2. Edits by User.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-26T13:01:42.570519Z",
     "start_time": "2019-09-26T13:01:41.966225Z"
    }
   },
   "outputs": [],
   "source": [
    "from workshop_utils import * \n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "import seaborn as sns\n",
    "import datetime\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Editors in Tacloban\n",
    "The following query gets basic editing stats for all objects edited in Tacloban, Philippines, grouped by user"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-28T03:46:32.207240Z",
     "start_time": "2019-08-28T03:46:32.203102Z"
    }
   },
   "source": [
    "```sql\n",
    "SELECT changesets.user,\n",
    "       count(distinct(southeastern_asia.id)) AS objects,\n",
    "       count(southeastern_asia.id) AS edits,\n",
    "       count(distinct(southeastern_asia.changeset)) AS changesets,\n",
    "       min(southeastern_asia.updated) AS first_edit,\n",
    "       max(southeastern_asia.updated) AS last_edit\n",
    "FROM southeastern_asia\n",
    "JOIN changesets\n",
    "    ON southeastern_asia.changeset = changesets.id\n",
    "WHERE ST_WITHIN( geom , ST_Polygon('POLYGON((124.909271 11.293189, 125.088518 11.293189, 125.088518 10.954934, 124.909271 10.954934, 124.909271 11.293189))') )\n",
    "GROUP BY  changesets.user ORDER BY objects DESC\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-26T13:01:43.266484Z",
     "start_time": "2019-09-26T13:01:42.577134Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading from S3... Query results saved to: \n",
      "cc587eaa-78d3-4d0f-b436-b610660f15d4.csv\n",
      "Creating dataframe... done.  Found 835 rows"
     ]
    }
   ],
   "source": [
    "users = load_dataframe_from_s3('https://us-east-2.console.aws.amazon.com/athena/query/results/cc587eaa-78d3-4d0f-b436-b610660f15d4/csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-26T13:01:43.292496Z",
     "start_time": "2019-09-26T13:01:43.282486Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user</th>\n",
       "      <th>objects</th>\n",
       "      <th>edits</th>\n",
       "      <th>changesets</th>\n",
       "      <th>first_edit</th>\n",
       "      <th>last_edit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Jiří Komárek</td>\n",
       "      <td>19344</td>\n",
       "      <td>24151</td>\n",
       "      <td>141</td>\n",
       "      <td>2013-11-07 19:41:00.000</td>\n",
       "      <td>2013-11-30 22:39:34.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>schadow1</td>\n",
       "      <td>13052</td>\n",
       "      <td>15482</td>\n",
       "      <td>100</td>\n",
       "      <td>2013-11-10 10:11:32.000</td>\n",
       "      <td>2018-02-17 09:30:33.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           user  objects  edits  changesets               first_edit  \\\n",
       "0  Jiří Komárek    19344  24151         141  2013-11-07 19:41:00.000   \n",
       "1      schadow1    13052  15482         100  2013-11-10 10:11:32.000   \n",
       "\n",
       "                 last_edit  \n",
       "0  2013-11-30 22:39:34.000  \n",
       "1  2018-02-17 09:30:33.000  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-26T13:01:43.313355Z",
     "start_time": "2019-09-26T13:01:43.306548Z"
    }
   },
   "outputs": [],
   "source": [
    "# Basic dataframe cleaning and maintenance\n",
    "users['first_edit'] = users.first_edit.apply(pd.Timestamp)\n",
    "users['last_edit']  = users.last_edit.apply(pd.Timestamp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-26T13:01:43.333785Z",
     "start_time": "2019-09-26T13:01:43.328301Z"
    }
   },
   "outputs": [],
   "source": [
    "users['first_day'] = users.first_edit.apply(pd.Timestamp.date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-26T13:01:43.582672Z",
     "start_time": "2019-09-26T13:01:43.352532Z"
    }
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1008x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 279,
       "width": 830
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = users.groupby('first_day').aggregate({'user':'count'}).plot(style='.', figsize=(14,4),legend=None)\n",
    "ax.set_title(\"Number of users active in the area\",fontsize=16)\n",
    "ax.set_xlabel(\"Date\"); ax.set_ylabel(\"Number of Users\");\n",
    "# ax.set_xlim(datetime.date(2012,1,1)); "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-26T13:01:43.798186Z",
     "start_time": "2019-09-26T13:01:43.597469Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1008x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 279,
       "width": 845
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = users.groupby('first_day').aggregate({'user':'count'}).cumsum().plot(figsize=(14,4),legend=None)\n",
    "ax.set_title(\"Number of users active in the area\",fontsize=16)\n",
    "ax.set_xlabel(\"Date\"); ax.set_ylabel(\"Number of Users (Cumulative)\")\n",
    "ax.set_xlim(datetime.date(2012,1,1)); "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-26T13:01:44.022490Z",
     "start_time": "2019-09-26T13:01:43.810934Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 269,
       "width": 856
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = users.groupby('first_edit').aggregate({'objects':'sum'}).cumsum().plot(figsize=(14,4))\n",
    "ax.set_title(\"Objects edited in Tacloban\",fontsize=16);\n",
    "ax.set_xlabel(\"Date\"); ax.set_ylabel(\"Object count (cumulative)\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As opposed to just _new buildings_, we can see that all edits in Tacloban follow a similar trend with the most activity happening around Typhoon Haiyan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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   "codemirror_mode": {
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    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
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     "delete_cmd_prefix": "rm(",
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     "varRefreshCmd": "cat(var_dic_list()) "
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   },
   "types_to_exclude": [
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}