH6668DgDLvzp07Y8CAAYiNjYWnpyf69u2LuLg4ZGVlGbV8tWrVws6dO7F9+3Z88sknqF69Oq5fv65zUjJ2X0pKSgJQ8DF89uxZiAimTZumNy1tk+CCjrfIyEjcu3cP33//PYDc39mtW7di4MCByv5w5swZAMDjjz+uN48dO3YUejxrBQcHIzQ0FKGhoRg0aBBWrVqFPn36YMqUKbh+/bpJ66YotMsRFRWlN+3PP/8cWVlZevtgQECA0dOvV68eVq5cif/++w9//PEH3nnnHdjZ2WHs2LHYtWsXAOO2aUHntwYNGuidZ+zs7FCjRg29ZU1NTYWXl5fesmZkZCjr0ZT9PSEhAUlJSZg5cyY8PT2NXi9KnCb/Rzn077//IjU1FXXq1CmR6Q8ZMgRTp07FmDFjUKVKFfTo0cMs0330SlArJycHwcHBmDt3br7/4+fnV+A0V61aBQCYNGkSJk2apDf+m2++0asNMqfIyEjMmjUL//33H1xcXPD9999jyJAhsLPL3VW1VzbDhg1DVFRUvtNo0qSJ0fPz8fHB4MGDMWDAADRq1Ajr16/H8uXLlfnlx1DNU3Z2ttHzzSsnJwcqlQo//PADbG1t9cbn7Y8ovzIAdGoPCvLhhx9i+PDh+O6777Bjxw5MmDABs2fPxsGDB/V+uLQaNmwIAPjjjz8MTvf8+fNIS0tDUFCQWeJt0KABAODPP/9Es2bNCiwLAC+88ALi4uIwceJEhISEQKPRQKVSYfDgwfn2xWJMXBEREahUqRLWr1+P9u3bY/369bCxscHAgQOVMklJSejWrRsaNGiAuXPnws/PDw4ODti6dSvmzZunzFulUuHrr7/GwYMHER8fj+3bt2PkyJH48MMPcfDgwUL7nXJ2dkZoaKjyvUOHDmjRogVef/11fPTRRwBM35cKoo375Zdf1qtN1Crod7Ndu3aoVasW1q9fj6effhrx8fG4d++eTiKoncfKlSvh7e2tN42CjsXCdOvWDZs3b8bhw4fRu3dvs66bvLTL8f777xvcV/NOP7/f8MLY2toiODgYwcHBCAkJQdeuXbF69Wqd/cKc1Gq1zp0CIHdZvby8DPbjU7VqVQCm7e/aPqp8fHyKFCeTGeQeRACUg9Xf3x8AcPr0ab2yp06dgqenp0lVYDVr1kSHDh2wd+9eREdHGzw4H51v7dq1leH3799HcnKyUTtrYGAgjh8/jm7dupl8u0dEsGbNGnTt2hXjxo3TGz9jxgysXr0aI0aMUOJLTEwscJqmxhAZGYnY2Fh88803qFatGtLS0jB48GBlfNWqVeHi4oLs7GyzHrz29vZo0qQJzpw5o1Q7G4pde/We95ZU3iuaqlWrwsnJSblie1TefSswMBAigoCAAKUWrbgKW/faH8Q333wTv/zyCzp06IAlS5YY7OixXr16qFevHjZt2oQFCxbke+vnyy+/BAD06dOn+AsAoGfPnrC1tcWqVavwzDPPFFr+66+/RlRUFD788ENlWGZmZrFuHzo7O6NPnz7YsGED5s6di3Xr1qFjx47w9fVVysTHxyMrKwvff/+9Tm2PodsW7dq1Q7t27TBr1iysWbMGQ4cOxVdffYXRo0ebFFuTJk0wbNgwfPrpp3j55ZdRs2ZNo/elwMBAALnHsKFjSXuc29vbF/l4GzRoEBYsWIC0tDSsW7cOtWrVQrt27fTi8PLyMvsJ+eHDhwCg3OYy5TgzdPwYGq5dDldX1xJLLPJq1aoVgNxHIx6NITEx0WCS+eh5RlvjrXX69GllfEECAwOxa9cudOjQwaiEzJj9PTAwEOPHj0f16tULnV5+Kvxtph9//BEzZsxAQEAAhg4dCiA3M2zWrBlWrFih8yOYmJiIHTt2oFevXibPZ+bMmYiJicELL7xgsExoaCgcHBzw0Ucf6VwZLlu2DKmpqejdu3eh8xk0aBAuXbqkcx9V6969ewXeHjtw4IDSy+RTTz2l94mMjMSePXtw+fJlVK1aFZ06dcIXX3yBCxcu6Ezn0di1SZ+xJ5OGDRsiODgY69atw7p16+Dj44NOnTop421tbTFgwAB88803+SZS2upkQ86cOaMXrza+hIQEuLu7K1cVhmJ3dXWFp6cn9u/frzP8k08+0flua2uLsLAwbNq0SWeeJ0+exPbt23XK9u/fH7a2toiNjdWrrRCRIvWsayj+tLQ05UdeKzg4GDY2NoXe7pg+fTpu3bqF5557Tq8m6vfff8ecOXPQuHFjDBgwwOR48+Pn54cxY8Zgx44dWLhwod74nJwcfPjhh/j3338B5K7zvOtv4cKFxao1A3KT7MuXL+Pzzz/H8ePH9W4xaa/yH513amoq4uLidMrdunVLLz7tVbyxt5ryevXVV/HgwQOlNtbYfalFixYICAjA/Pnz9fYR7f95eXmhS5cu+PTTT5UT5qMKO96A3HWXlZWFFStWYNu2bRg0aJDO+LCwMLi6uuKdd97J97kKY+ZhyObNmwHk3sIGTDvOnJ2d8701aei4atmyJQIDA/HBBx/oPCNkjuX46aef8l032uc3tbeMevToARcXF8yePRuZmZk6ZbXL26pVK3h5eWHJkiU6+9wPP/yAkydPGn2eyc7OxowZM/TGPXz4UFk3puzvAQEBeP7554uczFSompkffvgBp06dwsOHD3H16lX8+OOP2LlzJ/z9/fH999/r3Hd+//330bNnT4SEhGDUqFG4d+8eFi5cCI1Gg7feesvkeXfu3BmdO3cusEzVqlUxdepUxMbGIjw8HE888QROnz6NTz75BK1bt9Z5gNKQZ555BuvXr8dzzz2HPXv2oEOHDsjOzsapU6ewfv16bN++Xcnm81q9ejVsbW0N7sxPPPEE3njjDXz11VeYPHkyPvroIzz22GNo0aIFxo4di4CAAJw7dw5btmxRuvpu2bIlAOCNN97A4MGDYW9vj4iIiAJrtiIjIzF9+nQ4Ojpi1KhRelWc7777Lvbs2YO2bdtizJgxCAoKws2bN3HkyBHs2rULN2/eNDjt48eP4+mnn0bPnj3RsWNHeHh44NKlS1ixYgUuX76M+fPnKyemgmIfPXo03n33XYwePRqtWrXC/v378ffff+vNLzY2Ftu2bUPHjh0xbtw4PHz4EAsXLkSjRo10btcEBgZi5syZmDp1Ks6dO4d+/frBxcUFycnJ2LhxI8aOHYuXX37Z4HLlJzAwEG5ubliyZAlcXFzg7OyMtm3b4vjx43j++ecxcOBA1KtXDw8fPsTKlSuVRLEgQ4cOxa+//ooFCxbgxIkTGDp0KNzd3XHkyBF88cUXqFKlCr7++mvY29ubFGtBPvzwQyQlJWHChAn49ttv0adPH7i7u+PChQvYsGEDTp06pdTe9enTBytXroRGo0FQUBASEhKwa9cuVKlSpVgx9OrVCy4uLnj55ZfzXU89evSAg4MDIiIi8OyzzyIjIwNLly6Fl5eXThKwYsUKfPLJJ3jyyScRGBiI9PR0LF26FK6urkW6SAKAoKAg9OrVC59//jmmTZtm9L5kY2ODxYsXIyIiAs2aNcOIESPg4+ODU6dO4a+//lIS7kWLFuGxxx5DcHAwxowZg9q1a+Pq1atISEjAv//+i+PHjxcYX4sWLVCnTh288cYbyMrK0ksEXV1dsXjxYjzzzDNo0aIFBg8ejKpVq+LChQvYsmULOnTogI8//rjQ9fDTTz8pJ/CbN2/i+++/x759+zB48GDldqUpx1nLli2xbt06TJ48Ga1bt0blypURERFh8LgKCAjA559/jp49e6JRo0YYMWIEqlevjkuXLmHPnj1wdXVFfHy8ydsXAObMmYPff/8d/fv3V26jHzlyBF9++SU8PDwwceJEZV3OmzcPo0ePRuvWrfH000/D3d0dx48fx927d7FixQrY29tjzpw5GDFiBDp37owhQ4bg6tWrWLBgAWrVqpXv4wV5de7cGc8++yxmz56NY8eOoUePHrC3t8eZM2ewYcMGLFiwAE899ZRJ+/vGjRsxYsQI7NmzB126dDF9JZnU9slKaZthaj8ODg7i7e0t3bt3lwULFihNkPPatWuXdOjQQZycnMTV1VUiIiJM7jSvIIY6zfv444+lQYMGYm9vL9WqVZPo6GiDnebl5/79+zJnzhxp1KiRqNVqcXd3l5YtW0psbKzBzs7u378vVapUkY4dOxYYc0BAgE4T9sTERHnyySfFzc1NHB0dpX79+jJt2jSd/5kxY4ZUr15dbGxsdJo6522arXXmzBllW+XtbErr6tWrMn78ePHz8xN7e3vx9vaWbt266XV8mN//vfvuu9K5c2fx8fEROzs7cXd3l8cff1y+/vprvfKGYr97966MGjVKNBqNuLi4yKBBg+TatWt6TbNFRPbt2yctW7YUBweHQjvN++abb+Sxxx4TZ2dncXZ2lgYNGsj48ePl9OnTShlD2z4qKkqvKel3330nQUFBYmdnpzQn/eeff2TkyJESGBiodCzXtWtX2bVrV4Hr7lGbNm2S7t27K52o1alTR1566SW5fv26XllT4jXk4cOH8vnnn0vHjh1Fo9GIvb29+Pv7y4gRI3Sabd+6dUtGjBghnp6eUrlyZQkLC5NTp07p7WuGumvI27z4UUOHDlWac+fn+++/lyZNmigdg82ZM0e++OILnf3myJEjMmTIEKlZs6bS0VifPn3kt99+K3QdFHTM7927V2/fM2ZfEhH5+eefpXv37uLi4iLOzs7SpEkTWbhwoU6ZpKQk+d///ife3t5ib28v1atXlz59+ugcMwWtuzfeeEMASJ06dQwu3549eyQsLEw0Go04OjpKYGCgDB8+vNB1k1/TbAcHB2nQoIHMmjUr31emGLNuMjIy5OmnnxY3NzfB/+80Tyu/40rr6NGj0r9/f6lSpYqo1Wrx9/eXQYMG6fQRoz3+8zte8nPgwAEZP368NG7cWNn/a9asKcOHD1f6uHnU999/L+3bt1fOXW3atNHpyFJEZN26ddK8eXNRq9Xi4eFRYKd5hnz22WfSsmVLcXJyEhcXFwkODpZXX31V6cDRlP1de0zmt/8YQyVi5BODRERERGVQhX9mhoiIiKwbkxkiIiKyakxmiIiIyKoxmSEiIiKrxmSGiIiIrBqTGSIiIrJq5b7TvJycHFy+fBkuLi5FfpszERERlS4RQXp6Onx9ffU6T82r3Cczly9fLvTlikRERFQ2Xbx40eALcLXKfTKjfRnexYsX4erqauFoiIiIyBhpaWnw8/PL96W2eZX7ZEZ7a8nV1ZXJDBERkZUx5hERPgBMREREVo3JDBEREVk1JjNERERk1ZjMEBERkVVjMkNERERWjckMERERWTUmM0RERGTVmMwQERGRVWMyQ0RERFat3PcATJaVnSM4nHwT19Iz4eXiiDYBHrC14Qs/iYjIfJjMUInZlpiC2PgTSEnNVIb5aBwRExGE8MY+FoyMiIjKE95mohKxLTEF0auO6CQyAHAlNRPRq45gW2KKhSIjIqLyhskMmV12jiA2/gQkn3HaYbHxJ5Cdk18JIiIi0zCZIbM7nHxTr0bmUQIgJTUTh5Nvll5QRERUbjGZIbO7lm44kSlKOSIiooIwmSGz83JxNGs5IiKigjCZIbNrE+ABH40jDDXAViG3VVObAI/SDIuIiMopJjNkdrY2KsREBAGAXkKj/R4TEcT+ZoiIyCyYzFCJCG/sg8XDWsBbo3sryVvjiMXDWrCfGSIiMht2mkclJryxD7oHebMHYCIiKlFMZqhE2dqoEBJYxdJhEBFROcbbTERERGTVmMwQERGRVWMyQ0RERFaNyQwRERFZNSYzREREZNWYzBAREZFVYzJDREREVo3JDBEREVk1JjNERERk1ZjMEBERkVVjMkNERERWjckMERERWTUmM0RERGTVmMwQERGRVWMyQ0RERFaNyQwRERFZNSYzREREZNWYzBAREZFVs7N0AETlWXaO4HDyTVxLz4SXiyPaBHjA1kZl6bCIiMoVJjNEJWRbYgpi408gJTVTGeajcURMRBDCG/tYMDIiovKFt5mISsC2xBRErzqik8gAwJXUTESvOoJtiSkWioyIqPxhMkNkZtk5gtj4E5B8xmmHxcafQHZOfiWIiMhUFk1m0tPTMXHiRPj7+8PJyQnt27fHr7/+qowXEUyfPh0+Pj5wcnJCaGgozpw5Y8GIiQp3OPmmXo3MowRASmomDiffLL2giIjKMYsmM6NHj8bOnTuxcuVK/Pnnn+jRowdCQ0Nx6dIlAMB7772Hjz76CEuWLMGhQ4fg7OyMsLAwZGYaPlEQWdq1dOP2T2PLERFRwSyWzNy7dw/ffPMN3nvvPXTq1Al16tTBW2+9hTp16mDx4sUQEcyfPx9vvvkm+vbtiyZNmuDLL7/E5cuXsWnTJkuFTVQoLxdHs5YjIqKCWSyZefjwIbKzs+HoqPuD7uTkhJ9//hnJycm4cuUKQkNDlXEajQZt27ZFQkKCwelmZWUhLS1N50NUmtoEeMBH4whDDbBVyG3V1CbAozTDIiIqtyyWzLi4uCAkJAQzZszA5cuXkZ2djVWrViEhIQEpKSm4cuUKAKBatWo6/1etWjVlXH5mz54NjUajfPz8/Ep0OYjysrVRISYiCAD0Ehrt95iIIPY3Q0RkJhZ9ZmblypUQEVSvXh1qtRofffQRhgwZAhubooc1depUpKamKp+LFy+aMWIi44Q39sHiYS3grdGtefTWOGLxsBbsZ4aIyIws2mleYGAg9u3bhzt37iAtLQ0+Pj6IjIxE7dq14e3tDQC4evUqfHz+74f/6tWraNasmcFpqtVqqNXqkg6dqFDhjX3QPcibPQATEZWwMtHPjLOzM3x8fHDr1i1s374dffv2RUBAALy9vbF7926lXFpaGg4dOoSQkBALRktkPFsbFUICq6Bvs+oICazCRIaIqARYtGZm+/btEBHUr18fZ8+exSuvvIIGDRpgxIgRUKlUmDhxImbOnIm6desiICAA06ZNg6+vL/r162fJsIuN7+shIiIyH4smM6mpqZg6dSr+/fdfeHh4YMCAAZg1axbs7e0BAK+++iru3LmDsWPH4vbt23jsscewbds2vRZQ1oTv6yEiIjIvlYiU6z7V09LSoNFokJqaCldXV4vGon1fT94Vrq2T0T4YypobIiKq6Ew5f/Ot2aWksPf1qJD7vp6cHMGMLSdZc0NERGSkMvEAcEVg7Pt6xq05yjctExERmYDJTCkpznt4+KZlIiIiw5jMlJLivocnvzctZ+cIEpJu4Ltjl5CQdIOJDhERVUh8ZqaUaN/XcyU1M9/nZoylreFhqygiIqJcrJkpJca8r8cYXi6OSqsoPltDRESWUpbuDrBmphRp39eTt0bFW+OIab2DMGPLCYM1N6r/X66lvzs6v7+n0FZR3YO82ZybiIhKRFm7O8BkppQV9L4eGxsgetURqACdZOXRNy3/fv6WUa2iDiffREhglRJcEiIiqogM9ZmmvTtgiZfp8jaTBRh6X48xb1o2tlVUcVpPERER5aewPtMAy7S8Zc1MGVPYm5aNbRVV3NZTREREeRnbZ1pp3x1gMlMGaWtu8lNYqyjtszVtAjxKNEYiIqp4yurdAd5msjLGtIqKiQjiw79ERGR2ZfXuAJMZK2TMszVERETmpr07YOhyWYXcVk2lfXeAt5msVGHP1hAREZmb9u5AYS1vS/tcpBKRct0HvimvECciIqLClUY/M6acv1kzQ0RERCYpa3cHmMwUQXaOlJkNSEREZAkFtbwtbUxmTFTWunAmIiKq6NiayQR8wSMREVHZw2TGSGW1C2ciIqKKjsmMkUzpwpmIiIhKD5MZI5XVLpyJiIgqOiYzRiqrXTgTERFVdExmjFRWu3AmIiKq6JjMGIkveCQiIiqbmMyYgC94JCIiKnvYaZ6JyloXzkRERBUdk5kiKEtdOBMREVV0vM1EREREVo3JDBEREVk1JjNERERk1fjMDFV42TnCB7qJiKwYkxmq0LYlpiA2/oTOe7d8NI6IiQhiU3siIivB20xUYW1LTEH0qiN6LxC9kpqJ6FVHsC0xxUKRERGRKZjMUIWUnSOIjT8ByWecdlhs/Alk5+RXgoiIyhImM1QhHU6+qVcj8ygBkJKaicPJN0svKCIiKhImM1QhXUs3nMgUpRwREVkOHwC2UmyBUzxeLo6FFzKhHBERWQ6TGSvEFjjF1ybAAz4aR1xJzcz3uRkVcl8g2ibAo7RDIyIiE/E2k5VhCxzzsLVRISYiCEBu4vIo7feYiCDWdhERWQEmM1aELXDMK7yxDxYPawFvje6tJG+NIxYPa8FaLiIiK8HbTFbElBY4fKu3ccIb+6B7kDefPyIismJMZqwIW+CUDFsbFZM/IiIrxmTGirAFDhFVBGytSaZiMmNF2AKHiMo7ttakorDoA8DZ2dmYNm0aAgIC4OTkhMDAQMyYMQMi/3eqHj58OFQqlc4nPDzcglFbDlvgVFzZOYKEpBv47tglJCTd4EPeVC6xtSYVlUVrZubMmYPFixdjxYoVaNSoEX777TeMGDECGo0GEyZMUMqFh4cjLi5O+a5Wqy0RbpmgbYGT98rFO58rF1bVlg+8UqWKoLDWmirkttbsHuTN3zHSY9Fk5pdffkHfvn3Ru3dvAECtWrWwdu1aHD58WKecWq2Gt7e3JUIsk4xpgcMTYPmgvVLN+wOvvVJlE3IqL9hak4rDoreZ2rdvj927d+Pvv/8GABw/fhw///wzevbsqVNu79698PLyQv369REdHY0bN25YItwyRdsCp2+z6ggJrKKXyLCq1vqxXyGqSNhak4rDojUzU6ZMQVpaGho0aABbW1tkZ2dj1qxZGDp0qFImPDwc/fv3R0BAAJKSkvD666+jZ8+eSEhIgK2trd40s7KykJWVpXxPS0srlWUpK1hVaznmvq3HK1WqSNhak4rDosnM+vXrsXr1aqxZswaNGjXCsWPHMHHiRPj6+iIqKgoAMHjwYKV8cHAwmjRpgsDAQOzduxfdunXTm+bs2bMRGxtbastQ1vAEaBklcVuPV6pUkbC1JhWHRW8zvfLKK5gyZQoGDx6M4OBgPPPMM5g0aRJmz55t8H9q164NT09PnD17Nt/xU6dORWpqqvK5ePFiSYVfJvEEWPpK6rYer1SpImFrTSoOiyYzd+/ehY2Nbgi2trbIyckx+D///vsvbty4AR+f/K921Wo1XF1ddT4VCU+Apaskn2vRXqka+ulWIbf2h1eqVF7wfWlUVBa9zRQREYFZs2ahZs2aaNSoEY4ePYq5c+di5MiRAICMjAzExsZiwIAB8Pb2RlJSEl599VXUqVMHYWFhlgy9zGJVbekqydt62ivV6FVHoAJ0tievVKm84vvSqCgsWjOzcOFCPPXUUxg3bhwaNmyIl19+Gc8++yxmzJgBILeW5o8//sATTzyBevXqYdSoUWjZsiV++umnCt3XTEFYVVu6Svq2Hq9UqSIqqLUmUX5U8mh3u+VQWloaNBoNUlNTK9QtJ/YzUzoSkm5gyNKDhZZbO6ZdsR64ZgeIRFTRmHL+5ruZyilW1ZaO0rqtxzd7ExEZxmSmHOMJsOTxuRYiIsuz6DMzRJZg7pc28rkWIiLLYs0MVSgl9SwRb+uVDD4rRETG4APAVGEYemmj9tTIWpSyhQ+xE1Vsppy/eZuJKgS+tNG68GWpRGQKJjNUIZjSuR1ZFhNPIjIVkxmqEPjOKuvBxJOITMVkhioEvrPKejDxJCJTMZmhCoEvbbQeTDyJyFRMZqhC4DurrAcTTyIyFZMZqjDYuZ11YOJJRKZiPzNU4bAjNuvAfmaIKjZTzt9MZoiozGLiSVRx8a3ZRFQu8GWpRGQMPjNDREREVo3JDBEREVk1JjNERERk1ZjMEBERkVVjMkNERERWjckMERERWTU2zS5B7CPDenBbERFZLyYzJYS9l1oPbisiIuvG20wlYFtiCqJXHdE5OQJASmomnlt1BNsSUywUGeVlaFtdSc1ENLcVEZFVYDJjZtk5gtj4EyjoHRFTvv0T2Tnl+i0SVqGgbaUdFht/gtuKiKiMYzJjZoeTb+pd5ed1++4DfPzj2VKKiAwpbFsJcmvTDiffLL2gyrHsHEFC0g18d+wSEpJuMEkkIrPhMzNmdi294ERGK+6XZDz/eB0+ZGpBxm4rY8uRYXwuiYhKEmtmzMzLxdGocrfvPuAVv4UZu62MLUf543NJRFTSmMyYWZsAD7g52RtVllf8ltUmwAM+GkcYqhtTIbf2oE2AR2mGVa7wuSQiKg1MZszM1kaFER1qGVWWV/yWZWujQkxEEADoJTTa7zERQbwVWAx8LomISgOTmRLw/ON14VbJcO0Mr/jLjvDGPlg8rAW8NbqJpbfGEYuHteDzHMXE55KIqDTwAeASYGujwrv9gxG96ohe9Tqv+Mue8MY+6B7kzR6ASwCfSyKi0sCamRKiveL34RW/VbC1USEksAr6NquOkMAqTGTMhM8lEVFpYM1MCTJ0xQ8ACUk3WAtAFlNa76LSPpcUveoIVIBOTSVrKYnIXFQiUq6bEaSlpUGj0SA1NRWurq6WDof9bZDFWWIf5H5PRKYy5fzNZKYUafvbMPQcDW8/UUmz5D7IN5MTkSlMOX8X6ZmZpKQkvPnmmxgyZAiuXbsGAPjhhx/w119/FWVyFQL72yBLs/Q+yOeSiKikmJzM7Nu3D8HBwTh06BC+/fZbZGRkAACOHz+OmJgYswdYXrC/DbI07oNEVF6ZnMxMmTIFM2fOxM6dO+Hg4KAMf/zxx3Hw4EGzBleesL8NsjTug0RUXpmczPz555948skn9YZ7eXnhv//+M0tQ5RH72yBL4z5IROWVycmMm5sbUlL0Xwx39OhRVK9e3SxBlUfsb4MsjfsgEZVXJiczgwcPxmuvvYYrV65ApVIhJycHBw4cwMsvv4z//e9/JRFjucD3AJGlcR8kovLK5GTmnXfeQYMGDeDn54eMjAwEBQWhU6dOaN++Pd58882SiLHc4HuAyNK4DxJReWRSPzMigosXL6Jq1ar477//8OeffyIjIwPNmzdH3bp1SzLOIitL/cxosb8NsjTug0RU1pVYp3k5OTlwdHTEX3/9VWaTl7zKYjJDREREBSuxTvNsbGxQt25d3Lhxo1gBEhEREZmLyc/MvPvuu3jllVeQmJhY7JlnZ2dj2rRpCAgIgJOTEwIDAzFjxgw8WlkkIpg+fTp8fHzg5OSE0NBQnDlzptjzJiIiovLB5Ldm/+9//8Pdu3fRtGlTODg4wMnJSWf8zZvG9x46Z84cLF68GCtWrECjRo3w22+/YcSIEdBoNJgwYQIA4L333sNHH32EFStWICAgANOmTUNYWBhOnDgBR0f2h0FERFTRmZzMzJ8/32wz/+WXX9C3b1/07t0bAFCrVi2sXbsWhw8fBpBbKzN//ny8+eab6Nu3LwDgyy+/RLVq1bBp0yYMHjzYbLEQERGRdTI5mYmKijLbzNu3b4/PPvsMf//9N+rVq4fjx4/j559/xty5cwEAycnJuHLlCkJDQ5X/0Wg0aNu2LRISEvJNZrKyspCVlaV8T0tLM1u8REREVPaYnMwAuc+6bNq0CSdPngQANGrUCE888QRsbW1Nms6UKVOQlpaGBg0awNbWFtnZ2Zg1axaGDh0KALhy5QoAoFq1ajr/V61aNWVcXrNnz0ZsbKypi0RERERWyuRk5uzZs+jVqxcuXbqE+vXrA8hNIPz8/LBlyxYEBgYaPa3169dj9erVWLNmDRo1aoRjx45h4sSJ8PX1LXIN0NSpUzF58mTle1paGvz8/Io0LSIiIir7TE5mJkyYgMDAQBw8eBAeHrnvcLlx4waGDRuGCRMmYMuWLUZP65VXXsGUKVOU20XBwcE4f/48Zs+ejaioKHh7ewMArl69Ch+f/+uZ9OrVq2jWrFm+01Sr1VCr1aYuFhEREVkpk5tm79u3D++9956SyABAlSpV8O6772Lfvn0mTevu3buwsdENwdbWFjk5OQCAgIAAeHt7Y/fu3cr4tLQ0HDp0CCEhIaaGTkREROWQyTUzarUa6enpesMzMjLg4OBg0rQiIiIwa9Ys1KxZE40aNcLRo0cxd+5cjBw5EgCgUqkwceJEzJw5E3Xr1lWaZvv6+qJfv36mhm412NU8ERGR8UxOZvr06YOxY8di2bJlaNOmDQDg0KFDeO655/DEE0+YNK2FCxdi2rRpGDduHK5duwZfX188++yzmD59ulLm1VdfxZ07dzB27Fjcvn0bjz32GLZt21Zu+5jZlpiC2PgTSEnNVIb5aBwRExHElwASERHlw6R3MwHA7du3ERUVhfj4eNjb2wMAHj58iCeeeALLly+HRqMpkUCLyprezbQtMQXRq44g7wbR1slY21uNWcNERERFZcr52+SaGTc3N3z33Xc4e/as0jS7YcOGqFOnTtGiJQC5J/7Y+BN6iQwACHITmtj4E+ge5G0VCQFrmIiIqLQUqZ8ZAKhTpw4TGDM6nHxT58SflwBISc3E4eSbCAmsUnqBFYGhGqYrqZmIXnXE6mqYiIiobDO5NdOAAQMwZ84cveHvvfceBg4caJagKqJr6YYTmaKUs5TCapiA3Bqm7ByT7m4SEREZZHIys3//fvTq1UtveM+ePbF//36zBFURebkY90CzseUsxZQaJiIiInMwOZkx1ATb3t6e70EqhjYBHvDROMLQ0zAq5D5z0ibAw0CJsqG81DAREZH1MDmZCQ4Oxrp16/SGf/XVVwgKCjJLUBWRrY0KMRG56y9vQqP9HhMRVOYf/i0vNUxERGQ9TH4AeNq0aejfvz+SkpLw+OOPAwB2796NtWvXYsOGDWYPsCIJb+yDxcNa6LUC8raiVkDaGqYrqZn5PjejQu7ylPUaJiIish4m9zMDAFu2bME777yDY8eOwcnJCU2aNEFMTAw6d+5cEjEWizX1M6Nl7f2zaFszAdBJaKy1vxwiIip9ppy/i5TMWBNrTGbKA/YzQ0RExVGineY9KjMzE+vWrcOdO3fQvXt31K1btziTo3IkvLEPugd5W3UNExERWQeja2YmT56MBw8eYOHChQCA+/fvo02bNjhx4gQqVaqEhw8fYufOnWXubdasmSEiIrI+ppy/jW7NtGPHDnTv3l35vnr1aly4cAFnzpzBrVu3MHDgQMycObPoURMREREVgdHJzIULF3SaXu/YsQNPPfUU/P39oVKp8OKLL+Lo0aMlEiQRERGRIUYnMzY2Nnj0jtTBgwfRrl075bubmxtu3bpl3uiIiIiICmF0MtOwYUPEx8cDAP766y9cuHABXbt2VcafP38e1apVM3+ERERERAUwujXTq6++isGDB2PLli3466+/0KtXLwQEBCjjt27dijZt2pRIkERERESGGF0z8+STT2Lr1q1o0qQJJk2apPdKg0qVKmHcuHFmD5CIiIioIOw0j4ionLH2XsSJgFLsNI+IiMoW9r5NFZHJb80mIqKySftetEcTGQC4kpqJ6FVHsC0xxUKREZUsJjNktbJzBAlJN/DdsUtISLqB7JxyfceUqEDZOYLY+BP5vq1eOyw2/gSPEyqXeJuJrBKr0ssXPuNRfIeTb+rVyDxKAKSkZuJw8k2EBFYpvcCISgGTGbI62qr0vNeX2qr0xcNaMKGxIkxMzeNauuFEpijliKyJUclM8+bNoVIZd5V05MiRYgVEVJDCqtJVyK1K7x7kzSt7K8DE1Hy8XBzNWo7ImhiVzPTr16+EwyAyDqvSyw8mpubVJsADPhpHXEnNzHedqgB4a3Jv4RGVN0YlMzExMSUdB5FRWJVefjAxNS9bGxViIoIQveoIVIBOQqNNBWMigpgYUrnE1kxkVViVXn4wMTW/8MY+WDysBbw1uvu/t8aRt+yoXDP5AeDs7GzMmzcP69evx4ULF3D//n2d8Tdv3jRbcER5sSq9/GBiWjLCG/uge5A3W4dRhWJyzUxsbCzmzp2LyMhIpKamYvLkyejfvz9sbGzw1ltvlUCIRP9HW5UO/F/VuRar0q2LNjE1tKVUyG3VxMTUdLY2KoQEVkHfZtUREliFxwOVeyYnM6tXr8bSpUvx0ksvwc7ODkOGDMHnn3+O6dOn4+DBgyURI5EOVqWXD0xMichcTH7RpLOzM06ePImaNWvCx8cHW7ZsQYsWLfDPP/+gefPmSE1NLalYi4Qvmiy/2NFa+cB+ZogoPyX6oskaNWogJSUFNWvWRGBgIHbs2IEWLVrg119/hVqtLnLQRKbSVqWTdeMzHkRUXCYnM08++SR2796Ntm3b4oUXXsCwYcOwbNkyXLhwAZMmTSqJGImonGNiSkTFYfJtprwSEhKQkJCAunXrIiIiwlxxmQ1vMxEREVmfEr3NlFdISAhCQkKKOxkiIiKiIilSMnPmzBns2bMH165dQ05Ojs646dOnmyUwIiIiImOYnMwsXboU0dHR8PT0hLe3t84LKFUqFZMZIiIiKlUmJzMzZ87ErFmz8Nprr5VEPEREREQmMbnTvFu3bmHgwIElEQsRERGRyUxOZgYOHIgdO3aURCxEREREJjP5NlOdOnUwbdo0HDx4EMHBwbC3t9cZP2HCBLMFR0RERFQYk/uZCQgIMDwxlQr//PNPsYMyJ/YzQ0REZH1KtJ+Z5OTkIgdGREREZG4mPzNDREREVJYYVTMzefJkzJgxA87Ozpg8eXKBZefOnWuWwIiIiIiMYVQyc/ToUTx48ED525BHO9AzRq1atXD+/Hm94ePGjcOiRYvQpUsX7Nu3T2fcs88+iyVLlpg0HyIiIiq/jEpm9uzZg3/++QcajQZ79uwx28x//fVXZGdnK98TExPRvXt3nX5sxowZg7ffflv5XqlSJbPNn4iIiKyf0c/M1K1bF9evX1e+R0ZG4urVq8WaedWqVeHt7a18Nm/ejMDAQHTu3FkpU6lSJZ0ybJFEREREjzI6mcnbgnvr1q24c+eO2QK5f/8+Vq1ahZEjR+rcrlq9ejU8PT3RuHFjTJ06FXfv3i1wOllZWUhLS9P5EBERUflVpLdml4RNmzbh9u3bGD58uDLs6aefhr+/P3x9ffHHH3/gtddew+nTp/Htt98anM7s2bMRGxtb4vFm5wgOJ9/EtfRMeLk4ok2AB2xtTHtmiIiIiIrP6E7zbG1tceXKFVStWhUA4OLigj/++KPATvRMERYWBgcHB8THxxss8+OPP6Jbt244e/YsAgMD8y2TlZWFrKws5XtaWhr8/PzM2mnetsQUxMafQEpqpjLMR+OImIgghDf2Mcs8iIiIKrIS6TRPRDB8+HCo1WoAQGZmJp577jk4OzvrlCuo1sSQ8+fPY9euXYX+b9u2bQGgwGRGrVYrMZaEbYkpiF51BHkzwCupmYhedQSLh7VgQkNERFSKjE5moqKidL4PGzbMbEHExcXBy8sLvXv3LrDcsWPHAAA+PpZJFrJzBLHxJ/QSGQAQACoAsfEn0D3Im7eciIiISonRyUxcXFyJBJCTk4O4uDhERUXBzu7/wklKSsKaNWvQq1cvVKlSBX/88QcmTZqETp06oUmTJiUSS2EOJ9/UubWUlwBISc3E4eSbCAmsUnqBERERVWAWfwB4165duHDhAkaOHKkz3MHBAbt27cL8+fNx584d+Pn5YcCAAXjzzTctFClwLd1wIlOUckRERFR8Fk9mevToodfsGwD8/Pz0ev+1NC8XR7OWIyIiouLjiyZN0CbAAz4aRxh6GkaF3FZNbQI8SjMsIiKiCo3JjAlsbVSIiQgCAL2ERvs9JiKID/8SERGVIiYzJgpv7IPFw1rAW6N7K8lb48hm2URERBZg8WdmrFF4Yx90D/JmD8BERERlAJOZIrK1UbH5NRERURnA20xERERk1ZjMEBERkVVjMkNERERWjckMERERWTUmM0RERGTVmMwQERGRVWMyQ0RERFaNyQwRERFZNSYzREREZNWYzBAREZFVYzJDREREVo3JDBEREVk1JjNERERk1ZjMEBERkVVjMkNERERWjckMERERWTUmM0RERGTVmMwQERGRVWMyQ0RERFaNyQwRERFZNSYzREREZNWYzBAREZFVYzJDREREVo3JDBEREVk1JjNERERk1ZjMEBERkVVjMkNERERWjckMERERWTUmM0RERGTVmMwQERGRVWMyQ0RERFaNyQwRERFZNTtLB0AVQ3aO4HDyTVxLz4SXiyPaBHjA1kZl6bCIiKgcYDJDJW5bYgpi408gJTVTGeajcURMRBDCG/tYMDIiIioPeJuJStS2xBRErzqik8gAwJXUTESvOoJtiSkWioyIiMoLJjNUYrJzBLHxJyD5jNMOi40/geyc/EoQEREZh8kMlZjDyTf1amQeJQBSUjNxOPlm6QVFRETlDpMZKjHX0g0nMkUpR0RElB8mM1RivFwczVqOiIgoP0xmqMS0CfCAj8YRhhpgq5DbqqlNgEdphkVEROWMRZOZWrVqQaVS6X3Gjx8PAMjMzMT48eNRpUoVVK5cGQMGDMDVq1ctGTKZwNZGhZiIIADQS2i032MigtjfDBERFYtFk5lff/0VKSkpymfnzp0AgIEDBwIAJk2ahPj4eGzYsAH79u3D5cuX0b9/f0uGTCYKb+yDxcNawFujeyvJW+OIxcNasJ8ZIiIqNpWIlJl2sRMnTsTmzZtx5swZpKWloWrVqlizZg2eeuopAMCpU6fQsGFDJCQkoF27dkZNMy0tDRqNBqmpqXB1dS3J8NnLbQG4boiIyBSmnL/LTA/A9+/fx6pVqzB58mSoVCr8/vvvePDgAUJDQ5UyDRo0QM2aNU1KZkoLe7ktmK2NCiGBVSwdBhERlUNl5gHgTZs24fbt2xg+fDgA4MqVK3BwcICbm5tOuWrVquHKlSsGp5OVlYW0tDSdT0ljL7dERESWU2aSmWXLlqFnz57w9fUt1nRmz54NjUajfPz8/MwUYf7Yyy0REZFllYlk5vz589i1axdGjx6tDPP29sb9+/dx+/ZtnbJXr16Ft7e3wWlNnToVqampyufixYslFTYA9nJLRERkaWUimYmLi4OXlxd69+6tDGvZsiXs7e2xe/duZdjp06dx4cIFhISEGJyWWq2Gq6urzqcksZdbIiIiy7L4A8A5OTmIi4tDVFQU7Oz+LxyNRoNRo0Zh8uTJ8PDwgKurK1544QWEhISUqYd/2cstERGRZVk8mdm1axcuXLiAkSNH6o2bN28ebGxsMGDAAGRlZSEsLAyffPKJBaI0TNvL7ZXUzHyfm1Eht08V9nJLRERUMspUPzMloTT6mdG2ZgKgk9Boe1Fh53BERESmMeX8XSaembF27OWWiIjIcix+m6m8CG/sg+5B3uzl1sLY0zARUcXDZMaM2MutZbEXZiKiiom3mahcYC/MREQVF5MZsnrshZmIqGJjMkNWj70wExFVbExmyOqxF2YiooqNyQxZPfbCTERUsTGZIaun7YXZUANsFXJbNbEXZiKi8olNsy3s0X5RPJ3VgAr4LyOLfaSYwNZGhZiIIESvOgIV8u+FOSYiiOuSiKicYjJjQfn1i/Io9pFiPG0vzHnXpzfXIRFRucd3M1mItl+UglY+3+1kOvYATERUPphy/mbNjAUU1C/KowS5CU1s/Al0D/LmSdkI7IWZiKji4QPAFlBYvyiPYh8pREREBWMyYwFF6e+EfaQQERHlj8mMBRSlvxP2kUJERJQ/JjMWUFi/KI9iHylEREQFYzJjAdp+UQAUmNCwjxQiIqLCMZmxEG2/KN4aw7ePvDWObJZNRERUCDbNtqDwxj7oHuTNHoCJiIiKgcmMhbFfFCIiouLhbSYiIiKyakxmiIiIyKoxmSEiIiKrxmSGiIiIrBqTGSIiIrJqTGaIiIjIqjGZISIiIqvGZIaIiIisGpMZIiIismpMZoiIiMiqMZkhIiIiq8ZkhoiIiKwakxkiIiKyakxmiIiIyKoxmSEiIiKrxmSGiIiIrBqTGSIiIrJqTGaIiIjIqjGZISIiIqvGZIaIiIisGpMZIiIismpMZoiIiMiqMZkhIiIiq8ZkhoiIiKwakxkiIiKyahZPZi5duoRhw4ahSpUqcHJyQnBwMH777Tdl/PDhw6FSqXQ+4eHhFoyYiIiIyhI7S8781q1b6NChA7p27YoffvgBVatWxZkzZ+Du7q5TLjw8HHFxccp3tVpd2qESERFRGWXRZGbOnDnw8/PTSVQCAgL0yqnVanh7e5dmaERERGQlLHqb6fvvv0erVq0wcOBAeHl5oXnz5li6dKleub1798LLywv169dHdHQ0bty4YXCaWVlZSEtL0/kQERFR+WXRZOaff/7B4sWLUbduXWzfvh3R0dGYMGECVqxYoZQJDw/Hl19+id27d2POnDnYt28fevbsiezs7HynOXv2bGg0GuXj5+dXWotDREREFqASEbHUzB0cHNCqVSv88ssvyrAJEybg119/RUJCQr7/888//yAwMBC7du1Ct27d9MZnZWUhKytL+Z6WlgY/Pz+kpqbC1dXV/AtBREREZpeWlgaNRmPU+duiNTM+Pj4ICgrSGdawYUNcuHDB4P/Url0bnp6eOHv2bL7j1Wo1XF1ddT5ERERUflk0menQoQNOnz6tM+zvv/+Gv7+/wf/5999/cePGDfj4+JR0eERERGQFLJrMTJo0CQcPHsQ777yDs2fPYs2aNfjss88wfvx4AEBGRgZeeeUVHDx4EOfOncPu3bvRt29f1KlTB2FhYZYMnYiIiMoIiyYzrVu3xsaNG7F27Vo0btwYM2bMwPz58zF06FAAgK2tLf744w888cQTqFevHkaNGoWWLVvip59+Yl8zREREBMDCDwCXBlMeICIiIqKywWoeACYiIiIqLiYzREREZNWYzBAREZFVYzJDREREVo3JDBEREVk1JjNERERk1ZjMEBERkVVjMkNERERWjckMERERWTU7SwdARAQA2TmCw8k3cS09E14ujmgT4AFbG5WlwyIiK8BkhogsbltiCmLjTyAlNVMZ5qNxRExEEMIb+1gwMiKyBrzNREQWtS0xBdGrjugkMgBwJTUT0auOYFtiioUiIyJrwWSGiCwmO0cQG38C+b3tVjssNv4EsnPK9ftwiaiYmMwQkcUcTr6pVyPzKAGQkpqJw8k3Sy8oIrI6TGaIyGKupRtOZIpSjogqJiYzRGQxXi6OZi1HRBUTkxkispg2AR7w0TjCUANsFXJbNbUJ8CjNsIjIyjCZISKLsbVRISYiCAD0Ehrt95iIIPY3Q0QFYjJDRBYV3tgHi4e1gLdG91aSt8YRi4e1YD8zRFQodppHRBYX3tgH3YO82QMwERUJkxkiKhNsbVQICaxi6TCIyArxNhMRERFZNSYzREREZNWYzBAREZFVYzJDREREVo3JDBEREVk1JjNERERk1ZjMEBERkVVjMkNERERWjckMERERWbVy3wOwiAAA0tLSLBwJERERGUt73taexwtS7pOZ9PR0AICfn5+FIyEiIiJTpaenQ6PRFFhGJcakPFYsJycHly9fhouLC1Sq8vXSurS0NPj5+eHixYtwdXW1dDglistaPnFZyycua/ljieUUEaSnp8PX1xc2NgU/FVPua2ZsbGxQo0YNS4dRolxdXcv1QfQoLmv5xGUtn7is5U9pL2dhNTJafACYiIiIrBqTGSIiIrJqTGasmFqtRkxMDNRqtaVDKXFc1vKJy1o+cVnLn7K+nOX+AWAiIiIq31gzQ0RERFaNyQwRERFZNSYzREREZNWYzBAREZFVYzJTxixatAi1atWCo6Mj2rZti8OHDxssu3TpUnTs2BHu7u5wd3dHaGioXvnhw4dDpVLpfMLDw0t6MYxiyrIuX75cbzkcHR11yogIpk+fDh8fHzg5OSE0NBRnzpwp6cUwiinL2qVLF71lValU6N27t1KmLG7X/fv3IyIiAr6+vlCpVNi0aVOh/7N37160aNECarUaderUwfLly/XKmLLuSoupy/rtt9+ie/fuqFq1KlxdXRESEoLt27frlHnrrbf0tmmDBg1KcCmMY+qy7t27N9/998qVKzrlysN2ze84VKlUaNSokVKmLG7X2bNno3Xr1nBxcYGXlxf69euH06dPF/p/GzZsQIMGDeDo6Ijg4GBs3bpVZ7wlf4OZzJQh69atw+TJkxETE4MjR46gadOmCAsLw7Vr1/Itv3fvXgwZMgR79uxBQkIC/Pz80KNHD1y6dEmnXHh4OFJSUpTP2rVrS2NxCmTqsgK5PU8+uhznz5/XGf/ee+/ho48+wpIlS3Do0CE4OzsjLCwMmZmZJb04BTJ1Wb/99lud5UxMTIStrS0GDhyoU66sbdc7d+6gadOmWLRokVHlk5OT0bt3b3Tt2hXHjh3DxIkTMXr0aJ2TfFH2k9Jg6rLu378f3bt3x9atW/H777+ja9euiIiIwNGjR3XKNWrUSGeb/vzzzyURvklMXVat06dP6yyLl5eXMq68bNcFCxboLOPFixfh4eGhd6yWte26b98+jB8/HgcPHsTOnTvx4MED9OjRA3fu3DH4P7/88guGDBmCUaNG4ejRo+jXrx/69euHxMREpYxFf4OFyow2bdrI+PHjle/Z2dni6+srs2fPNur/Hz58KC4uLrJixQplWFRUlPTt29fcoRabqcsaFxcnGo3G4PRycnLE29tb3n//fWXY7du3Ra1Wy9q1a80Wd1EUd7vOmzdPXFxcJCMjQxlWVrerFgDZuHFjgWVeffVVadSokc6wyMhICQsLU74Xd92VBmOWNT9BQUESGxurfI+JiZGmTZuaL7ASYMyy7tmzRwDIrVu3DJYpr9t148aNolKp5Ny5c8owa9iu165dEwCyb98+g2UGDRokvXv31hnWtm1befbZZ0XE8r/BrJkpI+7fv4/ff/8doaGhyjAbGxuEhoYiISHBqGncvXsXDx48gIeHh87wvXv3wsvLC/Xr10d0dDRu3Lhh1thNVdRlzcjIgL+/P/z8/NC3b1/89ddfyrjk5GRcuXJFZ5oajQZt27Y1ev2VBHNs12XLlmHw4MFwdnbWGV7WtqupEhISdNYLAISFhSnrxRzrrqzKyclBenq63rF65swZ+Pr6onbt2hg6dCguXLhgoQiLr1mzZvDx8UH37t1x4MABZXh53q7Lli1DaGgo/P39dYaX9e2ampoKAHr746MKO14t/RvMZKaM+O+//5CdnY1q1arpDK9WrZrevWZDXnvtNfj6+ursTOHh4fjyyy+xe/duzJkzB/v27UPPnj2RnZ1t1vhNUZRlrV+/Pr744gt89913WLVqFXJyctC+fXv8+++/AKD8X3HWX0ko7nY9fPgwEhMTMXr0aJ3hZXG7murKlSv5rpe0tDTcu3fPLMdEWfXBBx8gIyMDgwYNUoa1bdsWy5cvx7Zt27B48WIkJyejY8eOSE9Pt2CkpvPx8cGSJUvwzTff4JtvvoGfnx+6dOmCI0eOADDPb11ZdPnyZfzwww96x2pZ3645OTmYOHEiOnTogMaNGxssZ+h41W4zS/8Gl/u3ZlcU7777Lr766ivs3btX58HYwYMHK38HBwejSZMmCAwMxN69e9GtWzdLhFokISEhCAkJUb63b98eDRs2xKeffooZM2ZYMLKStWzZMgQHB6NNmzY6w8vLdq2I1qxZg9jYWHz33Xc6z5H07NlT+btJkyZo27Yt/P39sX79eowaNcoSoRZJ/fr1Ub9+feV7+/btkZSUhHnz5mHlypUWjKxkrVixAm5ubujXr5/O8LK+XcePH4/ExESLP8dTXKyZKSM8PT1ha2uLq1ev6gy/evUqvL29C/zfDz74AO+++y527NiBJk2aFFi2du3a8PT0xNmzZ4sdc1EVZ1m17O3t0bx5c2U5tP9XnGmWhOIs6507d/DVV18Z9YNXFrarqby9vfNdL66urnBycjLLflLWfPXVVxg9ejTWr1+vV2Wfl5ubG+rVq2dV29SQNm3aKMtRHreriOCLL77AM888AwcHhwLLlqXt+vzzz2Pz5s3Ys2cPatSoUWBZQ8erdptZ+jeYyUwZ4eDggJYtW2L37t3KsJycHOzevVunRiKv9957DzNmzMC2bdvQqlWrQufz77//4saNG/Dx8TFL3EVR1GV9VHZ2Nv78809lOQICAuDt7a0zzbS0NBw6dMjoaZaE4izrhg0bkJWVhWHDhhU6n7KwXU0VEhKis14AYOfOncp6Mcd+UpasXbsWI0aMwNq1a3Wa2RuSkZGBpKQkq9qmhhw7dkxZjvK2XYHc1kFnz5416sKjLGxXEcHzzz+PjRs34scff0RAQECh/1PY8Wrx3+ASf8SYjPbVV1+JWq2W5cuXy4kTJ2Ts2LHi5uYmV65cERGRZ555RqZMmaKUf/fdd8XBwUG+/vprSUlJUT7p6ekiIpKeni4vv/yyJCQkSHJysuzatUtatGghdevWlczMTIsso5apyxobGyvbt2+XpKQk+f3332Xw4MHi6Ogof/31l1Lm3XffFTc3N/nuu+/kjz/+kL59+0pAQIDcu3ev1JfvUaYuq9Zjjz0mkZGResPL6nZNT0+Xo0ePytGjRwWAzJ07V44ePSrnz58XEZEpU6bIM888o5T/559/pFKlSvLKK6/IyZMnZdGiRWJrayvbtm1TyhS27izF1GVdvXq12NnZyaJFi3SO1du3bytlXnrpJdm7d68kJyfLgQMHJDQ0VDw9PeXatWulvnyPMnVZ582bJ5s2bZIzZ87In3/+KS+++KLY2NjIrl27lDLlZbtqDRs2TNq2bZvvNMvido2OjhaNRiN79+7V2R/v3r2rlMn7u3TgwAGxs7OTDz74QE6ePCkxMTFib28vf/75p1LGkr/BTGbKmIULF0rNmjXFwcFB2rRpIwcPHlTGde7cWaKiopTv/v7+AkDvExMTIyIid+/elR49ekjVqlXF3t5e/P39ZcyYMRb/wdAyZVknTpyolK1WrZr06tVLjhw5ojO9nJwcmTZtmlSrVk3UarV069ZNTp8+XVqLUyBTllVE5NSpUwJAduzYoTetsrpdtU1y8360yxYVFSWdO3fW+59mzZqJg4OD1K5dW+Li4vSmW9C6sxRTl7Vz584FlhfJbZbu4+MjDg4OUr16dYmMjJSzZ8+W7oLlw9RlnTNnjgQGBoqjo6N4eHhIly5d5Mcff9SbbnnYriK5zY+dnJzks88+y3eaZXG75reMAHSOv/x+l9avXy/16tUTBwcHadSokWzZskVnvCV/g1UiIiVW7UNERERUwvjMDBEREVk1JjNERERk1ZjMEBERkVVjMkNERERWjckMERERWTUmM0RERGTVmMwQERGRVWMyQ0RFolKpsGnTplKf7/Lly+Hm5mZ0+b1790KlUuH27dslFlN+zp07B5VKhWPHjpXqfIlKy/79+xEREQFfX98i/x6ICD744APUq1cParUa1atXx6xZs0yeDpMZIiunUqkK/Lz11lsG/7c0TrgJCQmwtbU16n1EedWqVQvz58/XGRYZGYm///7b6Gm0b98eKSkp0Gg0AExPhvLz1ltvFbre/fz8kJKSgsaNGxdrXkRl1Z07d9C0aVMsWrSoyNN48cUX8fnnn+ODDz7AqVOn8P3336NNmzYmT8euyBEQUZmQkpKi/L1u3TpMnz4dp0+fVoZVrlzZEmEpli1bhhdeeAHLli3D5cuX4evrW6zpOTk5wcnJyejyDg4OZn9r78svv4znnntO+d66dWuMHTsWY8aMUYbZ2tpa7VugiYzRs2dP9OzZ0+D4rKwsvPHGG1i7di1u376Nxo0bY86cOejSpQsA4OTJk1i8eDESExNRv359ADDqpZf5Yc0MkZXz9vZWPhqNBiqVSvnu5eWFuXPnokaNGlCr1WjWrBm2bdum/K/2h6N58+ZQqVTKj8yvv/6K7t27w9PTExqNBp07d8aRI0dMji0jIwPr1q1DdHQ0evfujeXLl+uViY+PR+vWreHo6AhPT088+eSTAIAuXbrg/PnzmDRpklLbAejWrPz9999QqVQ4deqUzjTnzZuHwMBAALq3mfbu3YsRI0YgNTVVp+bq7bffzrcGpVmzZpg2bZre8MqVK+usd1tbW7i4uOgMy1vrpY1j+/btaN68OZycnPD444/j2rVr+OGHH9CwYUO4urri6aefxt27d5V55eTkYPbs2QgICICTkxOaNm2Kr7/+2uRtQVTann/+eSQkJOCrr77CH3/8gYEDByI8PBxnzpwBkHvs165dG5s3b0ZAQABq1aqF0aNH4+bNm6bPrFTeAEVEpSIuLk40Go3yfe7cueLq6ipr166VU6dOyauvvir29vby999/i4jI4cOHBYDs2rVLUlJS5MaNGyIisnv3blm5cqWcPHlSTpw4IaNGjZJq1apJWlqaMm0AsnHjxgLjWbZsmbRq1UpEROLj4yUwMFBycnKU8Zs3bxZbW1uZPn26nDhxQo4dOybvvPOOiIjcuHFDatSoIW+//bbyVt/8lrFVq1by5ptv6sy3ZcuWyjDtywNv3bolWVlZMn/+fHF1ddV5y/zFixfFxsZGDh8+rEzjyJEjolKpJCkpqdD17u/vL/PmzdMZlpycLADk6NGjOnG0a9dOfv75Zzly5IjUqVNHOnfuLD169JAjR47I/v37pUqVKvLuu+8q05k5c6Y0aNBAtm3bJklJSRIXFydqtVr27t1baFxEpSXv78H58+fF1tZWLl26pFOuW7duMnXqVBERefbZZ0WtVkvbtm1l//79yotnu3btavr8ixU9EZUpeU/0vr6+MmvWLJ0yrVu3lnHjxomI/gnXkOzsbHFxcZH4+HhlmDHJTPv27WX+/PkiIvLgwQPx9PSUPXv2KONDQkJk6NChBv8/vyQh7zLOmzdPAgMDle+nT58WAHLy5EkR0U1m8vt/rZ49e0p0dLTy/YUXXpAuXboUuHwFxWkomdm1a5dSZvbs2QJAJ2F69tlnJSwsTEREMjMzpVKlSvLLL7/oTHvUqFEyZMgQo2IjKg15fw82b94sAMTZ2VnnY2dnJ4MGDRIRkTFjxggAnTdr//777wJATp06ZdL8eZuJqJxKS0vD5cuX0aFDB53hHTp0wMmTJwv836tXr2LMmDGoW7cuNBoNXF1dkZGRgQsXLhg9/9OnT+Pw4cMYMmQIAMDOzg6RkZFYtmyZUubYsWPo1q2bCUulb/DgwTh37hwOHjwIAFi9ejVatGiBBg0amDSdMWPGYO3atcjMzMT9+/exZs0ajBw5slix5adJkybK39WqVUOlSpVQu3ZtnWHXrl0DAJw9exZ3795F9+7dUblyZeXz5ZdfIikpyeyxEZlLRkYGbG1t8fvvv+PYsWPK5+TJk1iwYAEAwMfHB3Z2dqhXr57yfw0bNgQAk35rAD4ATET5iIqKwo0bN7BgwQL4+/tDrVYjJCQE9+/fN3oay5Ytw8OHD3Ue+BURqNVqfPzxx9BoNCY9yGuIt7c3Hn/8caxZswbt2rXDmjVrEB0dbfJ0IiIioFarsXHjRjg4OODBgwd46qmnih1fXvb29srfKpVK57t2WE5ODoDcEwIAbNmyBdWrV9cpp1arzR4bkbk0b94c2dnZuHbtGjp27JhvmQ4dOuDhw4dISkpSnnHTtlT09/c3aX6smSEqp1xdXeHr64sDBw7oDD9w4ACCgoIA5Lb0AYDs7Gy9MhMmTECvXr3QqFEjqNVq/Pfff0bP++HDh/jyyy/x4Ycf6lyVHT9+HL6+vli7di2A3FqK3bt3G5yOg4ODXmz5GTp0KNatW4eEhAT8888/GDx4sMnTtLOzQ1RUFOLi4hAXF4fBgwebJdkqjqCgIKjValy4cAF16tTR+fj5+Vk0NqKMjAzl2AaA5ORkHDt2DBcuXEC9evUwdOhQ/O9//8O3336L5ORkHD58GLNnz8aWLVsAAKGhoWjRogVGjhyJo0eP4vfff8ezzz6L7t2769TWGIM1M0Tl2CuvvIKYmBgEBgaiWbNmiIuLw7Fjx7B69WoAgJeXF5ycnLBt2zbUqFEDjo6O0Gg0qFu3LlauXIlWrVohLS0Nr7zyikkn9s2bN+PWrVsYNWqU0r+L1oABA7Bs2TI899xziImJQbdu3RAYGIjBgwfj4cOH2Lp1K1577TUAuf3M7N+/H4MHD4ZarYanp2e+8+vfvz+io6MRHR2Nrl27Ftj8u1atWsjIyMDu3bvRtGlTVKpUCZUqVQIAjB49WqnmzpsEWoKLiwtefvllTJo0CTk5OXjssceQmpqKAwcOwNXVFVFRUZYOkSqw3377DV27dlW+T548GUBuze7y5csRFxeHmTNn4qWXXsKlS5fg6emJdu3aoU+fPgAAGxsbxMfH44UXXkCnTp3g7OyMnj174sMPPzQ9GHM8+ENEZUPeh1uzs7PlrbfekurVq4u9vb00bdpUfvjhB53/Wbp0qfj5+YmNjY107txZRHJb8rRq1UocHR2lbt26smHDBr2HXFHAA8B9+vSRXr165Tvu0KFDAkCOHz8uIiLffPONNGvWTBwcHMTT01P69++vlE1ISJAmTZqIWq0W7c+VoQd4Bw0aJADkiy++0Bme9wFgEZHnnntOqlSpIgAkJiZGp3zHjh2lUaNG+cZuiCkPAD8aR37LEhMTI02bNlW+5+TkyPz586V+/fpib28vVatWlbCwMNm3b59JMRKVZyoRkWKlZkRE5YSIoG7duhg3bpxylUlEZR9vMxERAbh+/Tq++uorXLlyBSNGjLB0OERkAiYzRETIfX7I09MTn332Gdzd3S0dDhGZgMkMERFybzERkXVi02wiIiKyakxmiIiIyKoxmSEiIiKrxmSGiIiIrBqTGSIiIrJqTGaIiIjIqjGZISIiIqvGZIaIiIisGpMZIiIismr/DyF9M6T5MfBFAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gradebook['Student'] = gradebook['Student'].str[8:].astype(int)\n", + "gradebook = gradebook.sort_values(by = 'Student')\n", + "gradebook = gradebook.reset_index()\n", + "enrollments['user_id'] = enrollments['user_id'].str[8:].astype(int)\n", + "enrollments = enrollments.sort_values(by = 'user_id')\n", + "enrollments = enrollments.reset_index()\n", + "gradebook = gradebook.assign(total_activity_time = enrollments[\"total_activity_time\"])\n", + "gradebook = gradebook.fillna(0)\n", + "gradebook = gradebook.apply(lambda x: pd.to_numeric(x, errors= 'coerce'))\n", + "gradebook['Final Score'] = (((gradebook['Current Score'] / 100) * 90) + gradebook['Participation grade: Formative (not included in final grade) (5965e0b0c712861d0efdd9be54572114)'])\n", + "\n", + "plt.scatter(gradebook[\"total_activity_time\"].astype(int), gradebook[\"Final Score\"].astype(float))\n", + "plt.xlabel(\"Total Activity Time\")\n", + "plt.ylabel(\"Final Score\")\n", + "plt.title(\"Do More Active Students On Canvas Receive Better Scores?\")" + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Do More Active Students On Canvas Receive Better Scores? (Outliers Removed) Correlation Coefficient: 0.09269312337513318')" + ] + }, + "execution_count": 153, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gradebook_without_outlier = gradebook.drop([32])\n", + "plt.scatter(gradebook_without_outlier[\"total_activity_time\"], gradebook_without_outlier[\"Final Score\"])\n", + "slope, intercept, r_value, p_value, std_err = linregress(gradebook_without_outlier[\"total_activity_time\"], gradebook_without_outlier[\"Final Score\"])\n", + "regression_line = slope * gradebook_without_outlier[\"total_activity_time\"] + intercept\n", + "plt.plot(gradebook_without_outlier[\"total_activity_time\"], regression_line, color='red', label=\"Linear Regression Line\")\n", + "plt.xlabel(\"Total Activity Time\")\n", + "plt.ylabel(\"Final Score\")\n", + "plt.title(\"Do More Active Students On Canvas Receive Better Scores? (Outliers Removed) Correlation Coefficient: \" + str(r_value))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "metadata": {}, + "outputs": [], + "source": [ + "df0 = pd.read_csv('./data/hackathon_alternate_data/additional/gradebook.csv', encoding= 'latin')\n", + "df0 = df0.fillna(0)\n", + "df0 = df0.drop([0,1])\n", + "\n", + "discussions = pd.read_csv(\"./data/hackathon_alternate_data/additional/discussions.csv\", encoding='latin')\n", + "discussions.dtypes\n", + "people = discussions.groupby(\"actor_id\").post_message_length.sum().reset_index()\n", + "ppl = people.sort_values('post_message_length', ascending = False)\n", + "\n", + "df0 = df0.drop(['Assignment 1 (c81f04547a95da2a7b88054ef491b7c4)',\n", + " 'Assignment 2 (a4dc11e7e79361fc5886a9078aac66b8)',\n", + " 'Assignment 3 (option A) (811d93ea379b5cdd5a19f1b5dbab88cd)',\n", + " 'Assignment 3 (option B) (df8d1f1ff3f48fdc24a278b40c5f45cc)',\n", + " 'Assignment 3 (option C) (bb971b36c1578cede00150acda89aa99)', \n", + " 'Assignment 3 (option D) (f1ad954cd2cddda6e17f6fc225d1aa3e)'], \n", + " axis= 'columns')\n", + "df0['Student'] = df0['Student'].str[8:].astype(int)\n", + "df0 = df0.sort_values(by = 'Student')\n", + "df0 = df0.apply(lambda x: x.fillna(df0.index.value_counts().idxmax()))\n", + "df0 = df0.apply(lambda x: pd.to_numeric(x, errors= 'coerce'))\n", + "df0['Final_Score'] = (((df0['Current Score'].astype(float) / 100) * 90) + df0['Participation grade: Formative (not included in final grade) (5965e0b0c712861d0efdd9be54572114)'].astype(float))\n", + "ppl = ppl.drop([0])\n", + "ppl['actor_id'] = ppl['actor_id'].str[8:].astype(int)\n", + "ppl = ppl.sort_values(by = 'actor_id')\n", + "\n", + "ppl = ppl.drop([41, 15, 21, 26, 32, 33, 35, 36])\n", + "\n", + "df0 = df0.drop([29])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "85.95498384499591" + ] + }, + "execution_count": 155, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = np.poly1d(np.polyfit(ppl[\"post_message_length\"], df0['Final_Score'], 3))\n", + "line = np.linspace(0, max(ppl[\"post_message_length\"]), \n", + " len(ppl[\"post_message_length\"]))\n", + " \n", + "\n", + "plt.scatter(ppl[\"post_message_length\"], df0['Final_Score'])\n", + "plt.plot(line, model(line))\n", + "plt.xlabel(\"Total Discussion Character Length\")\n", + "plt.ylabel(\"Final Grade\")\n", + "plt.show()\n", + "\n", + "model(90000)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.11.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/rename_me/final_submission_template.md b/rename_me/final_submission_template.md deleted file mode 100644 index 3f14c9b..0000000 --- a/rename_me/final_submission_template.md +++ /dev/null @@ -1,17 +0,0 @@ -# I Hacked-LA-2023 -- "submit" your work by creating a pull request as detailed in the README.md. - -List your group members: -> Your Group Members - -# This Project -> Link to presentation: -> Give a brief description of the final product: - -# Reflection -## Approach -> What was your approach to the dataset? What problem did you want to solve? What technology did you decide to use? How did your team split the work? - -## Wins / Challenges -> Describe some wins / challenges. What did you learn? What would you do differently next time? - diff --git a/rename_me/starter.ipynb b/rename_me/starter.ipynb deleted file mode 100644 index 4b2a7b0..0000000 --- a/rename_me/starter.ipynb +++ /dev/null @@ -1,67 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Import necessary libraries\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "\n", - "# Load the CSV file into a DataFrame\n", - "df = pd.read_csv('./data/events.csv')\n", - "\n", - "# Display the first few rows of the DataFrame\n", - "df.head()\n", - "\n", - "# Get basic information about the DataFrame\n", - "# df_info = df.info()\n", - "\n", - "# Summary statistics of the data\n", - "# summary_statistics = df.describe()\n", - "\n", - "# Visualize the data\n", - "df['event_time'] = pd.to_datetime(df['event_time'])\n", - "\n", - "# Group the events by day and count the number of events per day\n", - "daily_events = df['event_time'].dt.date.value_counts().sort_index()\n", - "\n", - "# Create a line graph\n", - "plt.figure(figsize=(10, 6))\n", - "plt.plot(daily_events.index, daily_events.values, marker='o', linestyle='-')\n", - "plt.title('Events per Day')\n", - "plt.xlabel('Date')\n", - "plt.ylabel('Number of Events')\n", - "plt.xticks(rotation=45)\n", - "plt.grid(True)\n", - "\n", - "# Display the graph\n", - "plt.tight_layout()\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.9.6" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -}