diff --git a/notebooks/stride_tests.ipynb b/notebooks/stride_tests.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "heading_collapsed": true
+   },
+   "source": [
+    "# Install Stride"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "hidden": true
+   },
+   "source": [
+    "Documentation: https://open-bus-stride-api.hasadna.org.il/docs#/"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:04:14.232583Z",
+     "start_time": "2022-04-21T11:04:14.224588Z"
+    },
+    "hidden": true
+   },
+   "outputs": [],
+   "source": [
+    "# !pip install open-bus-stride-client"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:04:14.248596Z",
+     "start_time": "2022-04-21T11:04:14.236582Z"
+    },
+    "hidden": true
+   },
+   "outputs": [],
+   "source": [
+    "# !pip install --upgrade open-bus-stride-client"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "heading_collapsed": true
+   },
+   "source": [
+    "# Test1: plot siri_vehicle_locations on a map"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "heading_collapsed": true,
+    "hidden": true
+   },
+   "source": [
+    "## Imports & Functions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:04:15.473662Z",
+     "start_time": "2022-04-21T11:04:14.253571Z"
+    },
+    "hidden": true
+   },
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import stride\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "import datetime\n",
+    "from dateutil import tz\n",
+    "\n",
+    "import gmaps\n",
+    "\n",
+    "pd.options.display.max_rows = 1000\n",
+    "pd.options.display.max_columns = 1000\n",
+    "pd.options.display.max_colwidth = 1000\n",
+    "\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:04:15.489128Z",
+     "start_time": "2022-04-21T11:04:15.477664Z"
+    },
+    "hidden": true
+   },
+   "outputs": [],
+   "source": [
+    "# !jupyter nbextension enable --py gmaps\n",
+    "# !jupyter nbextension enable --py widgetsnbextension"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:04:15.504653Z",
+     "start_time": "2022-04-21T11:04:15.492130Z"
+    },
+    "hidden": true
+   },
+   "outputs": [],
+   "source": [
+    "gmaps.configure(api_key='************************')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:04:15.520721Z",
+     "start_time": "2022-04-21T11:04:15.507659Z"
+    },
+    "hidden": true
+   },
+   "outputs": [],
+   "source": [
+    "def localize_dates(data, dt_columns = []):\n",
+    "    data = data.copy()\n",
+    "    \n",
+    "    for c in dt_columns:\n",
+    "        data[c] = pd.to_datetime(data[c]).dt.tz_convert('Israel')\n",
+    "    \n",
+    "    return data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "heading_collapsed": true,
+    "hidden": true
+   },
+   "source": [
+    "## get data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:04:15.647016Z",
+     "start_time": "2022-04-21T11:04:15.523724Z"
+    },
+    "hidden": true
+   },
+   "outputs": [],
+   "source": [
+    "dt = datetime.datetime(2022,3, 18, tzinfo=tz.gettz('Israel'))\n",
+    "dt_str = str(dt.date())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:04:15.974093Z",
+     "start_time": "2022-04-21T11:04:15.652164Z"
+    },
+    "hidden": true
+   },
+   "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",
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+       "\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>id</th>\n",
+       "      <th>date</th>\n",
+       "      <th>line_ref</th>\n",
+       "      <th>operator_ref</th>\n",
+       "      <th>route_short_name</th>\n",
+       "      <th>route_long_name</th>\n",
+       "      <th>route_mkt</th>\n",
+       "      <th>route_direction</th>\n",
+       "      <th>route_alternative</th>\n",
+       "      <th>agency_name</th>\n",
+       "      <th>route_type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>27269</td>\n",
+       "      <td>2022-03-18</td>\n",
+       "      <td>12405</td>\n",
+       "      <td>3</td>\n",
+       "      <td>15</td>\n",
+       "      <td>תחנה תפעולית/ביטוח לאומי-ירושלים&lt;-&gt;האומן/ברעם-ירושלים-1#</td>\n",
+       "      <td>59015</td>\n",
+       "      <td>1</td>\n",
+       "      <td>#</td>\n",
+       "      <td>אגד</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>27270</td>\n",
+       "      <td>2022-03-18</td>\n",
+       "      <td>12406</td>\n",
+       "      <td>3</td>\n",
+       "      <td>15</td>\n",
+       "      <td>האומן/ברעם-ירושלים&lt;-&gt;שדרות יצחק רבין/נתנאל לורך-ירושלים-2#</td>\n",
+       "      <td>59015</td>\n",
+       "      <td>2</td>\n",
+       "      <td>#</td>\n",
+       "      <td>אגד</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      id        date  line_ref  operator_ref route_short_name  \\\n",
+       "0  27269  2022-03-18     12405             3               15   \n",
+       "1  27270  2022-03-18     12406             3               15   \n",
+       "\n",
+       "                                              route_long_name route_mkt  \\\n",
+       "0    תחנה תפעולית/ביטוח לאומי-ירושלים<->האומן/ברעם-ירושלים-1#     59015   \n",
+       "1  האומן/ברעם-ירושלים<->שדרות יצחק רבין/נתנאל לורך-ירושלים-2#     59015   \n",
+       "\n",
+       "  route_direction route_alternative agency_name route_type  \n",
+       "0               1                 #         אגד          3  \n",
+       "1               2                 #         אגד          3  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "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>id</th>\n",
+       "      <th>date</th>\n",
+       "      <th>line_ref</th>\n",
+       "      <th>operator_ref</th>\n",
+       "      <th>route_short_name</th>\n",
+       "      <th>route_long_name</th>\n",
+       "      <th>route_mkt</th>\n",
+       "      <th>route_direction</th>\n",
+       "      <th>route_alternative</th>\n",
+       "      <th>agency_name</th>\n",
+       "      <th>route_type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>26837</td>\n",
+       "      <td>2022-03-18</td>\n",
+       "      <td>10802</td>\n",
+       "      <td>3</td>\n",
+       "      <td>19</td>\n",
+       "      <td>כניסה ראשית/הדסה עין כרם-ירושלים&lt;-&gt;מסוף הר הצופים/מרטין בובר-ירושלים-1א</td>\n",
+       "      <td>15019</td>\n",
+       "      <td>1</td>\n",
+       "      <td>א</td>\n",
+       "      <td>אגד</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>26838</td>\n",
+       "      <td>2022-03-18</td>\n",
+       "      <td>10804</td>\n",
+       "      <td>3</td>\n",
+       "      <td>19</td>\n",
+       "      <td>מסוף הר הצופים/בנימין מזר-ירושלים&lt;-&gt;כניסה ראשית/הדסה עין כרם-ירושלים-2#</td>\n",
+       "      <td>15019</td>\n",
+       "      <td>2</td>\n",
+       "      <td>#</td>\n",
+       "      <td>אגד</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>26839</td>\n",
+       "      <td>2022-03-18</td>\n",
+       "      <td>10806</td>\n",
+       "      <td>3</td>\n",
+       "      <td>19</td>\n",
+       "      <td>מסוף אגד/צביה ויצחק-ירושלים&lt;-&gt;כניסה ראשית/הדסה עין כרם-ירושלים-2ב</td>\n",
+       "      <td>15019</td>\n",
+       "      <td>2</td>\n",
+       "      <td>ב</td>\n",
+       "      <td>אגד</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      id        date  line_ref  operator_ref route_short_name  \\\n",
+       "0  26837  2022-03-18     10802             3               19   \n",
+       "1  26838  2022-03-18     10804             3               19   \n",
+       "2  26839  2022-03-18     10806             3               19   \n",
+       "\n",
+       "                                                           route_long_name  \\\n",
+       "0  כניסה ראשית/הדסה עין כרם-ירושלים<->מסוף הר הצופים/מרטין בובר-ירושלים-1א   \n",
+       "1  מסוף הר הצופים/בנימין מזר-ירושלים<->כניסה ראשית/הדסה עין כרם-ירושלים-2#   \n",
+       "2        מסוף אגד/צביה ויצחק-ירושלים<->כניסה ראשית/הדסה עין כרם-ירושלים-2ב   \n",
+       "\n",
+       "  route_mkt route_direction route_alternative agency_name route_type  \n",
+       "0     15019               1                 א         אגד          3  \n",
+       "1     15019               2                 #         אגד          3  \n",
+       "2     15019               2                 ב         אגד          3  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "display(pd.DataFrame(stride.get('/gtfs_routes/list', {'route_short_name':15,\n",
+    "                                                            'agency_name': 'אגד',\n",
+    "                                                            'route_long_name_contains': 'ירושלים',\n",
+    "                                              'date_from': dt_str,\n",
+    "                                              'date_to': dt_str})))\n",
+    "\n",
+    "\n",
+    "display(pd.DataFrame(stride.get('/gtfs_routes/list', {'route_short_name':19,\n",
+    "                                                            'agency_name': 'אגד',\n",
+    "                                                            'route_long_name_contains': 'ירושלים',\n",
+    "                                              'date_from': dt_str,\n",
+    "                                              'date_to': dt_str})))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:04:30.315960Z",
+     "start_time": "2022-04-21T11:04:15.979051Z"
+    },
+    "hidden": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(2168, 22)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(2707, 22)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(4875, 22)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "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>id</th>\n",
+       "      <th>siri_snapshot_id</th>\n",
+       "      <th>siri_ride_stop_id</th>\n",
+       "      <th>recorded_at_time</th>\n",
+       "      <th>lon</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>bearing</th>\n",
+       "      <th>velocity</th>\n",
+       "      <th>distance_from_journey_start</th>\n",
+       "      <th>distance_from_siri_ride_stop_meters</th>\n",
+       "      <th>siri_snapshot__snapshot_id</th>\n",
+       "      <th>siri_route__id</th>\n",
+       "      <th>siri_route__line_ref</th>\n",
+       "      <th>siri_route__operator_ref</th>\n",
+       "      <th>siri_ride__id</th>\n",
+       "      <th>siri_ride__journey_ref</th>\n",
+       "      <th>siri_ride__scheduled_start_time</th>\n",
+       "      <th>siri_ride__vehicle_ref</th>\n",
+       "      <th>siri_ride__first_vehicle_location_id</th>\n",
+       "      <th>siri_ride__last_vehicle_location_id</th>\n",
+       "      <th>siri_ride__duration_minutes</th>\n",
+       "      <th>siri_ride__gtfs_ride_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>100511354</td>\n",
+       "      <td>32626</td>\n",
+       "      <td>48714207</td>\n",
+       "      <td>2022-03-18T14:41:03+00:00</td>\n",
+       "      <td>35.21199</td>\n",
+       "      <td>31.744764</td>\n",
+       "      <td>210</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8707</td>\n",
+       "      <td>4867.0</td>\n",
+       "      <td>2022/03/18/14/42</td>\n",
+       "      <td>1080</td>\n",
+       "      <td>12406</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1904879</td>\n",
+       "      <td>2022-03-18-37317044</td>\n",
+       "      <td>2022-03-18T13:30:00+00:00</td>\n",
+       "      <td>7813169</td>\n",
+       "      <td>99341924</td>\n",
+       "      <td>100511354</td>\n",
+       "      <td>74</td>\n",
+       "      <td>441196.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>100452051</td>\n",
+       "      <td>32605</td>\n",
+       "      <td>48714207</td>\n",
+       "      <td>2022-03-18T14:37:07+00:00</td>\n",
+       "      <td>35.21199</td>\n",
+       "      <td>31.744764</td>\n",
+       "      <td>210</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8707</td>\n",
+       "      <td>4867.0</td>\n",
+       "      <td>2022/03/18/14/38</td>\n",
+       "      <td>1080</td>\n",
+       "      <td>12406</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1904879</td>\n",
+       "      <td>2022-03-18-37317044</td>\n",
+       "      <td>2022-03-18T13:30:00+00:00</td>\n",
+       "      <td>7813169</td>\n",
+       "      <td>99341924</td>\n",
+       "      <td>100511354</td>\n",
+       "      <td>74</td>\n",
+       "      <td>441196.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>100406543</td>\n",
+       "      <td>32589</td>\n",
+       "      <td>48714207</td>\n",
+       "      <td>2022-03-18T14:34:10+00:00</td>\n",
+       "      <td>35.21199</td>\n",
+       "      <td>31.744764</td>\n",
+       "      <td>210</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8707</td>\n",
+       "      <td>4867.0</td>\n",
+       "      <td>2022/03/18/14/35</td>\n",
+       "      <td>1080</td>\n",
+       "      <td>12406</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1904879</td>\n",
+       "      <td>2022-03-18-37317044</td>\n",
+       "      <td>2022-03-18T13:30:00+00:00</td>\n",
+       "      <td>7813169</td>\n",
+       "      <td>99341924</td>\n",
+       "      <td>100511354</td>\n",
+       "      <td>74</td>\n",
+       "      <td>441196.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>100392511</td>\n",
+       "      <td>32583</td>\n",
+       "      <td>48714207</td>\n",
+       "      <td>2022-03-18T14:32:32+00:00</td>\n",
+       "      <td>35.21199</td>\n",
+       "      <td>31.744764</td>\n",
+       "      <td>210</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8707</td>\n",
+       "      <td>4867.0</td>\n",
+       "      <td>2022/03/18/14/34</td>\n",
+       "      <td>1080</td>\n",
+       "      <td>12406</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1904879</td>\n",
+       "      <td>2022-03-18-37317044</td>\n",
+       "      <td>2022-03-18T13:30:00+00:00</td>\n",
+       "      <td>7813169</td>\n",
+       "      <td>99341924</td>\n",
+       "      <td>100511354</td>\n",
+       "      <td>74</td>\n",
+       "      <td>441196.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>100375602</td>\n",
+       "      <td>32578</td>\n",
+       "      <td>48714207</td>\n",
+       "      <td>2022-03-18T14:32:32+00:00</td>\n",
+       "      <td>35.21199</td>\n",
+       "      <td>31.744764</td>\n",
+       "      <td>210</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8707</td>\n",
+       "      <td>4867.0</td>\n",
+       "      <td>2022/03/18/14/33</td>\n",
+       "      <td>1080</td>\n",
+       "      <td>12406</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1904879</td>\n",
+       "      <td>2022-03-18-37317044</td>\n",
+       "      <td>2022-03-18T13:30:00+00:00</td>\n",
+       "      <td>7813169</td>\n",
+       "      <td>99341924</td>\n",
+       "      <td>100511354</td>\n",
+       "      <td>74</td>\n",
+       "      <td>441196.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          id  siri_snapshot_id  siri_ride_stop_id           recorded_at_time  \\\n",
+       "0  100511354             32626           48714207  2022-03-18T14:41:03+00:00   \n",
+       "1  100452051             32605           48714207  2022-03-18T14:37:07+00:00   \n",
+       "2  100406543             32589           48714207  2022-03-18T14:34:10+00:00   \n",
+       "3  100392511             32583           48714207  2022-03-18T14:32:32+00:00   \n",
+       "4  100375602             32578           48714207  2022-03-18T14:32:32+00:00   \n",
+       "\n",
+       "        lon        lat  bearing  velocity  distance_from_journey_start  \\\n",
+       "0  35.21199  31.744764      210         0                         8707   \n",
+       "1  35.21199  31.744764      210         0                         8707   \n",
+       "2  35.21199  31.744764      210         0                         8707   \n",
+       "3  35.21199  31.744764      210         0                         8707   \n",
+       "4  35.21199  31.744764      210         0                         8707   \n",
+       "\n",
+       "   distance_from_siri_ride_stop_meters siri_snapshot__snapshot_id  \\\n",
+       "0                               4867.0           2022/03/18/14/42   \n",
+       "1                               4867.0           2022/03/18/14/38   \n",
+       "2                               4867.0           2022/03/18/14/35   \n",
+       "3                               4867.0           2022/03/18/14/34   \n",
+       "4                               4867.0           2022/03/18/14/33   \n",
+       "\n",
+       "   siri_route__id  siri_route__line_ref  siri_route__operator_ref  \\\n",
+       "0            1080                 12406                         3   \n",
+       "1            1080                 12406                         3   \n",
+       "2            1080                 12406                         3   \n",
+       "3            1080                 12406                         3   \n",
+       "4            1080                 12406                         3   \n",
+       "\n",
+       "   siri_ride__id siri_ride__journey_ref siri_ride__scheduled_start_time  \\\n",
+       "0        1904879    2022-03-18-37317044       2022-03-18T13:30:00+00:00   \n",
+       "1        1904879    2022-03-18-37317044       2022-03-18T13:30:00+00:00   \n",
+       "2        1904879    2022-03-18-37317044       2022-03-18T13:30:00+00:00   \n",
+       "3        1904879    2022-03-18-37317044       2022-03-18T13:30:00+00:00   \n",
+       "4        1904879    2022-03-18-37317044       2022-03-18T13:30:00+00:00   \n",
+       "\n",
+       "  siri_ride__vehicle_ref  siri_ride__first_vehicle_location_id  \\\n",
+       "0                7813169                              99341924   \n",
+       "1                7813169                              99341924   \n",
+       "2                7813169                              99341924   \n",
+       "3                7813169                              99341924   \n",
+       "4                7813169                              99341924   \n",
+       "\n",
+       "   siri_ride__last_vehicle_location_id  siri_ride__duration_minutes  \\\n",
+       "0                            100511354                           74   \n",
+       "1                            100511354                           74   \n",
+       "2                            100511354                           74   \n",
+       "3                            100511354                           74   \n",
+       "4                            100511354                           74   \n",
+       "\n",
+       "   siri_ride__gtfs_ride_id  \n",
+       "0                 441196.0  \n",
+       "1                 441196.0  \n",
+       "2                 441196.0  \n",
+       "3                 441196.0  \n",
+       "4                 441196.0  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "siri_vehicle_locations_15 = pd.DataFrame(stride.iterate('/siri_vehicle_locations/list', {\n",
+    "    'siri_routes__line_ref': '12406',\n",
+    "    'siri_rides__schedualed_start_time_from': dt,\n",
+    "    'siri_rides__schedualed_start_time_to': dt+datetime.timedelta(days=1),\n",
+    "    'order_by': 'recorded_at_time desc'\n",
+    "}, limit=1000000))\n",
+    "\n",
+    "display(siri_vehicle_locations_15.shape)\n",
+    "\n",
+    "\n",
+    "siri_vehicle_locations_19 = pd.DataFrame(stride.iterate('/siri_vehicle_locations/list', {\n",
+    "    'siri_routes__line_ref': '10802',\n",
+    "    'siri_rides__schedualed_start_time_from': dt,\n",
+    "    'siri_rides__schedualed_start_time_to': dt+datetime.timedelta(days=1),\n",
+    "    'order_by': 'recorded_at_time desc'\n",
+    "}, limit=1000000))\n",
+    "\n",
+    "display(siri_vehicle_locations_19.shape)\n",
+    "\n",
+    "\n",
+    "\n",
+    "siri_vehicle_locations = siri_vehicle_locations_15.append(siri_vehicle_locations_19)\n",
+    "\n",
+    "display(siri_vehicle_locations.shape)\n",
+    "\n",
+    "siri_vehicle_locations.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:04:30.539262Z",
+     "start_time": "2022-04-21T11:04:30.318956Z"
+    },
+    "hidden": true
+   },
+   "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>id</th>\n",
+       "      <th>siri_snapshot_id</th>\n",
+       "      <th>siri_ride_stop_id</th>\n",
+       "      <th>recorded_at_time</th>\n",
+       "      <th>lon</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>bearing</th>\n",
+       "      <th>velocity</th>\n",
+       "      <th>distance_from_journey_start</th>\n",
+       "      <th>distance_from_siri_ride_stop_meters</th>\n",
+       "      <th>siri_snapshot__snapshot_id</th>\n",
+       "      <th>siri_route__id</th>\n",
+       "      <th>siri_route__line_ref</th>\n",
+       "      <th>siri_route__operator_ref</th>\n",
+       "      <th>siri_ride__id</th>\n",
+       "      <th>siri_ride__journey_ref</th>\n",
+       "      <th>siri_ride__scheduled_start_time</th>\n",
+       "      <th>siri_ride__vehicle_ref</th>\n",
+       "      <th>siri_ride__first_vehicle_location_id</th>\n",
+       "      <th>siri_ride__last_vehicle_location_id</th>\n",
+       "      <th>siri_ride__duration_minutes</th>\n",
+       "      <th>siri_ride__gtfs_ride_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>100511354</td>\n",
+       "      <td>32626</td>\n",
+       "      <td>48714207</td>\n",
+       "      <td>2022-03-18 16:41:03+02:00</td>\n",
+       "      <td>35.21199</td>\n",
+       "      <td>31.744764</td>\n",
+       "      <td>210</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8707</td>\n",
+       "      <td>4867.0</td>\n",
+       "      <td>2022/03/18/14/42</td>\n",
+       "      <td>1080</td>\n",
+       "      <td>12406</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1904879</td>\n",
+       "      <td>2022-03-18-37317044</td>\n",
+       "      <td>2022-03-18 15:30:00+02:00</td>\n",
+       "      <td>7813169</td>\n",
+       "      <td>99341924</td>\n",
+       "      <td>100511354</td>\n",
+       "      <td>74</td>\n",
+       "      <td>441196.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>100452051</td>\n",
+       "      <td>32605</td>\n",
+       "      <td>48714207</td>\n",
+       "      <td>2022-03-18 16:37:07+02:00</td>\n",
+       "      <td>35.21199</td>\n",
+       "      <td>31.744764</td>\n",
+       "      <td>210</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8707</td>\n",
+       "      <td>4867.0</td>\n",
+       "      <td>2022/03/18/14/38</td>\n",
+       "      <td>1080</td>\n",
+       "      <td>12406</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1904879</td>\n",
+       "      <td>2022-03-18-37317044</td>\n",
+       "      <td>2022-03-18 15:30:00+02:00</td>\n",
+       "      <td>7813169</td>\n",
+       "      <td>99341924</td>\n",
+       "      <td>100511354</td>\n",
+       "      <td>74</td>\n",
+       "      <td>441196.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>100406543</td>\n",
+       "      <td>32589</td>\n",
+       "      <td>48714207</td>\n",
+       "      <td>2022-03-18 16:34:10+02:00</td>\n",
+       "      <td>35.21199</td>\n",
+       "      <td>31.744764</td>\n",
+       "      <td>210</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8707</td>\n",
+       "      <td>4867.0</td>\n",
+       "      <td>2022/03/18/14/35</td>\n",
+       "      <td>1080</td>\n",
+       "      <td>12406</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1904879</td>\n",
+       "      <td>2022-03-18-37317044</td>\n",
+       "      <td>2022-03-18 15:30:00+02:00</td>\n",
+       "      <td>7813169</td>\n",
+       "      <td>99341924</td>\n",
+       "      <td>100511354</td>\n",
+       "      <td>74</td>\n",
+       "      <td>441196.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>100392511</td>\n",
+       "      <td>32583</td>\n",
+       "      <td>48714207</td>\n",
+       "      <td>2022-03-18 16:32:32+02:00</td>\n",
+       "      <td>35.21199</td>\n",
+       "      <td>31.744764</td>\n",
+       "      <td>210</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8707</td>\n",
+       "      <td>4867.0</td>\n",
+       "      <td>2022/03/18/14/34</td>\n",
+       "      <td>1080</td>\n",
+       "      <td>12406</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1904879</td>\n",
+       "      <td>2022-03-18-37317044</td>\n",
+       "      <td>2022-03-18 15:30:00+02:00</td>\n",
+       "      <td>7813169</td>\n",
+       "      <td>99341924</td>\n",
+       "      <td>100511354</td>\n",
+       "      <td>74</td>\n",
+       "      <td>441196.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>100375602</td>\n",
+       "      <td>32578</td>\n",
+       "      <td>48714207</td>\n",
+       "      <td>2022-03-18 16:32:32+02:00</td>\n",
+       "      <td>35.21199</td>\n",
+       "      <td>31.744764</td>\n",
+       "      <td>210</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8707</td>\n",
+       "      <td>4867.0</td>\n",
+       "      <td>2022/03/18/14/33</td>\n",
+       "      <td>1080</td>\n",
+       "      <td>12406</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1904879</td>\n",
+       "      <td>2022-03-18-37317044</td>\n",
+       "      <td>2022-03-18 15:30:00+02:00</td>\n",
+       "      <td>7813169</td>\n",
+       "      <td>99341924</td>\n",
+       "      <td>100511354</td>\n",
+       "      <td>74</td>\n",
+       "      <td>441196.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          id  siri_snapshot_id  siri_ride_stop_id          recorded_at_time  \\\n",
+       "0  100511354             32626           48714207 2022-03-18 16:41:03+02:00   \n",
+       "1  100452051             32605           48714207 2022-03-18 16:37:07+02:00   \n",
+       "2  100406543             32589           48714207 2022-03-18 16:34:10+02:00   \n",
+       "3  100392511             32583           48714207 2022-03-18 16:32:32+02:00   \n",
+       "4  100375602             32578           48714207 2022-03-18 16:32:32+02:00   \n",
+       "\n",
+       "        lon        lat  bearing  velocity  distance_from_journey_start  \\\n",
+       "0  35.21199  31.744764      210         0                         8707   \n",
+       "1  35.21199  31.744764      210         0                         8707   \n",
+       "2  35.21199  31.744764      210         0                         8707   \n",
+       "3  35.21199  31.744764      210         0                         8707   \n",
+       "4  35.21199  31.744764      210         0                         8707   \n",
+       "\n",
+       "   distance_from_siri_ride_stop_meters siri_snapshot__snapshot_id  \\\n",
+       "0                               4867.0           2022/03/18/14/42   \n",
+       "1                               4867.0           2022/03/18/14/38   \n",
+       "2                               4867.0           2022/03/18/14/35   \n",
+       "3                               4867.0           2022/03/18/14/34   \n",
+       "4                               4867.0           2022/03/18/14/33   \n",
+       "\n",
+       "   siri_route__id  siri_route__line_ref  siri_route__operator_ref  \\\n",
+       "0            1080                 12406                         3   \n",
+       "1            1080                 12406                         3   \n",
+       "2            1080                 12406                         3   \n",
+       "3            1080                 12406                         3   \n",
+       "4            1080                 12406                         3   \n",
+       "\n",
+       "   siri_ride__id siri_ride__journey_ref siri_ride__scheduled_start_time  \\\n",
+       "0        1904879    2022-03-18-37317044       2022-03-18 15:30:00+02:00   \n",
+       "1        1904879    2022-03-18-37317044       2022-03-18 15:30:00+02:00   \n",
+       "2        1904879    2022-03-18-37317044       2022-03-18 15:30:00+02:00   \n",
+       "3        1904879    2022-03-18-37317044       2022-03-18 15:30:00+02:00   \n",
+       "4        1904879    2022-03-18-37317044       2022-03-18 15:30:00+02:00   \n",
+       "\n",
+       "  siri_ride__vehicle_ref  siri_ride__first_vehicle_location_id  \\\n",
+       "0                7813169                              99341924   \n",
+       "1                7813169                              99341924   \n",
+       "2                7813169                              99341924   \n",
+       "3                7813169                              99341924   \n",
+       "4                7813169                              99341924   \n",
+       "\n",
+       "   siri_ride__last_vehicle_location_id  siri_ride__duration_minutes  \\\n",
+       "0                            100511354                           74   \n",
+       "1                            100511354                           74   \n",
+       "2                            100511354                           74   \n",
+       "3                            100511354                           74   \n",
+       "4                            100511354                           74   \n",
+       "\n",
+       "   siri_ride__gtfs_ride_id  \n",
+       "0                 441196.0  \n",
+       "1                 441196.0  \n",
+       "2                 441196.0  \n",
+       "3                 441196.0  \n",
+       "4                 441196.0  "
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "### localize dates\n",
+    "\n",
+    "dt_columns = ['recorded_at_time','siri_ride__scheduled_start_time']\n",
+    "\n",
+    "siri_vehicle_locations = localize_dates(siri_vehicle_locations, dt_columns)\n",
+    "\n",
+    "siri_vehicle_locations.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-03-05T22:44:22.309839Z",
+     "start_time": "2022-03-05T22:44:22.297843Z"
+    },
+    "heading_collapsed": true,
+    "hidden": true
+   },
+   "source": [
+    "## plot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:04:30.585784Z",
+     "start_time": "2022-04-21T11:04:30.545262Z"
+    },
+    "hidden": true
+   },
+   "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>siri_route__line_ref</th>\n",
+       "      <th>10802</th>\n",
+       "      <th>12406</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>siri_ride__scheduled_start_time</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>00:00:00</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>28.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>00:10:00</th>\n",
+       "      <td>49.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>00:20:00</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>13.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>00:30:00</th>\n",
+       "      <td>43.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01:00:00</th>\n",
+       "      <td>50.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01:31:00</th>\n",
+       "      <td>49.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01:56:00</th>\n",
+       "      <td>44.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>05:30:00</th>\n",
+       "      <td>39.0</td>\n",
+       "      <td>27.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>05:45:00</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>26.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>05:50:00</th>\n",
+       "      <td>44.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>06:00:00</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>25.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>06:10:00</th>\n",
+       "      <td>49.0</td>\n",
+       "      <td>27.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "siri_route__line_ref             10802  12406\n",
+       "siri_ride__scheduled_start_time              \n",
+       "00:00:00                           NaN   28.0\n",
+       "00:10:00                          49.0    NaN\n",
+       "00:20:00                           NaN   13.0\n",
+       "00:30:00                          43.0    NaN\n",
+       "01:00:00                          50.0    NaN\n",
+       "01:31:00                          49.0    NaN\n",
+       "01:56:00                          44.0    NaN\n",
+       "05:30:00                          39.0   27.0\n",
+       "05:45:00                           NaN   26.0\n",
+       "05:50:00                          44.0    NaN\n",
+       "06:00:00                           NaN   25.0\n",
+       "06:10:00                          49.0   27.0"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "siri_vehicle_locations.siri_route__line_ref.groupby(\n",
+    "        siri_vehicle_locations.siri_ride__scheduled_start_time.dt.time).value_counts().sort_index().unstack().head(12)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:04:30.791969Z",
+     "start_time": "2022-04-21T11:04:30.589737Z"
+    },
+    "hidden": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "103ec70d14bb4fb4a9def5934626fc6f",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Figure(layout=FigureLayout(height='420px'))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "### filter data for ploting\n",
+    "data2plot = siri_vehicle_locations[siri_vehicle_locations.siri_ride__scheduled_start_time.dt.time.astype(str)=='05:30:00'\n",
+    "                                  ][['siri_ride__scheduled_start_time', 'siri_route__line_ref',\n",
+    "                                     'id','recorded_at_time','lat','lon']]\n",
+    "\n",
+    "### reset column names\n",
+    "data2plot.rename(columns={'siri_ride__scheduled_start_time': 'scheduled_start_time',\n",
+    "                          'siri_route__line_ref': 'line_ref'}, inplace=True)\n",
+    "\n",
+    "### get locations (lat,lon)\n",
+    "locations = data2plot.apply(lambda x: (x.lat, x.lon), axis=1)\n",
+    "\n",
+    "### generate location information data\n",
+    "info_box_template = \"\"\"\n",
+    "<dl>\n",
+    "<dt>ID</dt><dd>{id}</dd>\n",
+    "<dt>LineRef</dt><dd>{line_ref}</dd>\n",
+    "<dt>ScheduledStartTime</dt><dd>{scheduled_start_time}</dd>\n",
+    "<dt>RecordedAtTime</dt><dd>{recorded_at_time}</dd>\n",
+    "</dl>\n",
+    "\"\"\"\n",
+    "\n",
+    "data2plot_lst = []\n",
+    "\n",
+    "for i in data2plot.index:\n",
+    "    d = {}\n",
+    "    for c in data2plot.columns:\n",
+    "        d[c] = data2plot[c].loc[i]\n",
+    "        \n",
+    "    data2plot_lst.append(d)\n",
+    "\n",
+    "info = [info_box_template.format(**pt) for pt in data2plot_lst]\n",
+    "\n",
+    "### plot\n",
+    "marker_layer = gmaps.marker_layer(locations, info_box_content=info)\n",
+    "fig = gmaps.figure()\n",
+    "fig.add_layer(marker_layer)\n",
+    "\n",
+    "# heatmap_layer = gmaps.heatmap_layer(locations)\n",
+    "# fig.add_layer(heatmap_layer)\n",
+    "\n",
+    "fig"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-03-01T22:16:05.120545Z",
+     "start_time": "2022-03-01T22:16:04.940648Z"
+    },
+    "heading_collapsed": true
+   },
+   "source": [
+    "# Test2: SIRI raw data vs Stride siri_vehicle_locations"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-03-01T22:29:35.451402Z",
+     "start_time": "2022-03-01T22:29:35.427412Z"
+    },
+    "heading_collapsed": true,
+    "hidden": true
+   },
+   "source": [
+    "## Imports & Functions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:04:30.823948Z",
+     "start_time": "2022-04-21T11:04:30.794965Z"
+    },
+    "hidden": true
+   },
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import brotli\n",
+    "import urllib.request\n",
+    "\n",
+    "def extract_siri(yyyy, mm, dd, HH, MM,\n",
+    "                base_path = \"https://openbus-stride-public.s3.eu-west-1.amazonaws.com/stride-siri-requester\"):\n",
+    "    \n",
+    "    ### get and extract br file\n",
+    "    file_path = f\"{base_path}/{yyyy}/{mm}/{dd}/{HH}/{MM}.br\"\n",
+    "    print(file_path)\n",
+    "    with urllib.request.urlopen(file_path) as response:\n",
+    "        siri_points = eval(brotli.decompress(response.read())\n",
+    "                        )['Siri']['ServiceDelivery']['StopMonitoringDelivery'][0]['MonitoredStopVisit']\n",
+    "    \n",
+    "    ### set result df\n",
+    "    siri_df = pd.DataFrame(columns=['RecordedAtTime','LineRef','OperatorRef',\n",
+    "                                   'OriginAimedDepartureTime','Longitude','Latitude',\n",
+    "                                   'VehicleRef'])\n",
+    "    \n",
+    "    for i,j in enumerate(siri_points):\n",
+    "        siri_df.loc[i] = None\n",
+    "        siri_df.loc[i]['RecordedAtTime'] = siri_points[i]['RecordedAtTime']\n",
+    "        siri_df.loc[i]['LineRef'] = siri_points[i]['MonitoredVehicleJourney']['LineRef']\n",
+    "        siri_df.loc[i]['OperatorRef'] = siri_points[i]['MonitoredVehicleJourney']['OperatorRef']\n",
+    "        siri_df.loc[i]['OriginAimedDepartureTime'] = siri_points[i]['MonitoredVehicleJourney']['OriginAimedDepartureTime']\n",
+    "        siri_df.loc[i]['VehicleRef'] = siri_points[i]['MonitoredVehicleJourney']['VehicleRef']\n",
+    "        \n",
+    "        if 'VehicleLocation' in siri_points[i]['MonitoredVehicleJourney']:\n",
+    "            siri_df.loc[i]['Longitude'] = siri_points[i]['MonitoredVehicleJourney']['VehicleLocation']['Longitude']\n",
+    "            siri_df.loc[i]['Latitude'] = siri_points[i]['MonitoredVehicleJourney']['VehicleLocation']['Latitude']\n",
+    "    \n",
+    "    ### set dtypes\n",
+    "    siri_df['RecordedAtTime'] = pd.to_datetime(siri_df['RecordedAtTime']).dt.tz_convert('Israel')\n",
+    "    siri_df['LineRef'] = siri_df['LineRef'].astype(int)\n",
+    "    siri_df['OperatorRef'] = siri_df['OperatorRef'].astype(int)\n",
+    "    siri_df['OriginAimedDepartureTime'] = pd.to_datetime(siri_df['OriginAimedDepartureTime']).dt.tz_convert('Israel')\n",
+    "    siri_df['Longitude'] = siri_df['Longitude'].astype(float)\n",
+    "    siri_df['Latitude'] = siri_df['Latitude'].astype(float)\n",
+    "    \n",
+    "    \n",
+    "    return siri_df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "heading_collapsed": true,
+    "hidden": true
+   },
+   "source": [
+    "## Get raw data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:06:36.628198Z",
+     "start_time": "2022-04-21T11:04:30.826947Z"
+    },
+    "hidden": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://openbus-stride-public.s3.eu-west-1.amazonaws.com/stride-siri-requester/2022/04/14/09/00.br\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(5084, 8)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://openbus-stride-public.s3.eu-west-1.amazonaws.com/stride-siri-requester/2022/04/14/09/01.br\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(10256, 8)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://openbus-stride-public.s3.eu-west-1.amazonaws.com/stride-siri-requester/2022/04/14/09/02.br\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(15427, 8)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://openbus-stride-public.s3.eu-west-1.amazonaws.com/stride-siri-requester/2022/04/14/09/03.br\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(20548, 8)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://openbus-stride-public.s3.eu-west-1.amazonaws.com/stride-siri-requester/2022/04/14/09/04.br\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(25604, 8)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://openbus-stride-public.s3.eu-west-1.amazonaws.com/stride-siri-requester/2022/04/14/09/05.br\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(30603, 8)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "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>RecordedAtTime</th>\n",
+       "      <th>LineRef</th>\n",
+       "      <th>OperatorRef</th>\n",
+       "      <th>OriginAimedDepartureTime</th>\n",
+       "      <th>Longitude</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>VehicleRef</th>\n",
+       "      <th>file</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2022-04-14 11:59:39+03:00</td>\n",
+       "      <td>3916</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:30:00+03:00</td>\n",
+       "      <td>35.048725</td>\n",
+       "      <td>32.766769</td>\n",
+       "      <td>7704369</td>\n",
+       "      <td>2022/04/14/09/00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2022-04-14 11:59:36+03:00</td>\n",
+       "      <td>3918</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:15:00+03:00</td>\n",
+       "      <td>35.026424</td>\n",
+       "      <td>32.778793</td>\n",
+       "      <td>7789069</td>\n",
+       "      <td>2022/04/14/09/00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2022-04-14 11:59:31+03:00</td>\n",
+       "      <td>3918</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:45:00+03:00</td>\n",
+       "      <td>35.046074</td>\n",
+       "      <td>32.760738</td>\n",
+       "      <td>7723769</td>\n",
+       "      <td>2022/04/14/09/00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2022-04-14 11:59:35+03:00</td>\n",
+       "      <td>10298</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:45:00+03:00</td>\n",
+       "      <td>34.727573</td>\n",
+       "      <td>31.647406</td>\n",
+       "      <td>8886401</td>\n",
+       "      <td>2022/04/14/09/00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2022-04-14 11:59:37+03:00</td>\n",
+       "      <td>10295</td>\n",
+       "      <td>15</td>\n",
+       "      <td>2022-04-14 10:30:00+03:00</td>\n",
+       "      <td>34.593292</td>\n",
+       "      <td>31.423051</td>\n",
+       "      <td>77400202</td>\n",
+       "      <td>2022/04/14/09/00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             RecordedAtTime  LineRef  OperatorRef  OriginAimedDepartureTime  \\\n",
+       "0 2022-04-14 11:59:39+03:00     3916            3 2022-04-14 11:30:00+03:00   \n",
+       "1 2022-04-14 11:59:36+03:00     3918            3 2022-04-14 11:15:00+03:00   \n",
+       "2 2022-04-14 11:59:31+03:00     3918            3 2022-04-14 11:45:00+03:00   \n",
+       "3 2022-04-14 11:59:35+03:00    10298            3 2022-04-14 11:45:00+03:00   \n",
+       "4 2022-04-14 11:59:37+03:00    10295           15 2022-04-14 10:30:00+03:00   \n",
+       "\n",
+       "   Longitude   Latitude VehicleRef              file  \n",
+       "0  35.048725  32.766769    7704369  2022/04/14/09/00  \n",
+       "1  35.026424  32.778793    7789069  2022/04/14/09/00  \n",
+       "2  35.046074  32.760738    7723769  2022/04/14/09/00  \n",
+       "3  34.727573  31.647406    8886401  2022/04/14/09/00  \n",
+       "4  34.593292  31.423051   77400202  2022/04/14/09/00  "
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "yyyy = \"2022\"\n",
+    "mm = \"04\"\n",
+    "dd = \"14\"\n",
+    "hour = \"09\"\n",
+    "minutes = [\"00\",\"01\",\"02\",\"03\",\"04\",\"05\"]\n",
+    "\n",
+    "for i in minutes:\n",
+    "    \n",
+    "    res = extract_siri(yyyy, mm, dd, hour, i)\n",
+    "    res['file'] = f\"{yyyy}/{mm}/{dd}/{hour}/{i}\"\n",
+    "    \n",
+    "    if minutes.index(i) == 0:\n",
+    "        siri_source = res.copy()\n",
+    "    else:\n",
+    "        siri_source = siri_source.append(res)\n",
+    "\n",
+    "    display(siri_source.shape)\n",
+    "\n",
+    "siri_source.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:06:36.644193Z",
+     "start_time": "2022-04-21T11:06:36.631221Z"
+    },
+    "hidden": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "3     8484\n",
+       "5     4021\n",
+       "18    3487\n",
+       "15    2793\n",
+       "25    2052\n",
+       "Name: OperatorRef, dtype: int64"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "siri_source.OperatorRef.value_counts().head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:06:36.756036Z",
+     "start_time": "2022-04-21T11:06:36.649190Z"
+    },
+    "hidden": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "12:00:00    1150\n",
+       "11:55:00     588\n",
+       "12:02:37     299\n",
+       "12:02:38     263\n",
+       "12:00:38     260\n",
+       "11:59:38     259\n",
+       "11:59:37     247\n",
+       "12:02:36     246\n",
+       "12:03:36     244\n",
+       "12:03:37     243\n",
+       "Name: RecordedAtTime, dtype: int64"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.to_datetime(siri_source.RecordedAtTime).dt.time.value_counts().head(10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-03-01T22:00:11.254243Z",
+     "start_time": "2022-03-01T22:00:11.203252Z"
+    },
+    "heading_collapsed": true,
+    "hidden": true
+   },
+   "source": [
+    "## Compare with Stride data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:11:09.521897Z",
+     "start_time": "2022-04-21T11:06:36.759014Z"
+    },
+    "hidden": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(31410, 22)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "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>id</th>\n",
+       "      <th>siri_snapshot_id</th>\n",
+       "      <th>siri_ride_stop_id</th>\n",
+       "      <th>recorded_at_time</th>\n",
+       "      <th>lon</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>bearing</th>\n",
+       "      <th>velocity</th>\n",
+       "      <th>distance_from_journey_start</th>\n",
+       "      <th>distance_from_siri_ride_stop_meters</th>\n",
+       "      <th>siri_snapshot__snapshot_id</th>\n",
+       "      <th>siri_route__id</th>\n",
+       "      <th>siri_route__line_ref</th>\n",
+       "      <th>siri_route__operator_ref</th>\n",
+       "      <th>siri_ride__id</th>\n",
+       "      <th>siri_ride__journey_ref</th>\n",
+       "      <th>siri_ride__scheduled_start_time</th>\n",
+       "      <th>siri_ride__vehicle_ref</th>\n",
+       "      <th>siri_ride__first_vehicle_location_id</th>\n",
+       "      <th>siri_ride__last_vehicle_location_id</th>\n",
+       "      <th>siri_ride__duration_minutes</th>\n",
+       "      <th>siri_ride__gtfs_ride_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>252934168</td>\n",
+       "      <td>82487</td>\n",
+       "      <td>122852930</td>\n",
+       "      <td>2022-04-14T09:00:35+00:00</td>\n",
+       "      <td>35.050468</td>\n",
+       "      <td>32.763882</td>\n",
+       "      <td>202</td>\n",
+       "      <td>32</td>\n",
+       "      <td>11295</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3916</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4809932</td>\n",
+       "      <td>2022-04-14-16153305</td>\n",
+       "      <td>2022-04-14T08:30:00+00:00</td>\n",
+       "      <td>7704369</td>\n",
+       "      <td>252783045</td>\n",
+       "      <td>252999811</td>\n",
+       "      <td>45</td>\n",
+       "      <td>5077708.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>252934169</td>\n",
+       "      <td>82487</td>\n",
+       "      <td>122852931</td>\n",
+       "      <td>2022-04-14T09:00:40+00:00</td>\n",
+       "      <td>35.023163</td>\n",
+       "      <td>32.782009</td>\n",
+       "      <td>284</td>\n",
+       "      <td>44</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3916</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4812918</td>\n",
+       "      <td>2022-04-14-9832116</td>\n",
+       "      <td>2022-04-14T09:00:00+00:00</td>\n",
+       "      <td>7723569</td>\n",
+       "      <td>252934169</td>\n",
+       "      <td>253252540</td>\n",
+       "      <td>61</td>\n",
+       "      <td>5077709.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>252934170</td>\n",
+       "      <td>82487</td>\n",
+       "      <td>122852932</td>\n",
+       "      <td>2022-04-14T09:00:33+00:00</td>\n",
+       "      <td>35.023861</td>\n",
+       "      <td>32.780495</td>\n",
+       "      <td>282</td>\n",
+       "      <td>14</td>\n",
+       "      <td>18801</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3918</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4808392</td>\n",
+       "      <td>2022-04-14-10015338</td>\n",
+       "      <td>2022-04-14T08:15:00+00:00</td>\n",
+       "      <td>7789069</td>\n",
+       "      <td>252709213</td>\n",
+       "      <td>252969506</td>\n",
+       "      <td>54</td>\n",
+       "      <td>5069399.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>252934171</td>\n",
+       "      <td>82487</td>\n",
+       "      <td>122852933</td>\n",
+       "      <td>2022-04-14T09:00:38+00:00</td>\n",
+       "      <td>35.047249</td>\n",
+       "      <td>32.762596</td>\n",
+       "      <td>18</td>\n",
+       "      <td>25</td>\n",
+       "      <td>7052</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3918</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4810802</td>\n",
+       "      <td>2022-04-14-10382494</td>\n",
+       "      <td>2022-04-14T08:45:00+00:00</td>\n",
+       "      <td>7723769</td>\n",
+       "      <td>252837167</td>\n",
+       "      <td>253156752</td>\n",
+       "      <td>64</td>\n",
+       "      <td>5067780.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>252934172</td>\n",
+       "      <td>82487</td>\n",
+       "      <td>122850738</td>\n",
+       "      <td>2022-04-14T09:00:40+00:00</td>\n",
+       "      <td>34.709671</td>\n",
+       "      <td>31.645548</td>\n",
+       "      <td>250</td>\n",
+       "      <td>90</td>\n",
+       "      <td>10908</td>\n",
+       "      <td>1967.0</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>3990</td>\n",
+       "      <td>10298</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4810803</td>\n",
+       "      <td>2022-04-14-12479321</td>\n",
+       "      <td>2022-04-14T08:45:00+00:00</td>\n",
+       "      <td>8886401</td>\n",
+       "      <td>252837168</td>\n",
+       "      <td>253130028</td>\n",
+       "      <td>59</td>\n",
+       "      <td>5107396.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          id  siri_snapshot_id  siri_ride_stop_id           recorded_at_time  \\\n",
+       "0  252934168             82487          122852930  2022-04-14T09:00:35+00:00   \n",
+       "1  252934169             82487          122852931  2022-04-14T09:00:40+00:00   \n",
+       "2  252934170             82487          122852932  2022-04-14T09:00:33+00:00   \n",
+       "3  252934171             82487          122852933  2022-04-14T09:00:38+00:00   \n",
+       "4  252934172             82487          122850738  2022-04-14T09:00:40+00:00   \n",
+       "\n",
+       "         lon        lat  bearing  velocity  distance_from_journey_start  \\\n",
+       "0  35.050468  32.763882      202        32                        11295   \n",
+       "1  35.023163  32.782009      284        44                            0   \n",
+       "2  35.023861  32.780495      282        14                        18801   \n",
+       "3  35.047249  32.762596       18        25                         7052   \n",
+       "4  34.709671  31.645548      250        90                        10908   \n",
+       "\n",
+       "   distance_from_siri_ride_stop_meters siri_snapshot__snapshot_id  \\\n",
+       "0                                 16.0           2022/04/14/09/01   \n",
+       "1                                  NaN           2022/04/14/09/01   \n",
+       "2                                 83.0           2022/04/14/09/01   \n",
+       "3                                 67.0           2022/04/14/09/01   \n",
+       "4                               1967.0           2022/04/14/09/01   \n",
+       "\n",
+       "   siri_route__id  siri_route__line_ref  siri_route__operator_ref  \\\n",
+       "0               1                  3916                         3   \n",
+       "1               1                  3916                         3   \n",
+       "2               2                  3918                         3   \n",
+       "3               2                  3918                         3   \n",
+       "4            3990                 10298                         3   \n",
+       "\n",
+       "   siri_ride__id siri_ride__journey_ref siri_ride__scheduled_start_time  \\\n",
+       "0        4809932    2022-04-14-16153305       2022-04-14T08:30:00+00:00   \n",
+       "1        4812918     2022-04-14-9832116       2022-04-14T09:00:00+00:00   \n",
+       "2        4808392    2022-04-14-10015338       2022-04-14T08:15:00+00:00   \n",
+       "3        4810802    2022-04-14-10382494       2022-04-14T08:45:00+00:00   \n",
+       "4        4810803    2022-04-14-12479321       2022-04-14T08:45:00+00:00   \n",
+       "\n",
+       "  siri_ride__vehicle_ref  siri_ride__first_vehicle_location_id  \\\n",
+       "0                7704369                             252783045   \n",
+       "1                7723569                             252934169   \n",
+       "2                7789069                             252709213   \n",
+       "3                7723769                             252837167   \n",
+       "4                8886401                             252837168   \n",
+       "\n",
+       "   siri_ride__last_vehicle_location_id  siri_ride__duration_minutes  \\\n",
+       "0                            252999811                           45   \n",
+       "1                            253252540                           61   \n",
+       "2                            252969506                           54   \n",
+       "3                            253156752                           64   \n",
+       "4                            253130028                           59   \n",
+       "\n",
+       "   siri_ride__gtfs_ride_id  \n",
+       "0                5077708.0  \n",
+       "1                5077709.0  \n",
+       "2                5069399.0  \n",
+       "3                5067780.0  \n",
+       "4                5107396.0  "
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "siri_vehicle_locations = pd.DataFrame(stride.iterate('/siri_vehicle_locations/list', {\n",
+    "    'recorded_at_time_from': datetime.datetime(int(yyyy),int(mm), int(dd), int(hour), int(minutes[0]),\n",
+    "                                                                                   tzinfo=tz.gettz('UTC')),\n",
+    "    'recorded_at_time_to': datetime.datetime(int(yyyy),int(mm), int(dd), int(hour), int(minutes[len(minutes)-1])+1,\n",
+    "                                                                                    tzinfo=tz.gettz('UTC'))\n",
+    "}, limit=100000))\n",
+    "\n",
+    "display(siri_vehicle_locations.shape)\n",
+    "\n",
+    "siri_vehicle_locations.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:11:09.631842Z",
+     "start_time": "2022-04-21T11:11:09.524900Z"
+    },
+    "hidden": true
+   },
+   "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>id</th>\n",
+       "      <th>siri_snapshot_id</th>\n",
+       "      <th>siri_ride_stop_id</th>\n",
+       "      <th>recorded_at_time</th>\n",
+       "      <th>lon</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>bearing</th>\n",
+       "      <th>velocity</th>\n",
+       "      <th>distance_from_journey_start</th>\n",
+       "      <th>distance_from_siri_ride_stop_meters</th>\n",
+       "      <th>siri_snapshot__snapshot_id</th>\n",
+       "      <th>siri_route__id</th>\n",
+       "      <th>siri_route__line_ref</th>\n",
+       "      <th>siri_route__operator_ref</th>\n",
+       "      <th>siri_ride__id</th>\n",
+       "      <th>siri_ride__journey_ref</th>\n",
+       "      <th>siri_ride__scheduled_start_time</th>\n",
+       "      <th>siri_ride__vehicle_ref</th>\n",
+       "      <th>siri_ride__first_vehicle_location_id</th>\n",
+       "      <th>siri_ride__last_vehicle_location_id</th>\n",
+       "      <th>siri_ride__duration_minutes</th>\n",
+       "      <th>siri_ride__gtfs_ride_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>252934168</td>\n",
+       "      <td>82487</td>\n",
+       "      <td>122852930</td>\n",
+       "      <td>2022-04-14 12:00:35+03:00</td>\n",
+       "      <td>35.050468</td>\n",
+       "      <td>32.763882</td>\n",
+       "      <td>202</td>\n",
+       "      <td>32</td>\n",
+       "      <td>11295</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3916</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4809932</td>\n",
+       "      <td>2022-04-14-16153305</td>\n",
+       "      <td>2022-04-14 11:30:00+03:00</td>\n",
+       "      <td>7704369</td>\n",
+       "      <td>252783045</td>\n",
+       "      <td>252999811</td>\n",
+       "      <td>45</td>\n",
+       "      <td>5077708.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>252934169</td>\n",
+       "      <td>82487</td>\n",
+       "      <td>122852931</td>\n",
+       "      <td>2022-04-14 12:00:40+03:00</td>\n",
+       "      <td>35.023163</td>\n",
+       "      <td>32.782009</td>\n",
+       "      <td>284</td>\n",
+       "      <td>44</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3916</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4812918</td>\n",
+       "      <td>2022-04-14-9832116</td>\n",
+       "      <td>2022-04-14 12:00:00+03:00</td>\n",
+       "      <td>7723569</td>\n",
+       "      <td>252934169</td>\n",
+       "      <td>253252540</td>\n",
+       "      <td>61</td>\n",
+       "      <td>5077709.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>252934170</td>\n",
+       "      <td>82487</td>\n",
+       "      <td>122852932</td>\n",
+       "      <td>2022-04-14 12:00:33+03:00</td>\n",
+       "      <td>35.023861</td>\n",
+       "      <td>32.780495</td>\n",
+       "      <td>282</td>\n",
+       "      <td>14</td>\n",
+       "      <td>18801</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3918</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4808392</td>\n",
+       "      <td>2022-04-14-10015338</td>\n",
+       "      <td>2022-04-14 11:15:00+03:00</td>\n",
+       "      <td>7789069</td>\n",
+       "      <td>252709213</td>\n",
+       "      <td>252969506</td>\n",
+       "      <td>54</td>\n",
+       "      <td>5069399.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>252934171</td>\n",
+       "      <td>82487</td>\n",
+       "      <td>122852933</td>\n",
+       "      <td>2022-04-14 12:00:38+03:00</td>\n",
+       "      <td>35.047249</td>\n",
+       "      <td>32.762596</td>\n",
+       "      <td>18</td>\n",
+       "      <td>25</td>\n",
+       "      <td>7052</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3918</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4810802</td>\n",
+       "      <td>2022-04-14-10382494</td>\n",
+       "      <td>2022-04-14 11:45:00+03:00</td>\n",
+       "      <td>7723769</td>\n",
+       "      <td>252837167</td>\n",
+       "      <td>253156752</td>\n",
+       "      <td>64</td>\n",
+       "      <td>5067780.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>252934172</td>\n",
+       "      <td>82487</td>\n",
+       "      <td>122850738</td>\n",
+       "      <td>2022-04-14 12:00:40+03:00</td>\n",
+       "      <td>34.709671</td>\n",
+       "      <td>31.645548</td>\n",
+       "      <td>250</td>\n",
+       "      <td>90</td>\n",
+       "      <td>10908</td>\n",
+       "      <td>1967.0</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>3990</td>\n",
+       "      <td>10298</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4810803</td>\n",
+       "      <td>2022-04-14-12479321</td>\n",
+       "      <td>2022-04-14 11:45:00+03:00</td>\n",
+       "      <td>8886401</td>\n",
+       "      <td>252837168</td>\n",
+       "      <td>253130028</td>\n",
+       "      <td>59</td>\n",
+       "      <td>5107396.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          id  siri_snapshot_id  siri_ride_stop_id          recorded_at_time  \\\n",
+       "0  252934168             82487          122852930 2022-04-14 12:00:35+03:00   \n",
+       "1  252934169             82487          122852931 2022-04-14 12:00:40+03:00   \n",
+       "2  252934170             82487          122852932 2022-04-14 12:00:33+03:00   \n",
+       "3  252934171             82487          122852933 2022-04-14 12:00:38+03:00   \n",
+       "4  252934172             82487          122850738 2022-04-14 12:00:40+03:00   \n",
+       "\n",
+       "         lon        lat  bearing  velocity  distance_from_journey_start  \\\n",
+       "0  35.050468  32.763882      202        32                        11295   \n",
+       "1  35.023163  32.782009      284        44                            0   \n",
+       "2  35.023861  32.780495      282        14                        18801   \n",
+       "3  35.047249  32.762596       18        25                         7052   \n",
+       "4  34.709671  31.645548      250        90                        10908   \n",
+       "\n",
+       "   distance_from_siri_ride_stop_meters siri_snapshot__snapshot_id  \\\n",
+       "0                                 16.0           2022/04/14/09/01   \n",
+       "1                                  NaN           2022/04/14/09/01   \n",
+       "2                                 83.0           2022/04/14/09/01   \n",
+       "3                                 67.0           2022/04/14/09/01   \n",
+       "4                               1967.0           2022/04/14/09/01   \n",
+       "\n",
+       "   siri_route__id  siri_route__line_ref  siri_route__operator_ref  \\\n",
+       "0               1                  3916                         3   \n",
+       "1               1                  3916                         3   \n",
+       "2               2                  3918                         3   \n",
+       "3               2                  3918                         3   \n",
+       "4            3990                 10298                         3   \n",
+       "\n",
+       "   siri_ride__id siri_ride__journey_ref siri_ride__scheduled_start_time  \\\n",
+       "0        4809932    2022-04-14-16153305       2022-04-14 11:30:00+03:00   \n",
+       "1        4812918     2022-04-14-9832116       2022-04-14 12:00:00+03:00   \n",
+       "2        4808392    2022-04-14-10015338       2022-04-14 11:15:00+03:00   \n",
+       "3        4810802    2022-04-14-10382494       2022-04-14 11:45:00+03:00   \n",
+       "4        4810803    2022-04-14-12479321       2022-04-14 11:45:00+03:00   \n",
+       "\n",
+       "  siri_ride__vehicle_ref  siri_ride__first_vehicle_location_id  \\\n",
+       "0                7704369                             252783045   \n",
+       "1                7723569                             252934169   \n",
+       "2                7789069                             252709213   \n",
+       "3                7723769                             252837167   \n",
+       "4                8886401                             252837168   \n",
+       "\n",
+       "   siri_ride__last_vehicle_location_id  siri_ride__duration_minutes  \\\n",
+       "0                            252999811                           45   \n",
+       "1                            253252540                           61   \n",
+       "2                            252969506                           54   \n",
+       "3                            253156752                           64   \n",
+       "4                            253130028                           59   \n",
+       "\n",
+       "   siri_ride__gtfs_ride_id  \n",
+       "0                5077708.0  \n",
+       "1                5077709.0  \n",
+       "2                5069399.0  \n",
+       "3                5067780.0  \n",
+       "4                5107396.0  "
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "### localize dates\n",
+    "\n",
+    "dt_columns = ['recorded_at_time','siri_ride__scheduled_start_time']\n",
+    "\n",
+    "siri_vehicle_locations = localize_dates(siri_vehicle_locations, dt_columns)\n",
+    "\n",
+    "siri_vehicle_locations.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:11:12.387015Z",
+     "start_time": "2022-04-21T11:11:09.635836Z"
+    },
+    "hidden": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(30519, 8)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(24391, 8)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(24391, 30)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(24461, 30)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(24461, 30)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "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>RecordedAtTime</th>\n",
+       "      <th>LineRef</th>\n",
+       "      <th>OperatorRef</th>\n",
+       "      <th>OriginAimedDepartureTime</th>\n",
+       "      <th>Longitude</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>VehicleRef</th>\n",
+       "      <th>file</th>\n",
+       "      <th>id</th>\n",
+       "      <th>siri_snapshot_id</th>\n",
+       "      <th>siri_ride_stop_id</th>\n",
+       "      <th>recorded_at_time</th>\n",
+       "      <th>lon</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>bearing</th>\n",
+       "      <th>velocity</th>\n",
+       "      <th>distance_from_journey_start</th>\n",
+       "      <th>distance_from_siri_ride_stop_meters</th>\n",
+       "      <th>siri_snapshot__snapshot_id</th>\n",
+       "      <th>siri_route__id</th>\n",
+       "      <th>siri_route__line_ref</th>\n",
+       "      <th>siri_route__operator_ref</th>\n",
+       "      <th>siri_ride__id</th>\n",
+       "      <th>siri_ride__journey_ref</th>\n",
+       "      <th>siri_ride__scheduled_start_time</th>\n",
+       "      <th>siri_ride__vehicle_ref</th>\n",
+       "      <th>siri_ride__first_vehicle_location_id</th>\n",
+       "      <th>siri_ride__last_vehicle_location_id</th>\n",
+       "      <th>siri_ride__duration_minutes</th>\n",
+       "      <th>siri_ride__gtfs_ride_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2022-04-14 12:00:35+03:00</td>\n",
+       "      <td>3916</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:30:00+03:00</td>\n",
+       "      <td>35.050468</td>\n",
+       "      <td>32.763882</td>\n",
+       "      <td>7704369</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>252934168.0</td>\n",
+       "      <td>82487.0</td>\n",
+       "      <td>122852930.0</td>\n",
+       "      <td>2022-04-14 12:00:35+03:00</td>\n",
+       "      <td>35.050468</td>\n",
+       "      <td>32.763882</td>\n",
+       "      <td>202.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>11295.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3916.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4809932.0</td>\n",
+       "      <td>2022-04-14-16153305</td>\n",
+       "      <td>2022-04-14 11:30:00+03:00</td>\n",
+       "      <td>7704369</td>\n",
+       "      <td>252783045.0</td>\n",
+       "      <td>252999811.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>5077708.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2022-04-14 12:00:40+03:00</td>\n",
+       "      <td>3916</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 12:00:00+03:00</td>\n",
+       "      <td>35.023163</td>\n",
+       "      <td>32.782009</td>\n",
+       "      <td>7723569</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>252934169.0</td>\n",
+       "      <td>82487.0</td>\n",
+       "      <td>122852931.0</td>\n",
+       "      <td>2022-04-14 12:00:40+03:00</td>\n",
+       "      <td>35.023163</td>\n",
+       "      <td>32.782009</td>\n",
+       "      <td>284.0</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3916.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4812918.0</td>\n",
+       "      <td>2022-04-14-9832116</td>\n",
+       "      <td>2022-04-14 12:00:00+03:00</td>\n",
+       "      <td>7723569</td>\n",
+       "      <td>252934169.0</td>\n",
+       "      <td>253252540.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>5077709.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2022-04-14 12:00:33+03:00</td>\n",
+       "      <td>3918</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:15:00+03:00</td>\n",
+       "      <td>35.023861</td>\n",
+       "      <td>32.780495</td>\n",
+       "      <td>7789069</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>252934170.0</td>\n",
+       "      <td>82487.0</td>\n",
+       "      <td>122852932.0</td>\n",
+       "      <td>2022-04-14 12:00:33+03:00</td>\n",
+       "      <td>35.023861</td>\n",
+       "      <td>32.780495</td>\n",
+       "      <td>282.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>18801.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3918.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4808392.0</td>\n",
+       "      <td>2022-04-14-10015338</td>\n",
+       "      <td>2022-04-14 11:15:00+03:00</td>\n",
+       "      <td>7789069</td>\n",
+       "      <td>252709213.0</td>\n",
+       "      <td>252969506.0</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>5069399.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2022-04-14 12:00:38+03:00</td>\n",
+       "      <td>3918</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:45:00+03:00</td>\n",
+       "      <td>35.047249</td>\n",
+       "      <td>32.762596</td>\n",
+       "      <td>7723769</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>252934171.0</td>\n",
+       "      <td>82487.0</td>\n",
+       "      <td>122852933.0</td>\n",
+       "      <td>2022-04-14 12:00:38+03:00</td>\n",
+       "      <td>35.047249</td>\n",
+       "      <td>32.762596</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>7052.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3918.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4810802.0</td>\n",
+       "      <td>2022-04-14-10382494</td>\n",
+       "      <td>2022-04-14 11:45:00+03:00</td>\n",
+       "      <td>7723769</td>\n",
+       "      <td>252837167.0</td>\n",
+       "      <td>253156752.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>5067780.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2022-04-14 12:00:40+03:00</td>\n",
+       "      <td>10298</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:45:00+03:00</td>\n",
+       "      <td>34.709671</td>\n",
+       "      <td>31.645548</td>\n",
+       "      <td>8886401</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>252934172.0</td>\n",
+       "      <td>82487.0</td>\n",
+       "      <td>122850738.0</td>\n",
+       "      <td>2022-04-14 12:00:40+03:00</td>\n",
+       "      <td>34.709671</td>\n",
+       "      <td>31.645548</td>\n",
+       "      <td>250.0</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>10908.0</td>\n",
+       "      <td>1967.0</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>3990.0</td>\n",
+       "      <td>10298.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4810803.0</td>\n",
+       "      <td>2022-04-14-12479321</td>\n",
+       "      <td>2022-04-14 11:45:00+03:00</td>\n",
+       "      <td>8886401</td>\n",
+       "      <td>252837168.0</td>\n",
+       "      <td>253130028.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>5107396.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             RecordedAtTime  LineRef  OperatorRef  OriginAimedDepartureTime  \\\n",
+       "0 2022-04-14 12:00:35+03:00     3916            3 2022-04-14 11:30:00+03:00   \n",
+       "1 2022-04-14 12:00:40+03:00     3916            3 2022-04-14 12:00:00+03:00   \n",
+       "2 2022-04-14 12:00:33+03:00     3918            3 2022-04-14 11:15:00+03:00   \n",
+       "3 2022-04-14 12:00:38+03:00     3918            3 2022-04-14 11:45:00+03:00   \n",
+       "4 2022-04-14 12:00:40+03:00    10298            3 2022-04-14 11:45:00+03:00   \n",
+       "\n",
+       "   Longitude   Latitude VehicleRef              file           id  \\\n",
+       "0  35.050468  32.763882    7704369  2022/04/14/09/01  252934168.0   \n",
+       "1  35.023163  32.782009    7723569  2022/04/14/09/01  252934169.0   \n",
+       "2  35.023861  32.780495    7789069  2022/04/14/09/01  252934170.0   \n",
+       "3  35.047249  32.762596    7723769  2022/04/14/09/01  252934171.0   \n",
+       "4  34.709671  31.645548    8886401  2022/04/14/09/01  252934172.0   \n",
+       "\n",
+       "   siri_snapshot_id  siri_ride_stop_id          recorded_at_time        lon  \\\n",
+       "0           82487.0        122852930.0 2022-04-14 12:00:35+03:00  35.050468   \n",
+       "1           82487.0        122852931.0 2022-04-14 12:00:40+03:00  35.023163   \n",
+       "2           82487.0        122852932.0 2022-04-14 12:00:33+03:00  35.023861   \n",
+       "3           82487.0        122852933.0 2022-04-14 12:00:38+03:00  35.047249   \n",
+       "4           82487.0        122850738.0 2022-04-14 12:00:40+03:00  34.709671   \n",
+       "\n",
+       "         lat  bearing  velocity  distance_from_journey_start  \\\n",
+       "0  32.763882    202.0      32.0                      11295.0   \n",
+       "1  32.782009    284.0      44.0                          0.0   \n",
+       "2  32.780495    282.0      14.0                      18801.0   \n",
+       "3  32.762596     18.0      25.0                       7052.0   \n",
+       "4  31.645548    250.0      90.0                      10908.0   \n",
+       "\n",
+       "   distance_from_siri_ride_stop_meters siri_snapshot__snapshot_id  \\\n",
+       "0                                 16.0           2022/04/14/09/01   \n",
+       "1                                  NaN           2022/04/14/09/01   \n",
+       "2                                 83.0           2022/04/14/09/01   \n",
+       "3                                 67.0           2022/04/14/09/01   \n",
+       "4                               1967.0           2022/04/14/09/01   \n",
+       "\n",
+       "   siri_route__id  siri_route__line_ref  siri_route__operator_ref  \\\n",
+       "0             1.0                3916.0                       3.0   \n",
+       "1             1.0                3916.0                       3.0   \n",
+       "2             2.0                3918.0                       3.0   \n",
+       "3             2.0                3918.0                       3.0   \n",
+       "4          3990.0               10298.0                       3.0   \n",
+       "\n",
+       "   siri_ride__id siri_ride__journey_ref siri_ride__scheduled_start_time  \\\n",
+       "0      4809932.0    2022-04-14-16153305       2022-04-14 11:30:00+03:00   \n",
+       "1      4812918.0     2022-04-14-9832116       2022-04-14 12:00:00+03:00   \n",
+       "2      4808392.0    2022-04-14-10015338       2022-04-14 11:15:00+03:00   \n",
+       "3      4810802.0    2022-04-14-10382494       2022-04-14 11:45:00+03:00   \n",
+       "4      4810803.0    2022-04-14-12479321       2022-04-14 11:45:00+03:00   \n",
+       "\n",
+       "  siri_ride__vehicle_ref  siri_ride__first_vehicle_location_id  \\\n",
+       "0                7704369                           252783045.0   \n",
+       "1                7723569                           252934169.0   \n",
+       "2                7789069                           252709213.0   \n",
+       "3                7723769                           252837167.0   \n",
+       "4                8886401                           252837168.0   \n",
+       "\n",
+       "   siri_ride__last_vehicle_location_id  siri_ride__duration_minutes  \\\n",
+       "0                          252999811.0                         45.0   \n",
+       "1                          253252540.0                         61.0   \n",
+       "2                          252969506.0                         54.0   \n",
+       "3                          253156752.0                         64.0   \n",
+       "4                          253130028.0                         59.0   \n",
+       "\n",
+       "   siri_ride__gtfs_ride_id  \n",
+       "0                5077708.0  \n",
+       "1                5077709.0  \n",
+       "2                5069399.0  \n",
+       "3                5067780.0  \n",
+       "4                5107396.0  "
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "siri_vehicle_locations_key_cols = ['recorded_at_time','siri_route__line_ref',\n",
+    "                                    'siri_route__operator_ref','siri_ride__scheduled_start_time',\n",
+    "                                   'lon','lat','siri_ride__vehicle_ref','siri_snapshot__snapshot_id']\n",
+    "\n",
+    "siri_source_key_cols = siri_source.columns.tolist()\n",
+    "\n",
+    "merged = siri_source[(siri_source.RecordedAtTime.dt.time.astype(str).between('12:00:00','12:06:00'))  \n",
+    "                    ].drop_duplicates(subset=siri_source_key_cols\n",
+    "                                     ).merge(siri_vehicle_locations, how = 'left', \n",
+    "                 left_on=siri_source_key_cols,\n",
+    "                 right_on=siri_vehicle_locations_key_cols)\n",
+    "\n",
+    "\n",
+    "display(siri_source.drop_duplicates(subset=siri_source_key_cols).shape,\n",
+    "        siri_source[(siri_source.RecordedAtTime.dt.time.astype(str).between('12:00:00','12:06:00'))\n",
+    "                    ].drop_duplicates(subset=siri_source_key_cols).shape,\n",
+    "        merged.drop_duplicates(siri_source_key_cols).shape,\n",
+    "        merged.drop_duplicates().shape,\n",
+    "        merged.shape)\n",
+    "\n",
+    "\n",
+    "merged.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:11:12.435001Z",
+     "start_time": "2022-04-21T11:11:12.389968Z"
+    },
+    "hidden": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.979"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "round(merged.drop_duplicates(subset=siri_source_key_cols).lon.notnull().mean(),3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:11:12.752781Z",
+     "start_time": "2022-04-21T11:11:12.437940Z"
+    },
+    "hidden": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1c483669fd0>"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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04OyI49qJxpMoD3pd/17G4HrdhPxqzvef1Q2l+OnR40gkNRzuGsayupIxf5ZzjoBXNZXDzqFoxjFx46ZzmvDvf9mP/3j4gPl5eNmSSjxwegjf+ttBXL+uEbdfuBBv+eHz+OYjB/CF689wfb3j3WHc/tOX8f23n22zEwiiiSSOGAu3Xa392NWqB1b7xpkylZ2pSGo+AOAfjN2B5wMYKLS/CrAoVrGUYpXU9BWFqqT/2dbjR+JJcA4EHVF5WdBrU7R8qoIi79Tkhd989jy09I7gVP8Ibjo7Fbk3VwZQW+LHdsuH/a6njuCG7z+Hh3a1Y9vxXnhVhqNdw+CcY0/bIGJJDfe8dNI8/tlD3bj5hy8AAL765jX4ztvW4yf/uBFAagKYCOJidnuNnuEYqop9KA/qHoWBkbgZJFQYz9kDK/2rkqPfS1UYVtSXYP/pQexrH4TCgDPnlaHE70H3cAxD0QRiSS1NXRgvqxvKoDBg96kB7DrVj7XzUj6aMxpLUVvixxP7O20/88DONrQPjOKJA134/P2vgxt/573bWxBLaPiPm9YCAP62twMHTg/h//xsG2IJDVtfPw1N4/jliydw1befAufc/Lw1luufgyOduaUW+sP6zx1yC6yMcRsajWNoVD+uxPDnKQxw2jo0I7ASNJYH0NY/gkgsgb5IHI0ZPC0NZQEMjSYwHE2gvX8UDeUBnDGvDIwBO1v7sbN1AGuaUjff5XW6snaoYwgHO/SJparYj/XN5fjZ88fRPRzFFav0NMSbz5qH/aeH0BeJ46az9aD2HecvQELj+MrWfbjrqSM40RPGyd4IwsbiKltapqU3gq272/H3583H999+Nv70wYuw/bNbsO/L1+Cq1XW4+7nj+OOrusobS2g25cgMrCxp5x7jORGYJTWOXa0DWN9cjtJA6prIRk84Bp+qmOqAqjDzsyTQLAFeJhZWB3GsO4yW3gg4BxZVh7CkphgtfRF0Do6ieziKJTXFqC/zo3MoiqTGcXpwFHWl6dfOuYsqsbO1H08f7EZVyIclNe6B6pp5ZQjHkti6+zQSGscay3WzurEU+9uHsvqH/rpH92IW+z14590v4+VjmX1D//3kESiM4ZaN89E1FEU0kcx4bC6cNAKr4z1h22uNJjIrjApjaYGVxnO/nwHAktpixJIaTvZGcLhzGEtzUKYZY6gr1cdtOJpAJJZ0HbdMBH0eXLe2Aa+c0NVU8f9EUv98f+fRgwh6VfzbjWfgnAUVuPbMBjy4qz3tcyj497/sx/GeCF7IkI483DlsChw7Wwaws0UEVul+5plMLuUW7gHwAoAVjLFWxtg/Mcbexxh7n3HIVgBHARwG8D8APpC3sx0HbqnARFIfUK+LV0koXOFowvTqhBxKVFnAi2hCw2g8iYGROEoD3gkbv51cfUY9gj4VIZ+Kq1anDLiMMWxcWIltx/vM554+pK8q//k3O6Bx4O/OmodwLInDncM40RMBY8AvXjyBuHFx/PCpI6gp8ePBD1+MW8+djzedNQ/zDIWuL5L95p6NTiPd1BtOf42e4Siqin2m+XNgJG5OJMLzZr2vipvSeN7OVfWl2Nc+hL3tQ1hUHUKRV0V1iR894Zi52q8q9o3xKtkJ+FQsqy3BM4e60NI7YluFMcZw+YpaPH2wCyd7IrjvlVbEkxp++eIJLKstxgc2LcE9L7eYnpbfbW/BuYsqcdUZ9VheV4xfvnQCb73rBRR5VfzL1SvQNRTFjpY+/PCpIzjYMYxwLJl6zwJeXWWcCsXKCKwGRxIYHBW+NP16yTxBpB43lhehrX8Ebf26YpnJLNxYrq+a2/tH0D4wgoayIhT7PVhaU4yH93SgeziKdU2pCXeZoQQ+c6gbAyNxrDAM4ptX1KIvEgdjwGXL9cDq+nWN8CgM1cU+XGKoGYuqQ7hiZS3uf60NXzVW4VZl5JjlvTvVP4Jv/e2geY389LnjUBjD7RcttP0NAZ+KO7Ysw1A0gReO9qDEuK/0j6QWE26BlXj/u43P4dGuYQxHE1jfXGG7JrIhriFxj1EYSwtGuGNs3FhYHUJL74ipFCysDmFJbTE4Bx4zFgVLaopRX1qEpMbRE46ic3AUdaXpqsd5iyoRT3L85fV2nLuoMuP9b60xrr9+6YTxOHXdrG4oxUg8iRM9eqDbPRzFv/5+F37yrJ4eBYB7t7VifmUQD995KapCfnz94f2uk3k4msADr53C9esacfZ8/Xe294+mHTceTvTq56Vx4Hi3HmQlNY54kqPIkymwcl+QjOd+trRWD6SeOtiF0bhmPh6L2pIidA6Omqnj2nEEVgDwlnP0hNPmlbW45ox6RGJJ7GkbxJ62Afzl9dN418WLzHv2hUur0DUUxbHuMF492YeNX3kUP3v+ODjn2H681/T7We871nETAVRdqR9PH+zC8Z4I6kr96B6Omvel2cCYgRXn/FbOeQPn3Ms5b+Kc/5hz/kPO+Q+N73PO+Qc550s452s459vHes3pIGQGSqkVh7gpOXewATBXheFoEhHjZ5y7tsRKc3AkjsGRuDkZTcn5+j34+FUr8PGrV6SlFjcsrMCp/hG09Y9gYCSO3a392LKqFgxAfWmRmZt+cJcuFN52/gJ0DkWxdXc7TvWP4Lkj3bh5Q5Ntx4pXVVBa5DEnhYnQmSUV2BOOoSrkNy/IgZEY+iNxhHwq/B79Y2edwMXFN54V3sqGEvSGY3jpWI+ZOq0K+dA9FEWPoRRUTVKxAvT0h9hdaJ0gAODylbUYiiaw6RtP4GO/24kbvv8cdrUO4LYLFuCOLcsQ8ql4eE8HjneHcaQrjGvP1IPmq1bX42hXGNXFPvz+fRfiHecvgEdh+PKD+0zvWl84Zk6+ZQEvFtcU42hXOONq0YpQB490Ddsm46TGTd+Wm2LFGIPz5d0Uq86hqDkxZlOsAD2IaR8YNY9b01RmSv9WxWpeeQBBn4oHd+lOgmWGgnX5Sj2YOqu5HJXGZ7iq2I87tyzDJ65eaTOkf+/tZ+Hxj12Gm89pwhP7O/HqiT6oCsOqhlKb8fh/nzmK7z6mm9pb+yK45+WTuH5dY1rqCwDOaCzDFcY5vHFdAwB7UNQXicHnUXCyN2JeT2KxIT6HO4yga31zee6BVThmWxgoCkNyjLFxY1FVCLGkhucO95iPhdIkrARLaovNQKpjIIrTg3oq0Mk5CyqNtBfSvGxWltSEUORV8OrJflSFfGiwpKbEtbq3fRCvnOjFtf/5DH73Sgu+/OBebPr6k/j+44fwwtEevHVDE8qCXrzvssXYdrwPLx5NV60e2tWOcCyJWzY2m4vFtkmmA0/0RMyFtggQRMCXKUPBGIOmpS9IxrPwFoHUX1/Xx0R8/seixlCsxEK3tmR81oeNCyvwwcuX4M4ty80xfe5IN766dT9Kizx418WLzGPPW6TvCnz5WC/u3daCrqEovvDAHlzxzafw7p9vR22JH2ubyswg/iO/fQ3vtWwu2d8+CL9HwRvXNpoK8s1GYLf/9OxJB05dZCAZQZ/+p0UsqUAhQXpUN8UqdbxIH4rnBE71xboVdyqwfoCtbFyof9i3n+hDkUeBxoF3X7IYN66fB59HMS9IMSG9f9MSvHS0F//3oX24bk0DOIeZLrFSEfK5BkW5IlKBbsFZz3AMS2uL096z8qDPnAisN6LxpgKB1A16aDSRCqyKfTjWHTaVgqrQ5BQrQE9rCGPnmY32wOqSZdVYWV+C1Y16SYn/+9A+hHwq/u6sefB7VFy6vAaP7eswJzKxe/IfL1wIVWF410WLUGakRs9bXGlOfoD+vooAqTTgxZKaYgyMxNEbjo0ZMIpxjSY0nOobwXzDE9Mbjpnv9eBoHIOGx6rUlgpMV0WYTbEKgHPdjK0/dr+Ri8l0b/sgognNfLyuqRx/ePUUPArDamPcAD1wWFZXYqYHREmDMxpLccmyarzJYW790OZlab8z6PNgcU0xblw/D797pRW/2daCZbXFWFVfgheNsgRJjeMhYxHynUcP4uE9p8EY8LGrMu/S/PR1q9BUEcDmVXW45+UWc1xG40lEYklcurwGTx/sws6Wfly+stYMXnssalZJkQeLq0M4YRisB0fHDqwqQ6lxVhlcU4FjBlaGr+zx/Z2oDPlQFvTC5ykGY8Bzh3vgUxU0VwTMIPtgxxBG45qrT6cs4MWqet0jlS2w8qgKzmgswysn+rCmqcwWYCyrK4ZHYdhxsh9f2d2OIq+KBz98CfpHYvjmIwfxjUcOgjHd/wMAt5w7H//95BF86c97sKS2GApjuGRpNS5ZXo17tp3E0tpinLOgwjSut04ysDrZG8GFS6rw2P5OHOocAtBgCazcFSvVRenlxkakXCkt8qKu1G+WS8glFQgAtSV+PDk4ai50x5MKBPTg71+uThnyF1QF8Y2HD0Dj+qYW6zy3pCaE6mIfnj/Sg2cPd+ONaxtw3uIqPLG/E6u8pfjHCxfiT6+dwtbd7dA0jsf2dWBwNIGDHUNYXleCfacHsaK+BGfNTynVb93QjO8/cRj724dwyTL7prKZyqwNrHweBV6Vmf4KwKpYpa86fB4FPlXBcDRpqlzOnQ/OIKF6kmmmXFlZX4KQT8UDr7VhXnkRAl4VZ82vgM9QfjjnCPlUHOkKoyrkQ31pEb5zy3q86b+ew93PH8f5iytttW8EFUHfJBUrw2NlTOKDo3Ew6O9bl7FTrtx4z/ojcQyMxFAa8Jo3G7dU4HhuRKvqU5PyqgZ9Eq4q9mP78T70GBPbZD1WQEpVWVAVNIMgQcjvsZUmOH9xFYajCVMB2rKqDn95/TR+/OwxLK0tNgOcmhJ/WrmFK1fV4bnDPThnQQVeOdGH3oiuWJX4PVAVhsVGcHa0O5xDYBXH8rpiHOwYxuGuIfP3WuX2odEEhkbj8CjMXIm7pwK5rdSHSP1tO94HhcE1ZQTomxQYA141dvoJNUiofivqS9ImquW1xdjZoqscYuwYY/jFP52X9e91cv7iSlQEveiLxLG6oRSLqkP4w45TGInp9aU6h6J472WLcddTR/H8kR588frVaKrIvBt1SU0xvnTjmdjTpht8RWAlrp9Ll1Xj2UNd2NHSj00ratBnKFbCY7WzpR/rmsqhKCx1HxkjDd8zHMUSi9neLRWo8bHT5yKwOtU/YqbLAj4V88oDaO0bwfK6YnhUxRzHnYahONO4XraiBj3hKFZarj831szTA6u1DhOz36NiaW0xfvHCCcSSGn797vOwulF/rQveV4WnDnZhaDRhfl6KvCo+vHkpPnf/HgxHE4glNPx5Z2p/1GevWwXGGBrKAmBscopVIqkvRK5b04ADHUMpxcrYtZxJsXJLBXKMb6EI6KpVx2AUVSGfLcOQjbrSIoRjSVORrRmnYuXk0mU1+O32Fnz9LWvTduoxxnDuokpsNWqcXbumAdeuacBt5y8wj9l9agD9kTi2He81rQZ3P38cX3nTmdjXPoQtq2pNC8CSmhDmVwVRV+qfVQb22VORy4Wgz4NI1EWxyjB7B/2qXbHyp3usgPwpVpnwqAo+cPlSPLqvA/dsa8HGRZVmUAXoH/Ylhmq1urEUjOmpD7Fz45aN7vViKnNQrOJJDW//nxfxzKEu2/OJpGamOcTk8qFf78BHjTo/sYSGahePVXnAa07Sbub18UjnZUEvGo1VtbjJV4d86I3ETFm8cgoUq9UNpVAV5rrLxcnyOnsx18tX1kJh+q44kU7KxPXrGnH1GXX4qBFw9UdiGDS8fACwpFofY+duJSecc/RHYthgKJ1Wv4PYEQgYKe1Ru1dQUXIzrwN6sFBXWmTuenTiVRXUFPvNEgpC2VrVUAqfqtgKagqESpVrGiQTHlUxi4WubizFIiMoPd4Txp93tSHoU3HHFcvw7ksWYcuqOtx2wcKcXtea2gZSn/3myiCW1hZjb9sAwrEkYoZ3q3s4hnhSw4HTQ2aAXlrkMV4j4Xx5G2IDiEBR3DxWYytWNSV+0xph3RUpynCIr9XFfqgKMxXDTDvLPrJlOR658zJXS4WVNcb14nbdrG4sRSyp4ZJl1WahV0C//jetqMX16xptx7/j/AXY86Wr8ey/bsZLn74Cf7njEnzqDSvx1g1NuHmDnkryeRTUlvjR1j9i2/gxHtr6R5HQOBZWhbCstsQlFTge8/oTll2YAAAgAElEQVTYY+NE+Axz9VcBumIF6CUL/B7F/HxNlE9fuwrP/evmjOUPzltUhYTGUeRVsGlFusIkzv13hsq/YUEF/vBqKw51DqM3HMOqhlI0VQTQUFZkqp6rGkrxwtEebPnWU/jE7/V6hkmN45UTqfTvJ+/bZWYOZGfWKlaA7rOyKlZip0OmG0LI57F7rDKkAvsjcfRHYtMWWAHA+y9bgu3He/HEgS5cvDS9+u2SmmLsah2wpVbeft58XLy02lQrnFQEfTjgUl3eyomeCJ4/0oOAV7XJtD1GSqm2RM/vx5Ma9rcPwqOwlHE85DeDAv09i2NJTbE5ibt7rHJ5N1KsbChFOJY000zVJX5wrgcTZQGvLQCdKEVeFV998xrbe5srlSEfzp5fge0n+kyvUCaqiv2467YNppLRGxbpU/09nFcRgM+jjFl0cCiaQELjWFSly/aHOlKBVXeaYpVAieVGrHusspvXxXsdTWgZ/VXmseUBc6K2KhA//6dzsdil9MFyo6TIirqJ1VazcuP6efjNthacvaDC9PXtbRvEX3a3Y8uqOgR9HnzmuvHVOLMqsEBKra0M+TC/MoTWvgh6jc+/T1XQMxxFi1EXSaR2PMZOv2wTf8TYnWxPBTIkNHutJI3rwXA2GGNYUBXC3vZBLKqyB1ZPHewyAytVYagp9puGfzePFWCo+zlcV9ecWY/WvpG0moGA7pf7445T+IQlBTXW3yA8r2LhuMrlemw0SoH86qWT+MpD+/DYxy4b8zNqRRjX51fpgfKzh7uR1LgZWDnrzAkUxcVjlUPVdCdigTy+wEofp9dPDaCutGjSG6oCPjVrCSERDF22vCbNLgOkzn3r7naUFHnwxRvOwBu/9yyu+vbTAPRFMGMM973/QvPes7K+FE8e0BfvQvh4fH8n3v3z7WYR6wd26l0XrKVtZGV2B1Z+j7vHKlNg5VcRjibMnYShDIpVX0Tfzj+dgZWiMHzrrevxjUcOpHlNAJiTlJDUBZmCKgCoDHldU4HhaAKHO4exrrkcx41J/JlD3bq6YaS4hCK0or4EnUNRdAyOmqlBUUumqtgHVWEoKdInkX4jSFBNj1Xqd4qb0HhXeB+7ajk6BkfNm0mVMRHtPz046R2BVt66oXnsgzLwto3NiMSSOGdBbi1VSor01F9fOIZ+izKqKgyLqkJpBTydiFIL5UHdl3W4K12xCvlUw2MVt7VCck1pOLb0F3lVVBf70D0cG3PSaiwrws4WPciw+t3Oz9AaY3UWNWu8XLCkCi9+6grUlxWZ1/Tn7n8do/Ek3n7exKp+B30qvCoz22KJ66ci6ENTRQAvHu0x09CLa0I41DmMI0aNuUWW0gSlRdkDK7ddrarCEHNUEshVFVlUrQdWNsWqNmT7CgB1ZUVmcdPJFj4O+T24Y0u6Dw4A3rZxPi5aWo3F42wHNRbzygPY0zaIP7zaipF4Er966YTNP+SkZziKN/znM/jBO87GOQsqzRpWC6qCWFpTjFhCQ0tvxCyvMa5U4DjLLQApX9W4AivDU9U+MIoNOd5jJsOKuhLceu78jAFOo1EPLxJL4pJl1ThzXhm+//azcKQzDFXRzfKAfdPLOy9aiIayImw73mt6zNoHRK28UTRVBBGJJU0foOzM7lSg34Nhl12BmdpaBH0ehC2pQKdiJSTWU/0j4Dy1S3C6qAj58JW/W2MWP7Syfn45PArDWc25X1gVIR9G4kmzIr3gW387iJt+8DwGR+Nm3j6W1PD4vlS9JmGUXGkoDK+fSuXHRepHeGTKg170G36hMpvHanLmdUDfsWVtpyMmouM9EVSHJu+vmgpu3tCMrXdckjFl5kRRGCqCXtNjZQ3gF9eEXEsoWBEqSkXQh/mVQZvnpGsoiqBPRV1ZEQZdFCvXlIaWriSKm2Im47pAqFT1ZUWuLZmc1JT48dQnNrkuHiaCSGeF/B7UlfoRiSXxH29ZlzGwGwvGGMoCvjSPVWVID6yGowkcN3ZLLq8rQVLjeK1Fvx6sCl1pwJs9sDJe1+rjZAwZPFZjv68Lq/UF1iLLOZy3qAoNZUXYsCBlQq83JumKoDdr8dLJ4vMoUx5UAXpgdbI3gldP9sOnKrjn5RZTbXJjb/sgOoeiePWErqqeMCr515UUmZ+d7uEoohNIBeoeq/Gd/1nzy3Hruc245szceoICQJ3FUzXeUgsTQVEYvvrmNRkXiowxUwUV/TnfuLYRd2xZhg9tXuY6/9aVFuEfL1yIeRUB9IX1ArypHbYx8//CsyU7s1ux8qnj8lg5FSunx0pI+C3G7pPpVKzG4pJlNdj+2S2mByQXKo1j+yIxBHz6BJjUOP68s01v6dA+hGM9YZQHvSjyqLjv1Va8dKwXsYSGDcaqY4Xhbdp9KlXDR6w4zMAq4EPHYBSxhIayoDe1K9Cl8jqbZKgvJqKkxlFdMj2bC/JBedBnlluwfs5W1Jfgr3tOYySWzCjXm4FVyKvX9RqOQdN0A3rXUBQ1JX6UFHnNVOAih0HaWW6BI10VaSwLYFfrwJgNb0Xg1TCO6vduJQ+mgju3LEfQp066dUZ50Gt6rPrCMShMvxcI87tofSQKnm473oeKoNd2bZYFvGYnAjeEf9GWClQmvvPs8hW12Hasz6aELK0txgufusJ2nDCsZzKuy868ioAZfH7u+tX43J9ex73bW3DV6nrUlfrTglChyLcZ6siJngjmVwahKMzMWIRjSbO4dMbAymVsnJs+ckG3Hawd18+UBjzweRTEEtq4Sy3kiyU1Iew+NWDb/ZcLlUEfYkkN4VjSDKZ6rIHVBHxzhWB2K1Y+j2NX4Ngeq0gsiXAsCa/KXPPpZQGvua1XpsAKwLiCKgDmrpPecAwf/PWr+NHTR7DteK+Z0tvbNoBjXWEsqg7hmjPr8cyhbtzz8knc92orthmVkIUXRrRDAFK7wIRx3PqelQd85s3Geh/iE1SsnFRZJqIqSRSriVBp7NgcGInbdiKurC8F56nekG6kKtzrO+sSWsrIK/oalhZ5TPO63WOVXm7BrYK0qViNEQSJIGk8Ppd8ceu586ekH1m5RW3qCcdQHtRT3s2V+t8o2nSI1kevtfSntdIpC3izllsQipU1feq2pT/XVOCGhZW4930XjKlCiYBqMm2gCon4PK6sL8E7zpuPpbXF+Pz9e3D+Vx/Dj54+mnb8cSP1J1Tdk70RLDB2UAe8+nUxEkvklgq029/0AqGT/5PGhDFmGtinQ7HKhTMay+BVGdY3jS+wEnNSnyWY6hmOmtfD0AxRrGZ1YBUydvkJxlas9FRgJJpwNeUBuoTf0qtfhLIFVuNFBD4neiJ4aFc7vvbXA/jW3w4i4FVRFvBiX/sQjveEsagqhNsuWIDNK2vx/bfrneP/vKsNlSGfWTNl96kBqApDdbEf4VgSpUUe0+BaFvSaK0JrKtCa1hAThjrJwKos4DUD56n0WE03FSEv2gdGdZXP8jkTZSWyFdOzpgKFgie2/XcNRVFT7EdpkdcoEJqwpbTdFCu3CtJCiRrbvD5+xUp29NR2yrwuWjQJxWpP2yC8KjOVwFhCs6mCgP45Ha/HijGGpGPyzqXy+ngQhvVMxnXZaTKC2+vWNIAxhrtuOwdfu2kNltcV46Hd6Z3WTMWqfxScc5zsjZi+VKFYRWLJ1K7AjJXX3TsWTFVnjrEwAytJFKvbLliAv9xxSc4lIwTWLIo1FdgXTpX0mQnM6sAqaOzyE4iWNhkVK7+KcDSJ4WgyY/fusoAHI8ZF5qxpNNOoMD7EopSCwvSKultW1+k1aE72oX1g1Owt9pPbN+KNaxtx7kK9rUVtSaqyen8kjoayIiw1jLDW+lFlAa85WZdnTAXqXyd7H1IUZq7yp6LqeqGoDPnQ2peujDZXBBH0qVl7a4n2L6UBL2qM90CY1ruG9VRgacCD/kjcqLll9Vi5Fwh1qiJbVtXh5nOaxjTZzq8MwqOwvPhpCoXTYyWU0bKAFyVFHkQTmi2oBZC2A1IEVkmN41uPHDDbkTx1sAv3vdKKnmHdC2dd4KlK+k6zqZ68hVI1U1OBK+pK8LWb1pitiZbUFONtG/U2XrtaB3B6wN7uRvjh2vpH0DUcRSSWTClWvlQqMKVYZQ6snA2yx1sgdDKkUrhy3POKvKqp2I4HaxbFmgoUilUkljTbUMnMrA6sijMqVu5/tl5uIYFILGG2NHBineRmi2L1tNHL7hs3r4OqMNx09jysbiw1TdLONMb16/UaMzUlfvg8itk/rakiYK7MrSvtcsd7JuYB9wKhk78TiYCqegpqWBWKiqDPfH+snzPF0nw6E6IUiKowVBsr2e7hGGIJDf2RuOmxEjcr+67ATOkm++9YWB3C129eN+a2++piPx7+yKV40/rGrMfNJMotzdj7wnFUhFLvn1CtKkM+o8uA/vyiantgWRbwIhJLYldrP777+GE8ZmwMufu5Y/jMn3bjeE8krQabquR/8hYK5FjeOVlhjOFtG+ebBXoFV67SN7g8uq/DfC6pcbT0jsCrMvSEYzh4Wr/fLTDuYSKo1VOB2VvaKArSvYkT2BU4UWRTrCaK+Mw7FSvRyQCYGenAWR1YBQ3PlFjlCY+VW0sbcXw0oWFgJI5gRsVq9gRWIshpGxhFU0UAN66fhx2fvxKbVtSaKScAaWmMa8+sh6owc5UkVhlNFUHzWKdiZf2/UAynoo6VG0IpqJ7kdvFCYp1UnZ+zlfWl2H96KGPPwL5I3FQjxTh0D0XNMgA1JX5bEUFnHav0AqGTmyCW1BRn3Ik7EykLeDEcTSCe1Iy2M6mxajL61VUYvithPk9LBRpqt9hBKxaAEUMdeXx/R5riyqaoCGU2FlWHcNdt5+CGWRQIA7pRf0FV0BZYtfWPIJbUzJ1rouVRymOV6jc7mphYgdBpiqvQUK5XnZdFsZooIhXYMxwzLQ09w1FbWaCZUHJh9tztXDBz5MZqQyhW2VKBgO5DKfZnV6y8KjMvvJmKqjBTTVprVoXWH69uSFVLdipWVcV+fPtt6/FPRm9DEVjNKw+YK3ObYmVJmWbeFah/nRLFSqQCZ7BiZd2IUB6w/x2rGkrQH4mjY9C9G3xfOGa+5+VGINs9nGrSWl3st63o7R4r93500zVBzATEe9sfiaMvYg+smoViJYJ746sodyAQ15nYQSsUEfFV4+mKq5qh0e9UqyJXn1Gf11ILhYAxhitX1eH5wz146mAXRmJJs2bVRUbl9xeO9kBhKdVRNVo9jcSTiBqpQH8GhVbN2G5oei6cWzfOx09u3zjuDUyyIWr4tfRGEE/qaqx1VyAAs7+pzMzqwMpsrGyUT0gmxzavA7oPJZN5XXxwywK+abto8okIipxtJxbXhODzKKgp8bv6zW5Y12hWPq40zbuWVGDIqljpv0NVGEr8nlQdK2uBUFFuYQreUrHSn9keq8zKqGjfsy9DOlA3VOvvufCcdQ9Hzea/zZUBm0qVXsfK/nq5tE2ZS4jxaOmLIKlx870GUoqVWHlXFfvQUFaUsaH79uO6YiV8myPxpHkN5JIKpKA3d958dhM8KsM//uRlXP2dp7G3Xd/JfKHRyWJnSz8aygK29Lawh4wmkvB7lIz3fMacu5ynToHPhbKgF5evyN7ZYSYgaviJosbzK4MYGk3g9GAUXiPTNBMM7LM6sLLWIQFyUaz0m19/JJ7RvC5W92WB2VECTEwAa+fZt8V6VQVnNJbm1FrEmgpcUBXEFStrcfGyVP8vMYmUFnnAGHNtaSOayU5FsLppRQ2uXVM/6Z5ZhaQimDkVuMIoyvrIng7EEulGzv5I3KYSVhf70T0cw9GuYTAGLKwK2XxV6ZXX3QqE0uwtEIurY0ZFdddUoPHcbecvxIc2L017DXEfsZpyxddLl9XApypocPicFMbStvRPp49nprO6sRTbPrMF33nbepzsjeB7jx9GkVfBuqZyMKbPDwscnSoCPhUjMV2xyqRWAempwKkqHzMXqQj6cKRTv7aEAf5I57CpBs+EVODMnXlyQKwSRcHPhKZBVVjGyTtkMayPZV6f6f4qgZgA1rg0Sv3erWeN2WgVSAVnTRUBeFUFP759o+37ZlrKOE51CaymUhW5ZFmNra/hTERM1ozZFSVA/+y94cx63PPySTx3uBt//MCFNnXOqlgButeseziKo11hzCsPoMir2l7TGlgxo9yCtY0NqSJ2RPr8YKe+M9MeWOk3f5GGzlRB23n/sKYCmyoCeODDF6WVsnANeqdx59lsIOT34E1nzcPf9nXgoV3tWFlfYlZaPz04mhZYBX0qwrEEfB4la3rUGVhp06xYzSYqQj4cMjZOLa8rxqP7OjAcTWDjwgoc7Q5TKrDQCNUpYlGssgUKVrk+NIZ5fbYEVqvqS7Cuudy1dERTRTCnKtgrG0pRV+rPWFTQVKyMr2JTpnNXIN2EUoiAt8Tvca3e/N9/fza+cfM6nOyNYJuRTrrjNztw8dceRySWNGsrAbrPp3soiiNdw2arCauvqjRgTwUC9rRGPnw8MxmxUPjViycR8qm2NPryumLcfuFCbB6j4bbz/mFVrII+FSvrS20BL2CkAtN8PJSmnQifvGYlfKqChUZTalGXbX6l3U8qNkCNxpPZAyvFXmMsVT6Gxma8VFoWhdZyLsLrOxNSgbNcsRK7OlIeK2+W2dua/nP2CRTMtsDqo1etwJ1blk/qNd5yThNuOntexpuI1UgNIEsqkG5CghK/Bx6FZTSjMsZwwRLdG9Jv7J7ZcbIfgyNxeBRmthoCgBojFdg/Ejc701sVK+vn3trHUYEIsjgyVCiZk4jNBMPRBD75hpW2HbAeVcEXbzhjzNew3j+KvApGYklwzjEST2bcFKO3TbE/p2l03UyE5sog7n7XRnNnc0N5ADjZ76pYjcSSGPVpGUstAOmbPqbSMzrXsBYVXWaphTW/MgjGZkZbm1kdWAnVSTRVHlOxsuwEDI2xK3C2BFYAxt3Pyo1sN/eAV4VXZeZ7llJF7DciUqxSMKYHVdk+Z0KV6hNVwMMx3HROEz7/xtW2Ma0p8SOW1BBLwizUKRSrkE+1lUIQP5euJtLgCEqK9A0YC6tCeNdFiyb0Gj6PgoBXRULTsKy2RN95ltDAOVCUwYbgXryVrpuJcuGSlA9U1O2aX+kMrDzoi4ygODGGYkUeqylD3Nf8HsX0LAK6V7TY75kRjZhndWAlFKuIUX09qfGs9XRsitUcSQVOB4wxLK8rMZvSCo+VVTonE246lSFv1s9ZwKvC51HQH4khntQwFE2gMuRLC5StisqSGl1OL/Z5DP+W/fWZRbESkJpoR1EYPvfG1di4sHLMAqnZKA14zGrtI7EkRox0YDDDBJ5pSz9dN5NnbVMZyoPetHpjumKVwGjck7GdDWCkAq27AkEeq4kiPIuVIZ9Z9zCpcVSGfCgtyt5jUxZmdWAl0nk5K1Y5mNfLDePwRUurXb9PuPPnD11sTtqK2+StkSri5JNvWJmx7AegBzsVQS/6IjFLf8D0QMweWOnBraIwFPs9Nn8VkMljRaqIk3dOUKmysqSmGItrQjg9MIqBkbhZciGQSbFS3OpYUZp2KrhuTQOuOaM+beEd8qtmSxvnJhIr6alA/SubljbMswux8UYsEiuCermYypAPJUWeGWFen9WBVdDSRBMAEkktYw0rwGFezzChKQrDD95xzhSe5dzAqqJkK7dApNi8sm7MYyqCPvRF4ugL66s4t6an1SX6cyGfara+APTdgE7Fyi3oJTUxP/z8XecCAO787WsYiSXN+1SmlJNa4Ea/sxnGmGtHjoBXVxNH40nUZOnkkGlXIA3N+LEqVoCx+WY4iqqQD6UB74wotzCr1zp+j+7tMc3rYyhWqpKqpp4pFUhMHjEG6aoI3YXGS3nQi36bYuUSWBmK1eKaYtskXBnypR3vXhWfFKt84FEVeFTdazUST5olFzKplMo09Aok7IhyC9GEltVj5UzTcsPmQPe08VPhCKzE1wozFUiKVcEJGpVzAT0V6B2jZ1nIr9/kMpnXickjJgLbjYgmiAlREdRrvvSFMwdWFUYzYOGvEnztprVpaaeUmph6TrPUtCKmnqBPv+eYqcBs/egcBUJpQZJfgn4VnOs7b4uy+OkYs18z5LGaOJXB9MCqpMgDr6qgtMiDfbQrsPCEfKpZeX0sxQrQlaru4RgpVnkkUyqQJojxUx70GYqVfrNxtkEBdIXwA5uWmuUZBKsbS9OOFZeH0y9CE0T+KPKpiFhSgZk8VqriViCUrpt8IjYS9I/Ex9wVmLBEvWbvU7pwxk1lsQ+MwUy93nR2k9k+rTRA5nUpCPo9Zuf4hJbdYwWkZPhMHiti8qQm79RzpIpMjIqgF/2ROHrDeoPlchfzOgB8/OoVOb2e4qJY6XWsZrVroKAEvR7EEpqprGdTrKhX4PQSNBbYnCNrHStVYYgmXDxW+T29WUmx34Of3L4R65v0NmuXr6zF5UbB3dIiD4ajCX2zk8RB66yPHkI+FeHoOBQrY7UYpFRg3hBjYE0FkioyMSqCPiQ0jpbeEQR9atZVdS647tgkVSSvBHz6hN1rpHMz7gp0aTdEGwvyi3V3eLZry5kKTJnXaWwmQqaG0iVFXnAODMcSaZ0JZGLWL0P1lgQpj9VYipVIAZJilT/cDNJT2StwLiEUqmPdYVd/1XhxT9OSKpJPhEIlAqtMpV7cFyTkTcwnuQZWetBLBULzjSgPI3v19VkfWIX8HlOxSiRz8VipKPIqOTUfJiZGqghl6jmaICaGCKaOdodREZr8Co56BU4/AWMRJwKrTBO4kvG6obHJF9Ydmv4s5nXFaV7nqeeJqUOoVEOS7wycA4GVaikQqsEzhlekxO9FsV9eiXE24N7ShmTziSCCqe7h6JQoVu51rCjozSdOxSpbr0CAquJPJ7kqVs4G2VTHKj+IVlyyK1azPt8VNHbcALqEPla5hfdcthjXrm2YjlObs5gpDWetpFkf5k891ibNbjsCx4ubeZ1UkfwiJu/ecAwehWVsk5NqBUVB73RhVayye6wyFQilwZlKhGLVNRwt8JlkZ9ZPZT5VQSyhb4Mdq6UNoLeZuGx5zXSc2pzFLaVBJtyJYVWppkKxEtuYrK1TNI1W3vlETNg94VhGtQpILUhoY8H0YVWsxkoFctdUII3NVLK8vhhVIR/uf62t0KeSlVkfWHlVBXGj228yB/M6kX+YayqQVJGJUBbwmkHP1KQC3avi08o7fwRMxSqacUcgYNlYYCkSSt7E/DKuVKCreT1vpzYn8XtU3HJuMx7b14GW3kihTycjsz6w8nlSgZVuXp/1f7L0qK47z0gVmQiqwkx5fGrM6/rX9F6Bk35pIgPWVGC2wEq0shMTOOccnDxWecWeCsxWeZ16BU4Xf3/eAjDG8KuXThb6VDKSU5TBGLuGMXaAMXaYMfZJl+8vYIw9xhjbxRh7kjHWNPWnOjF0xYpD03hOBUKJ/KOYXpHUc6RYTZwKo+TCVCpW6b0CaWzyhUj/xZN8XKlASjflH59HMeeMscstpB6LMaKxmXoaywO4anUdfrvtpM1vKBNjBlaMMRXAfwF4A4DVAG5ljK12HPYNAD/nnK8F8GUAX53qE50owgga1zTdY+XSwZyYXpiLKqJplNKYKOWO3lqTIXMpDBqcfGGdsHNLBeqDk5q883hyhKkoFnmyq4nOgscAqYn54uz5FeiLxM3+mrKRi2J1LoDDnPOjnPMYgN8AuNFxzGoAjxn/f8Ll+wXDZ+wCjCe5viuQ7kIFR2wbJ4/V1CAUq0ztbMaDWykMTmnavGL18eSiWIlUYGryzt+5Eal0YLZUoOJIBXIKevOK1xBI4gltjCMLQy6B1TwALZbHrcZzVnYCuMn4/98BKGGMVTmOAWPsPYyx7Yyx7V1dXRM533EjBiCW0MhjJQkpj1XqOarHM3EqplCxonIL049NscoWWDnKLdCW/ulBtDcbq9yCbVeg8ZWum/zgFZmo5MwNrNw+Gc7E5scBXMYY2wHgMgCnAKSVRuWc/4hzvoFzvqGmZnpKGlgHgHYFyoEYAqrHMzWIVGC+CoRSH8f8oirM3MqfLRWYUnph+0qTd34RiqI/axPmdF8iQE2Y84WoRxmTNLDKpUBoK4Bmy+MmALYiEpzzNgBvBgDGWDGAmzjnA1N1kpNBpAJjCfJYyYJ7uQWaICbK5pW1GBiJT7oBM5C5VyCNTX4J+FREE1pWxcq5ICGP1fQQ9IpUYHbzetJR+w0gNTFfWC0+MpJLYLUNwDLG2CLoStQtAN5uPYAxVg2gl3OuAfgUgJ9M9YlOFGFejyU12hUoCZl7nhXmfGY6Fy+rxsXLqqfktcQYOIsd0gSRXwJeFf2IZ2zADLh5rGjn2XRgpgKzmNf1cgupxxT05hevOsNTgZzzBIAPAXgYwD4A93LO9zDGvswYu8E4bBOAA4yxgwDqAHwlT+c7bqwDkMyhCTORf8wJwrGLhibvwpO53EKhzmhuIFKARdlSgQ6ll8zr00PQp0JhKb+uG6piV+AFFPTmB6t3WkZy6hXIOd8KYKvjuc9b/v97AL+f2lObGkzJMMGRyKFXIJF/3NJN5LGSA7G3g8zr04tIAWZPBdrrv3FSrKaFoM+DIq+adeGnMJbW+xSgoDdfzAbz+ozGa6YCk0jm0CuQyD9u6SaavOXA3WMFapCdZ0QKMHsqUP+a8ljpj+mWll8WVgXRXBHMeozCmL2/Jm0syCuzwWM1o0lJhlR5XRZcm8lqdBOSAbdegeSxyj9F41CsNKfHiu5peeX9m5bi3ZcuznoMY+kLRfE8MfXI7rGa9YGV2MYcTSShcZBiJQFmSsMhndNNqPCk1ERK004nIqAaa+cZkB5YUdCbX1SFQVWy77hVmbMJM6Vp84kpmEgaWM16gV9EtqNG6XtSrAoPc0kFciq3IAVUILQwpFKBmde6zk0fnFKB0qAozsrrxvN03eQFU7GS1Lw+ZwKrSEwPrKjyeuExJ2/NrmWmFwEAACAASURBVFjR0BQe1z6OFPTmHbErMODL0jZFyZAKpLEpOIyld5IQzxNTj9kDWFKP1ayfysQAjJBiJQ3uLW1IFZGBTOUWaGjyS1EOqUDndUPmdXlQ08zr5LHKJ7J7rGZ/YGUMwIihWHmo8nrBETebpEMVIa9I4clkXqegN7/kkgpMq7yukcdKFpxNmElNzC/ksSowXmdgRcu7gsMYM3bRkEFaNtx7BdLY5Juc6lgp9hQ6+XjkQXGkAkFjk1d8pFgVFmcqkDxWcpC+wqObkAwwStMWhIChVOXS0iaVCqS2KbKQapBNVfGnAzKvFxghGZLHSi5Ul95aNDSFx12xonRTvllWW4zaEj+qin0Zj1EcKXRKN8lDqio+NcieDrySm9dnfR0rZyqQ6ljJAWPOXYE0ecuAsx+d+D9dNvnl0uU1ePkzW7Ie49xNK0aILpvC42wsTzXG8gt5rAqMz1FugczrcuBMBdLkLQepyTv1HKVp5SC9jhUpVrLgLIVB/rf84lXIY1VQFIXBozBLKnDW/8kzAqfZk3w8cuBex4qCXhlIr7xuf54oHM6x4aBUYD4R8zoFVgXEqyqUCpQMRWHmyhsgVUQWnJXXOefUK1ASMvYKpKEpOGmpQGO+Z6DByRdeVZHWYzUnAiufRyHzumQojNl8PFSEUg6EoMsppSEdqVSg/ticvGlsCk7mPo4FO6VZj1dliNGuwMJhU6zIYyUFzlQgFaGUA6diRaqIPBh2UVKsJMS5sYDStPnH51EoFVhIfCojxUoyVCW9UjENTeFxllswJwganILDnD4emrylwZkKFHs2ydKbP/RUIAVWBcPnURCJJQCQx0oWmEsLCJogCo9z8qaUhjyIXoFptZLmxF1cbtIbZOvPk8cqf5DHqsBYU4GirhVRWBTm2NKvkVdEBpy9AkkVkQdnuQWqlSQP6alAStPmG6/KqI5VIfGqiqWlDX3SZYDqWMlJeiqQJghZEPETN/1v+lcKegtPujdR/0pBb/7wqgq1tCkkuslN/6STx0oOlLSWNjRByEBm8zqNTaExFSvTY0VBryw4FyQ0NvmHzOsFxmdJ/5FiJQeK4lKEck58GuXGWSCUVt7ykO6x0p+noLfwZKq8TtdN/hAeq0RSwxfufx3PHe4u9CmZzImpzOtJfbip8rocOFOB1CtQDpy9AmnlLQ9i8ua0sUA6nK2gKIWef4THaiSexM9eOIG9bYOFPiWTORFlkGIlH85UIHms5CCTV4RUkcKjZNoVSGNTcDKWKaGxyRui3ILwTxf51AKfUYo5EVhZdwKSx0oO9F2BVG5BNsi8Li9mKpB2bEqHmlZugdTEfOMTgZWx4z/opcBqWvF6LIEVVV6XArdUIE0QhYdlMK9TmrbwONsNUdArD876b6CgN+/ouwK5qVgFSLGaXvw2xWpO/MnSkx5YkWIlA2KSpl6B8pGeCtSfp6C38KQ1YSbFKu94PXbFKkCK1fTiJY+VdCiK02NFK28ZoEKH8uIst0BjIw8qc6YC9edpQZI/TPN6jBSrgmDfFUgfdBlw9VjR2BQcMq/LizPo5WRelwaWYWMBDU3+8DnM66RYTTM+NfWGq+SxkgK3VCDdhAoPM+4I5spbowlCFlIGaf2x2NpPgVXhSaXQxVcKevONqGNFHqsCQYqVfCgMoMrr8kG9AuVF3LpIFZEPxZEKFLc2Gpr8IVrakMeqQPjIvC4duseKegXKRsZyC3TZFBzGGBgjH4+MpDXI1kixyjdeT6pAKECK1bTjozpW0kHlFuSEegXKjWq5bjgFvdKQagVl/0rXTf5w1rGacYoVY+waxtgBxthhxtgnXb4/nzH2BGNsB2NsF2Ps2qk/1Ykj6lgxBjJIS4JuXk891j1WNDaFhnoFyo3CGJJm25TUc0RhcbaCMtO0FPTmDa+qQONAOJoAMMMCK8aYCuC/ALwBwGoAtzLGVjsO+yyAeznnZwG4BcB/T/WJTgahWJFaJQ/MsfKmcgtywODeK5CGRg6szcup3II8ODcWCCjozR+ijNLASBx+jyKVaJJLPH0ugMOc86Oc8xiA3wC40XEMB1Bq/L8MQNvUneLkEYoV1bCSB5UxMkhLSHqhQ/E8jY0MqIy5mNdpbAqNGIK0sSnUCc0BvMYO/8HRhFT+KiC3wGoegBbL41bjOStfBPAOxlgrgK0APuz2Qoyx9zDGtjPGtnd1dU3gdCeGzxgAMq7Lg6JQoUMZce5uorGRC8Wm9KaeIwpLeirQ/jwx9fgMwWRwJC5Vn0Agt8DK7ZPhEDxxK4C7OedNAK4F8AvG0rPLnPMfcc43cM431NTUjP9sJ4gYAOoTKA/WCYJ8PPKQbsIlVUQmFIVRVXwJSasxRqUw8o41FVg0AxWrVgDNlsdNSE/1/ROAewGAc/4CgCIA1VNxglOBlzxW0qEHVvr/aeeZPIgt/em9Agt4UoSJqjCL0qs/R9dN4TFrjJGaOG2IeX1wNC6VcR3ILbDaBmAZY2wRY8wH3Zz+gOOYkwCuAADG2CrogdX05frGQAwAeazkwdrShiZvuVDI/yYtbgsSGprCwxwpdE5jk3dMj9VIAsGZplhxzhMAPgTgYQD7oO/+28MY+zJj7AbjsI8BeDdjbCeAewDczsUnSwLMVCB5rKTBngokxUomFObisaJLRwrsCxK6bmRBJY/VtOOzpgIlU6w8uRzEOd8K3ZRufe7zlv/vBXDR1J7a1OEjxUo6GK28pcV9bGhwZEBVrLsC9edo8i48YgxSNcbI/5ZvRCZqJJ6ckanAGQ95rORDVWh1JysKo7GRFXdvYgFPiABAhXULgSijBGDmpQJnAz6qYyUdiqUeD6cJQirsW/ppbGTCXiBUf44m78LjLLcA6n2ad7yWXf4zsY7VjEcMgEedE3/ujMCt3IJMlXPnMnZVJPUcUXhUWpBISaoJs/5Y4xTw5htrD2DZPFZzItKgljbyoW/p1/9PPh65YC7mdRoaOVCs5RY0um5kQUlLBZJilW+8KqUCCwqlAuVDVdx2BRbyjAiBtdwC7diUC70VlNP/VsATIgCkl1sgxSr/WAMrMq8XADKvy4fCGBXTkxRruQUaG7mwehNJ6ZUHsWhPWaxIsco3Pk/qDaZUYAGgAqHywRig0dZkKXGvMVbIMyIEisJMHw8V1pUHs/K68L8BYNSCOa/YU4E5VY6aNuZEYEW9AuXDLaVBK285YC7mdRobObCXKaE0rSykNS/XSLHKN7ZUoE+uUEaus8kTKfP6nPhzZwS2nWcaTRAyYa9jRYqVTFhT6LRjUx4URypQ4zQu+YY8VgXGLLdAs4M0KAosEwRN3jKhMGamaaltily4e6wKeUYEkN6EWeOcxiXP+GyKFaUCpx2PqkBh5LGSCea6u4nGRwZsvQI18RyNjQxYd9NS0CsPzlQgQOnzfOO1mNdJsSoQXlUhj5VEqNQrUFqoj6O8KLZNH6nniMKSCqxgfCWPVb6hVKAE+FQFKnmspEFhcKkgTXciGVCoj6O0UJkSOTELhFrStDQu+cVq7aGWNgXC51HIYyURzK2lDd2IpMC1V+CcuVPIjaow2+QNkJooA2m7AqlAaN5hjJk+KwqsCkTQr0pXRGwu417du4AnRJhQr0B5cXqsGKMJXAbErkBxvVCB0OlBbEyTLRUol5U+j3zv1rNRXewr9GkQBqqSbpCmCUIO3HoF0iQhB4wxJGlLv3Q4U4Gck5I4HXg9ChBLStcrcM4EVuubywt9CoQFt23jNHnLgZuaSEGvHKjM6eMp8AkRANxSgeSxmg6Egd3vkSv5JtfZEHMGZpm8yYQrF9QrUF7szcsp4JWF9F2BdM1MBz5VQcCrSncdUGBFFATFLd1En0YpoF6B8sIsSi/5eORB3Lus141kc/2sxKsy6dKAAAVWRIGwr7wp3SQTbr0CafUtB6oj6KVxkQNTsTLd6+Sxmg68qiLlprQ547Ei5EJM3pxzmrwlw61XIA2NHKiK1ZtI14wsuBcIpbHJN15VQUDCPWkUWBEFQaQwOLcWCC3gCREm1nILVLxVLhTFvrGAhkUOzF2BnILe6cTrkbOjCgVWREFQLbtoSLGSC7v/TTxHYyMDCoOt8jqNixwwxtLKlNDQ5J+QT5XyfabAiigI1oJ6lG6SC7degaQmyoHqKFNC4yIP9o4FFPROB1+64Qwp5w0KrIiCwCzSuUbpJqmwe6z052hjgRw4U4F0zciDtbE8BweNTP5ZVldS6FNwhXYFEgXBWlCPaiXJhWuvQBoaKbA2L6c6VnLBrMVbNbqfzWUosCIKgsrSU4E0ecuBwpjZZkhMFDRJyIGqMIvHilKBMuGs/0aXzNyFAiuiIIibTlLjlG6SDLsJV3+OAis50INeUkVkRK/Np/+fdgXObSiwIgqCuOlwm8eqkGdECFx7BdKdQgqcqghdM/LALGlagBSruQzdLomCkKr7QrWSZENRqFegrDgLhJLKKw/6goTqWBEUWBEFQlVS5nXh56EbkRxQr0B5cRZvpf6a8qDXf9P/T2ri3IYuS6IgiJW2pqVSgRRXyQH1CpQXVYEjFUjjIgv2/qekJs5lKLAiCoJi2xVof44oLNQrUF4URr0CZYU5ypSQYjV3ocCKKAiq8cnT61gZ6Sb6NEoB9QqUF0WhLf2yojCYtgZOitWcJqepjDF2DWPsAGPsMGPsky7f/zZj7DXj30HGWP/UnyoxmzBTgdQrUDqoV6C82Kp7k2IlFSrt2CQMxmxpwxhTAfwXgCsBtALYxhh7gHO+VxzDOf+I5fgPAzgrD+dKzCLMVKBGBmnZYJZyC6ldgYU7HyKFvfI6Td4ywViqeKuuJtLgzFVyUazOBXCYc36Ucx4D8BsAN2Y5/lYA90zFyRGzl1S5Bat5nW5EMmBXrGhsZMJsXm5s+iDFSh4UBZb6b7QYmcvkEljNA9BiedxqPJcGY2wBgEUAHs/w/fcwxrYzxrZ3dXWN91yJWYS13ALVSpILxaZYkSoiE6IVVNJIoVPAKw/WVCA4wKgN85wll8DK7dPBXZ4DgFsA/J5znnT7Juf8R5zzDZzzDTU1NbmeIzELYbZdgZQKlAlnSxuavOVBsS1IKOiVCfuOTaoxNpfJZehbATRbHjcBaMtw7C2gNCCRA/ZUoHiOZgkZYGTClRa7N5GuGZlgDLZWUDQ2c5dcAqttAJYxxhYxxnzQg6cHnAcxxlYAqADwwtSeIjEbUWy7AqlWkkzYewWSYiUTokxJknMKeiWDCoQSgjEDK855AsCHADwMYB+AeznnexhjX2aM3WA59FYAv+Gi8A1BZMG68qZaSXJhNa9Tukku7AsSmrxlwtoKinNODqs5zJjlFgCAc74VwFbHc593PP7i1J0WMduhVKC8WAuEUkpDLlILEvJYyQZjDElRIBTkGZ3LkL2OKAhuqUAye8qB07xOgZU8iN20SSq3IB2qYm8FRWMzd6GpjCgIqXILVN1bNuweK2qbIhNiV2CSc2gaXTMyYU0FahqlaecyFFgRBYFZUoHksZILu8eKxkUmRHqJcwp6ZUOvvK7/nzYWzG0osCIKgtUromlUx0ombCtvmiCkwiwQqnEKeiVDYalUIEC7nOcyFFgRBSHlsUqlAkk6lwNG5nVpUZweK7qDS0N6E2a6buYqdFkSBUFMCDbzOt2HpMC68qYt/XIhFCuRCqTJWx7slddJTZzLUGBFFATrrkDqFSgX1nILtKVfLhRbgVAKemVC302r/5/8b3MbCqyIgmBvzUHmdZmwmtdp55lcKDaPFQW9MqEqzFR6OQW9cxoKrIiC4FYglO5DcsAYMzcUkHldLkSZEm5cNxT0yoM1FUhB79yGAiuiIChKKhVIipVcUK9AeTEVK+oVKB32VCDdz+YyFFgRBcHusSLzukyk9Qqku4Q0WFOBFPTKhTUVSB6ruQ3dMomCYKYCNaq8LhuKQuUWZMXsWKBRukk27Js+6H42l6HAiigIbr0C6T4kB9QrUF7s3kQKemVCYbB5rGhk5i4UWBEFwVkglDFKa8gC9QqUF1uvQE6LEZmwdyygBclchgIroiBYC4RyWnlLBfUKlBdRIFQzyi3QYkQenAsS8ibOXWjoiYLgTAWSV0QeqFegvJgeK05Br2woiq4kArSbdq5DgRVRENJTgXQTkgXqFSgvYijMXoE0NNLALAsS8ljNbSiwIgqCmBA4KVbSYR8bCnplQrUpvaRYyYRqSQVy0NjMZSiwIgqCvTUH3YRkwqom0pZ+uRCpQKFY0WUjD9ZdgbRYnNtQYEUUBFsqUKN0k0w42w3R2MgDsyhWtCCRC5s3UaONBXMZCqyIgmDdFUjbxuWC0cYCaVEVGhtZURRLKpCC3jkNBVZEQRA3nZTHim5CspAaG9pYIBuqmUKnjQWyYSsQCloszmUosCIKgmKZIMjHIxfWVCCNjVykK700OLJAZUoIAQVWREEgH4+82EthkCoiE+bYaBT0ygb12CQEFFgRBUG05hCpQFp5ywOzBr0aBb0yoTpa2tDYyIPC9PsZQCn0uQ4FVkRBsJZbINlcLkyPlUa9AmUjXU0s8AkRJgpjZuV1TtfNnIYCK6IgpFKBIFVEMuweKxobmTDHRuO0pV8yFMagCfM6BwW9cxgKrIiCoNC2cWlJGxu6S0iDtUAoBb1ykdaEmcZmzkK3TKIg0JZ+eWFkXpcWM4VOCxLpUBg1YSZ0KLAiCoKYEJJiSz99EqWBegXKi9+jXyjxpKab1ymykgZVYWaJEgDUhHkOQ9MZURBSJlwqECobppoI0Uy2oKdDWPAZgVU0rtHGAslg7P+3d+/BkpTlHce/v5lzzriAsFxWi5uwFhBFoyAr8RIslWAhFcG7GI2iovFCTJVKgqXlhcRKUKNRMaUEESUIKCmTNSFCJIp3ZZE7BrMihgUTV0UUXfZyzpM/+u05PbPn7Dm727P9nunfp+rUzvT0dL/79Fyeefvp91WaX7O478+09nJiZY0YPhXoD6F8bD1AqI9NLsrEatP0jGusMtNRuqggZVb+QdJeTqysEQNXN/mXd1a2rrFquEHWN9Ud7LHysclHOfJ6OUioT9O216ISK0knSrpd0lpJZ82zzgsl3SbpVkmfqbeZNm6qRbj+5Z2X6ujeMzOuscrJRLdDtyM2TU/7FHpmypHXyx4rH5r2mlhoBUld4KPACcA64FpJqyPitso6hwNvBZ4cEfdKesioGmzjYXZ0b/eK5Ga2eN3HJke9iU7qsXLSm5PqKXQAuXy9tRbTY3UssDYi7oiITcClwClD67wa+GhE3AsQET+tt5k2biT1p4DwL++8VC8scG9ifqYmOmzcMgO4jicn5ftky4xrrNpuMYnVgcBdlfvr0rKqI4AjJH1D0rclnTjXhiS9RtIaSWvWr1+/Yy22sVGtSfAv73wMzBXopDc7vYkOGzZPA056c9IfvHW6TKx8bNpqMYnVXK+OGLo/ARwOPBV4MXC+pOVbPSnivIhYFRGrVqxYsb1ttTHTkZieIV151nRrrDQ8H52/H/IyNdHhgX5i1XBjrK98n5Q9Vn7ftNdiEqt1wMGV+wcB98yxzr9ExOaI+BFwO0WiZTavTmd2EEr/usvH7FAYPhWYo6luhwc2F6cC3dObj+rE8uBj02aLSayuBQ6XtFLSFHAqsHponX8GngYgaT+KU4N31NlQGz+zpwLdY5WTgQmyfWyy05voVnqsfHBy0e3XWLn+re0WTKwiYgtwBnAl8H3gsxFxq6SzJZ2cVrsS+Lmk24AvA2dGxM9H1WgbD+WpQNdY5UWV4nX3JubHpwLzVL5NpmdcY9V2Cw63ABARVwBXDC17R+V2AG9Kf2aLIlVH9266NVYaLl73VeN56U10uH/jFsBf3jkpj8XmaV8V2HYeed0a0+3Iwy1kqDrdkGus8lPtsfKhyUf/qkDXWLWeEytrTCdNWjoz4y/vnHSGeqz8yzsvRY1VWcfjg5OL8n1S1lj50LSXEytrTEfFlDa+pD8vw8Mt+Ms7Lz3XWGVJQ1cF+n3TXk6srDGSfEl/hgZrrHxKIzdT1QFCnVllwyOvW8mJlTWmKzEzk3pF/ErMxuA4Vj4VmJveQI2VD04uuukzzDVW5q8za0xHnjYlR4OnAt2bmJupiQ7pu9tJb0bKRGrLdDkJs7WVEytrjKRUY+VfdznpF6/PuHg9R72J2Y9tJ735GB553cemvZxYWWOK4RY8V2BuVO2xmgknvZmZGkisGmyIDShPBfZHXve3a2v50FtjZk8F+tddTsova19YkKfeRLd/20lvPtxjZSUnVtaY/jhW7rHKSnmlmY9NnqZ8KjBLZZJbjrxu7eXEyhojlXU8/uWdk8EBQn1Jf26muj4VmKOue6wscWJljel25LkCMzQ4CbMHb81Nb9I9VjkqP8Omw4lV2zmxssYUpwI93EJuPFdg3qo9Vj40+ZgdbqGcbqjJ1liTnFhZYyQxPeOxknLjuQLz1pucLV73+yYf5STMWzxAaOs5sbLGdFRceebTTXnxXIF5G6yx8rHJRXlYNk97Eua2c2JljZmtsfIXRE48V2DeBmusGmyIDSiHwdi4uTwV6IPTVk6srDHycAtZ6vdYeTLZLPUGaqx8cHJRjojfnyDbh6a1nFhZY7oqRin26aa8lMdiiy8bz5JHXs9TeVwe6CdWPjht5cTKGrPnskl+tWELMzMeKykn/cvG3WOVperI6/7yzkd5XMrEyrMwt5cTK2vM8mWT/HLDJo9jlRnJVzflbKDHyp/g2dj6VKDfN23lt6U1ZvluU/zyt5s93EJmZnusXISbo96Ea6xyNHsq0ONYtZ0TK2vM8t0m+fUDW9g8PeMviIxsXWPVZGtsmOcKzFPPNVaWOLGyxixfNgnALzds9pd3RsovBM95lqeei9ezVA7cWiZWftu0lxMra8zy3aaA4gvcX975KA/FlukYuG95qPZYyRXS2SgHbi1PBfrYtJcTK2vMXrtN9m/7l3c+yis03WOVJw+3kKfJrpCqpwIbbpA1xomVNaY8FQguws1Jv3g9XGOVoykPEJolSfQmOrNXBfqN01pOrKwx5alAcK9ITraqsfIXRFYk9XutfGjyMtXteOR1c2Jlzan2WPlDKB9ljjvtcayyVRawO+nNS2+y258r0COEtpcTK2vMnssm+1/i/oLIh4dbyF/PPVZZGjgV6GPTWk6srDHdjtjzQUWvlTtF8jF7KtADhOaqnD7FvYl5mZroeBwrc2JlzVqergz0h1A+yl/a7rHK12yNlQ9OTnoTXU9pY06srFllnZW/vPNR9oJMT7vGKlfllYF+3+SlN9EhXUzrXvgWc2JljdorXRnoX3f52LrHyscmN71J91jlaGDwVh+a1nJiZY0qe6zcK5KPrae0abI1Npeyx8pvm7z0PI+jscjEStKJkm6XtFbSWXM8fpqk9ZJuSH+n199UG0ezNVYNN8T6tr4q0AcnN+6xylN5UQH42LTZxEIrSOoCHwVOANYB10paHRG3Da16WUScMYI22hibrbHyh1AuZsexmhm4b/mYrbHywcmJJ8g2WFyP1bHA2oi4IyI2AZcCp4y2WdYWy/s1Vg03xPrcY5W/smfE75u89FxjZSwusToQuKtyf11aNux5km6SdLmkg+fakKTXSFojac369et3oLk2bspTga6xykd/rkAnVtkqi6T9vslLeYoWfGzabDGJ1Vyvjhi6/wXg0Ih4DPAl4FNzbSgizouIVRGxasWKFdvXUhtLHscqPx55PX+eKzBP1Qmy/ZnWXotJrNYB1R6og4B7qitExM8jYmO6+w/AMfU0z8bdXst8KjA3/Rorj2OVrZ4HCM1Sb7JavN5gQ6xRi0msrgUOl7RS0hRwKrC6uoKk/St3Twa+X18TbZy5xyo/kpDcY5Uzj7yep4EaK0/C3FoLXhUYEVsknQFcCXSBCyLiVklnA2siYjXwRkknA1uAXwCnjbDNNkb2TsXrXX97Z6Ujea7AjM3OFdhwQ2xA9VSgj017LZhYAUTEFcAVQ8veUbn9VuCt9TbN2mCf3af4wAsfy3GHu+YuJ51qj5WHEc5Ov8fKP0iyUi1e97Fpr0UlVmaj9NzHHdR0E2yIpP5Vga6xyk/PxetZGhwgtMGGWKP8W9TMtjLQY+XEKjsuXs/TlKe0MZxYmdkchLjvt5vTbcvN7r3iZMNk1x/hORksXre28qlAM9vKHg+a4Pb/+3X/tuXlWY89gIc8uMc+u0813RSrqJ4K9Cn09vInpplt5Z9e+yTuuve37DbV5aiDlzfdHBuyR2+C4x/50KabYUOmPFeg4cTKzObwsH1342H77tZ0M8yWlJ5rrAzXWJmZmdXCkzAbOLEyMzOrxdSEJ2E2J1ZmZma18DhWBk6szMzMajEw8rp7rFrLiZWZmVkNqnMFOrFqLydWZmZmNaj2WDmvai8nVmZmZjUYHCC0wYZYo5xYmZmZ1cDjWBk4sTIzM6uFa6wMnFiZmZnVotNRP7lyWtVeTqzMzMxqUg4S6g6r9nJiZWZmVpPeRAfJI6+3mRMrMzOzmvQmOq6vajknVmZmZjXpTXY9nU3LObEyMzOryVS3g1y63mpOrMzMzGrSm+y4cL3lnFiZmZnVxDVW5sTKzMysJlMTHddYtZwTKzMzs5r0JroeaqHlnFiZmZnVpBzHytrLiZWZmVlNplxj1XpOrMzMzGrSc41V6zmxMjMzq8n+ey1jvz16TTfDGjTRdAPMzMzGxRuedhivOm5l082wBjmxMjMzq8nURIepCZ8MajMffTMzM7OaOLEyMzMzq8miEitJJ0q6XdJaSWdtY73nSwpJq+propmZmdnSsGBiJakLfBR4JnAk8GJJR86x3oOBNwLfqbuRZmZmZkvBYnqsjgXWRsQdEbEJuBQ4ZY71/hJ4L/BAje0zMzMzWzIWk1gdCNxVub8uLeuTdDRwcET867Y2JOk1ktZIWrN+/frtbqyZmZlZzhaTWM01hmz0H5Q6wAeBNy+0oYg4LyJWRcSqFStWLL6VZmZm/hX1hQAACo9JREFUZkvAYhKrdcDBlfsHAfdU7j8YeDTwFUl3Ak8AVruA3czMzNpmMYnVtcDhklZKmgJOBVaXD0bEfRGxX0QcGhGHAt8GTo6INSNpsZmZmVmmFkysImILcAZwJfB94LMRcauksyWdPOoGmpmZmS0VioiF1xrFjqX1wI9HvJv9gJ+NeB9t5LiOhuM6Go5r/RzT0XBcR6OuuB4SEQsWiDeWWO0KktZEhGu9aua4jobjOhqOa/0c09FwXEdjV8fVU9qYmZmZ1cSJlZmZmVlNxj2xOq/pBowpx3U0HNfRcFzr55iOhuM6Grs0rmNdY2VmZma2K417j5WZmZnZLuPEyszMzKwmSyaxknSBpJ9KuqWy7H2S/kvSTZI+L2n5PM89UdLtktZKOquyfKWk70j6b0mXpZHlx0pTcZN0qKQNkm5Ifx+rPHaMpJvTdj8saa75KLM2oriekZaFpP0W2P+eku6WdG5l2ZKO64hienFafkva/uQczz1E0nXpdXqrpNdWHlvSMYWRxfUTkm5Mz79c0h5zPPeEFNeb079PrzzmuM4R18rjH5F0/zzP3VfSlyXdX33/p8eWfFy3ZUSv5Qsl/ajyXXXUTjc0IpbEH/AU4HHALZVlzwAm0u1zgHPmeF4X+CHwcGAKuBE4Mj32WeDUdPtjwOua/n+OS9yAQ6v7HHrsu8ATKSb4/nfgmU3HKZO4Hp3idiew3wL7/xDwGeDccYnriGJ6UoqHgEvmea1OAb10e48U/wPGIaYjjOuelfU+AJw1x/OPrsTx0cDd4/JaHVVc0+OrgIuA++fZ7+7A7wOvrb7/xyWuuzrmwIXA8+ts55LpsYqIrwK/GFp2VRRT7kAxR+FBczz1WGBtRNwREZuAS4FTUib/dODytN6ngGePpPENyi1ukvan+FD+VhSv6k9vz/NzUXdc0/Ovj4g7F9q3pGOAhwJXVZYt+biOKKZXRELxpbPV8yNiU0RsTHd7pJ78cYgpjCyuvwJInwfLgK2ugkqv53vS3VuBB0nqOa7zx1VSF3gf8Ofb2O9vIuLrwAPV5eMS120ZRcxHYckkVovwSooMHUkHSLoiLT8QuKuy3rq0bF/gl5UDUi5vm9riJulkSWdXnrNS0vWSrpF0XGW76+bY7rjZ3rjOS9IqSeen2x3gb4Ezh1ZrQ1x3OKbpFOAfA19M9/sxTfcPlnRT2s45KSFoQ0xhB+Mq6ZPA/wKPAD6Slg1/BpSeB1yfEljHdf64ngGsjoifVDe0jbhWtSWu27KjnxHvSacSPyipt7ONGIvEStLbgC3AxQARcU9EnFQ+PMdTYhvLW6PuuEXE6oh4R1r2E+BhEXE08CbgM5L23Nbzx8UOxnVeEbEmIk5Pd18PXBERdw2tNtZxrSGmfw98NSK+lp5fjSkRcVdEPAY4DHi5pIcucrtL2s7ENSJeARwAfB94UVpW/Qwo9/EoilM0f7KY7Y6DHYmrpAOAF5CS1IEH54jrXLuda7uLb/XSthOv5bdS/Dh4PLAP8Bc725aJnd1A0yS9HPhD4PjU/TlsHXBw5f5BwD0UEzIulzSRel/K5a0w6rilX6Yb0+3rJP0QOCJtt9pVO1Zx34m4LtYTgeMkvZ6iHmgqFbl+iDGN687GVNI7gRXMfrHPKyLukXQrcBzwDcY0plDPazUipiVdRtGD+sk59nEQ8HngZRHxw8p2HddZ5f//aIrEfm2qOd9N0tqIOGyRux7ruG7LzryWK72DG1Mv7Ft2ukHDRVc5/zFUEA2cCNwGrNjGcyaAO4CVzBatPSo99jkGi7Bf3/T/cVziRvFF1k23Hw7cDeyT7l8LPIHZAsuTmo5RDnGtrHMnCxSvp/VOY7B4fcnHdQSv1dOBbwLLtvH8g8rHgb2BHwC/Oy4xrTuuKRaHpXUEvB94/xzPX56e87w5HnNct/EZkNabs3i98vjA+3+c4rorYw7sn/4V8HfA3+x0G5sO0nYE8xKK00ubKbLPVwFrKc6b3pD+PpbWPYDidEn53JPSh+UPgbdVlj+coqB1LUWy0Gv6/7mU4wacDJydbj+PomD1RuB7wLMqz18F3JK2ey5pBoCl9DeiuL4xbWsLxa+p8yvxOn+ONgx8sC71uI4oplvSsvL57xiOKXACcFN6rd4EvGZcYjqKuFKUkHwDuDnF5mLSVYJDnwFvB35T2ccNwEMc1/lfr0Pbv79yux/XdP9OiiLu+9O+yyvclnxcd3XMgf+svJb/EdhjZ9vpKW3MzMzMajIWxetmZmZmOXBiZWZmZlYTJ1ZmZmZmNXFiZWZmZlYTJ1ZmZmZmNXFiZWbbRdJ0mgX+FklfmG82+RHu/05J+23H+qdJOndo2Y2SLpljvQPS7c+n/+NaSfel2zdIepKk8yUdWc//xszGjRMrM9teGyLiqIh4NMVYOm8Y1Y4k1T47hKRHUnz2PUXS7pWHTqMY+4aIeE5EHEUxwOjX0v/3qIj4ZkScHhG31d0uMxsPTqzMbGd8i8GJec+UdG2a0PTdleUvS8tulHRRWnaIpKvT8qslPSwtv1DSByR9GThH0r6SrkoTen+cyrxfkl4q6bupN+njkrpp+Ssk/UDSNcCTh9r8R8BFwFUUAy8i6fkUgytenLa1bL7/sKSvSFqVbt8v6RxJ10n6kqRj0+N3SCq33ZX0vkpcFpxax8yWLidWZrZDUhJzPLA63X8GcDhwLHAUcIykp6RJeN8GPD0iHgv8WdrEucCno5j8+GLgw5XNHwH8QUS8GXgn8PUoJvReDZQJ2CMpJv99cupdmgZeIml/4N0UCdUJwPBpuxcBl1GM4vxigIi4HFgDvCT1TG1YZBh2B74SEccAvwb+Ku3zOcDZaZ1XAfdFxOMpJnp9taSVi9y+mS0xS34SZjPb5ZZJuoFizq7rgP9Iy5+R/q5P9/egSLQeC1weET8DiIhfpMefCDw33b4IeG9lH5+LiOl0+ynlehHxb5LuTcuPB44Brk2T1i4Dfgr8HkWysx4gTRJ8RLr9eGB9RPxY0jrgAkl7R0S5ze21Cfhiun0zsDEiNku6mSI+ZVwek3rFAPZKcfnRDu7TzDLmHisz214bUg/RIRQTmpY1VgL+ulKPdFhEfCItX8zcWdV1frONx0oCPlXZ3+9ExLu2sT4UPVSPkHQnxZxhe1LMa7mjNsfsvGAzwEaAiJhh9oergD+ttHNlRFy1E/s0s4w5sTKzHRIR91FMHP0WSZPAlcArJe0BIOlASQ8BrgZeKGnftHyftIlvAqem2y8Bvj7Prr6aHkfSM4G90/KrgeenfSBpH0mHAN8BnppqsyaBF6THO+n2YyLi0Ig4FDiFdDqQ4lTeg3ciJPO5EnhdaguSjhgqmjezMeJTgWa2wyLiekk3AqdGxEWp7ulb6dTc/cBLI+JWSe8BrpE0TXGq8DSKpOwCSWcC64FXzLObdwOXSPoecA3wP2nft0l6O3BVSpo2A2+IiG9LehdFYf1PgO8BXYpTindHxN2VbX8VODLVZV0IfEzSBuCJ21FntZDzKU4Lfk9FYNYDz65p22aWGc32YpuZmZnZzvCpQDMzM7OaOLEyMzMzq4kTKzMzM7OaOLEyMzMzq4kTKzMzM7OaOLEyMzMzq4kTKzMzM7Oa/D+EkoVhsOnpSgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 720x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "merged.drop_duplicates(siri_source_key_cols).lon.notnull().groupby(\n",
+    "            merged.drop_duplicates(subset=siri_source_key_cols).RecordedAtTime.dt.time).mean(\n",
+    "            ).plot(figsize=(10,5))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:11:12.879736Z",
+     "start_time": "2022-04-21T11:11:12.755757Z"
+    },
+    "hidden": true
+   },
+   "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></th>\n",
+       "      <th>count</th>\n",
+       "      <th>mean</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>RecordedAtTime</th>\n",
+       "      <th>RecordedAtTime</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">12</th>\n",
+       "      <th>0</th>\n",
+       "      <td>5990</td>\n",
+       "      <td>0.982</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>4896</td>\n",
+       "      <td>0.979</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>4769</td>\n",
+       "      <td>0.978</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4611</td>\n",
+       "      <td>0.978</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4125</td>\n",
+       "      <td>0.976</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                               count   mean\n",
+       "RecordedAtTime RecordedAtTime              \n",
+       "12             0                5990  0.982\n",
+       "               1                4896  0.979\n",
+       "               2                4769  0.978\n",
+       "               3                4611  0.978\n",
+       "               4                4125  0.976"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "merged.drop_duplicates(siri_source_key_cols).lon.notnull().groupby(\n",
+    "            [merged.drop_duplicates(subset=siri_source_key_cols).RecordedAtTime.dt.hour,\n",
+    "            merged.drop_duplicates(subset=siri_source_key_cols).RecordedAtTime.dt.minute]).agg(['count','mean']\n",
+    "            ).round(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:11:12.975706Z",
+     "start_time": "2022-04-21T11:11:12.887736Z"
+    },
+    "hidden": true
+   },
+   "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>count</th>\n",
+       "      <th>mean</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>OperatorRef</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>6936</td>\n",
+       "      <td>0.995</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2978</td>\n",
+       "      <td>0.993</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2829</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2223</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>1617</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>1594</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>957</td>\n",
+       "      <td>0.990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>821</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>650</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>495</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>426</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>415</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>364</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>338</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>272</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>251</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>220</td>\n",
+       "      <td>0.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>145</td>\n",
+       "      <td>0.966</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>136</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>102</td>\n",
+       "      <td>0.176</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>101</td>\n",
+       "      <td>0.842</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>89</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>84</td>\n",
+       "      <td>0.940</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>62</td>\n",
+       "      <td>0.548</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>60</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>60</td>\n",
+       "      <td>0.250</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>48</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>34</td>\n",
+       "      <td>0.765</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>30</td>\n",
+       "      <td>0.500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>51</th>\n",
+       "      <td>28</td>\n",
+       "      <td>0.821</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>21</td>\n",
+       "      <td>0.286</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>5</td>\n",
+       "      <td>1.000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             count   mean\n",
+       "OperatorRef              \n",
+       "3             6936  0.995\n",
+       "5             2978  0.993\n",
+       "18            2829  1.000\n",
+       "15            2223  1.000\n",
+       "25            1617  1.000\n",
+       "16            1594  1.000\n",
+       "14             957  0.990\n",
+       "31             821  1.000\n",
+       "32             650  1.000\n",
+       "4              495  1.000\n",
+       "34             426  1.000\n",
+       "6              415  1.000\n",
+       "7              364  1.000\n",
+       "35             338  1.000\n",
+       "37             272  1.000\n",
+       "23             251  1.000\n",
+       "2              220  0.000\n",
+       "42             145  0.966\n",
+       "8              136  1.000\n",
+       "92             102  0.176\n",
+       "45             101  0.842\n",
+       "24              89  1.000\n",
+       "44              84  0.940\n",
+       "50              62  0.548\n",
+       "47              60  1.000\n",
+       "97              60  0.250\n",
+       "49              48  1.000\n",
+       "98              34  0.765\n",
+       "91              30  0.500\n",
+       "51              28  0.821\n",
+       "93              21  0.286\n",
+       "10               5  1.000"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "merged.drop_duplicates(siri_source_key_cols).lon.notnull().groupby(\n",
+    "            merged.drop_duplicates(subset=siri_source_key_cols).OperatorRef).agg(['count','mean']\n",
+    "            ).round(3).sort_values(by='count', ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:11:13.007789Z",
+     "start_time": "2022-04-21T11:11:12.979683Z"
+    },
+    "hidden": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "08:59:00     5\n",
+       "09:28:00     5\n",
+       "09:32:00     3\n",
+       "09:48:00    10\n",
+       "09:50:00     5\n",
+       "10:03:00     5\n",
+       "10:15:00    10\n",
+       "10:18:00     5\n",
+       "10:37:00     5\n",
+       "10:42:00    15\n",
+       "10:45:00     5\n",
+       "10:48:00    10\n",
+       "10:50:00    15\n",
+       "10:55:00     5\n",
+       "10:57:00     5\n",
+       "11:02:00     5\n",
+       "11:03:00     5\n",
+       "11:04:59     5\n",
+       "11:06:00     5\n",
+       "11:07:00    15\n",
+       "11:12:00     5\n",
+       "11:13:00     3\n",
+       "11:15:00     5\n",
+       "11:17:00     5\n",
+       "11:17:59     4\n",
+       "11:18:00     5\n",
+       "11:20:00     6\n",
+       "11:21:00     5\n",
+       "11:23:14     5\n",
+       "11:25:00     5\n",
+       "11:27:00    10\n",
+       "11:29:44     5\n",
+       "11:30:00     3\n",
+       "11:31:00     5\n",
+       "11:32:00    10\n",
+       "11:33:00    10\n",
+       "11:36:00     1\n",
+       "11:36:15     5\n",
+       "11:37:00    10\n",
+       "11:37:43     3\n",
+       "11:39:00     5\n",
+       "11:40:00    21\n",
+       "11:41:00    10\n",
+       "11:42:00    10\n",
+       "11:44:55     5\n",
+       "11:45:00     5\n",
+       "11:45:52     5\n",
+       "11:46:00    10\n",
+       "11:47:00     5\n",
+       "11:48:00    15\n",
+       "11:48:49     5\n",
+       "11:49:00    10\n",
+       "11:49:30     5\n",
+       "11:50:00    20\n",
+       "11:51:00     7\n",
+       "11:53:00     5\n",
+       "11:54:00     5\n",
+       "11:55:00     5\n",
+       "11:56:00    10\n",
+       "11:57:00     5\n",
+       "11:57:25     5\n",
+       "11:59:00    10\n",
+       "11:59:33     5\n",
+       "12:00:00    10\n",
+       "12:01:00     4\n",
+       "12:02:00     3\n",
+       "12:02:44     2\n",
+       "12:03:00     6\n",
+       "12:05:00     1\n",
+       "12:06:00    10\n",
+       "12:07:00     5\n",
+       "12:12:00    15\n",
+       "12:15:00     5\n",
+       "12:18:00     5\n",
+       "12:20:00     5\n",
+       "Name: OriginAimedDepartureTime, dtype: int64"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "merged[(merged.recorded_at_time.isnull())].OriginAimedDepartureTime.dt.time.value_counts().sort_index()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "hidden": true
+   },
+   "source": [
+    "**The overall match rate between SIRI source and the DB is 98% (large operators match rate is even higher)**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "heading_collapsed": true,
+    "hidden": true
+   },
+   "source": [
+    "## Missing Rows Deep Dive"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:11:13.103711Z",
+     "start_time": "2022-04-21T11:11:13.010784Z"
+    },
+    "hidden": true
+   },
+   "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>RecordedAtTime</th>\n",
+       "      <th>LineRef</th>\n",
+       "      <th>OperatorRef</th>\n",
+       "      <th>OriginAimedDepartureTime</th>\n",
+       "      <th>Longitude</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>VehicleRef</th>\n",
+       "      <th>file</th>\n",
+       "      <th>id</th>\n",
+       "      <th>siri_snapshot_id</th>\n",
+       "      <th>siri_ride_stop_id</th>\n",
+       "      <th>recorded_at_time</th>\n",
+       "      <th>lon</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>bearing</th>\n",
+       "      <th>velocity</th>\n",
+       "      <th>distance_from_journey_start</th>\n",
+       "      <th>distance_from_siri_ride_stop_meters</th>\n",
+       "      <th>siri_snapshot__snapshot_id</th>\n",
+       "      <th>siri_route__id</th>\n",
+       "      <th>siri_route__line_ref</th>\n",
+       "      <th>siri_route__operator_ref</th>\n",
+       "      <th>siri_ride__id</th>\n",
+       "      <th>siri_ride__journey_ref</th>\n",
+       "      <th>siri_ride__scheduled_start_time</th>\n",
+       "      <th>siri_ride__vehicle_ref</th>\n",
+       "      <th>siri_ride__first_vehicle_location_id</th>\n",
+       "      <th>siri_ride__last_vehicle_location_id</th>\n",
+       "      <th>siri_ride__duration_minutes</th>\n",
+       "      <th>siri_ride__gtfs_ride_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1815</th>\n",
+       "      <td>2022-04-14 12:00:13+03:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:41:00+03:00</td>\n",
+       "      <td>34.771492</td>\n",
+       "      <td>31.815269</td>\n",
+       "      <td>7763669</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6599</th>\n",
+       "      <td>2022-04-14 12:01:11+03:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:41:00+03:00</td>\n",
+       "      <td>34.771095</td>\n",
+       "      <td>31.815252</td>\n",
+       "      <td>7763669</td>\n",
+       "      <td>2022/04/14/09/02</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11583</th>\n",
+       "      <td>2022-04-14 12:02:36+03:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:41:00+03:00</td>\n",
+       "      <td>34.771450</td>\n",
+       "      <td>31.816154</td>\n",
+       "      <td>7763669</td>\n",
+       "      <td>2022/04/14/09/03</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16566</th>\n",
+       "      <td>2022-04-14 12:03:30+03:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:41:00+03:00</td>\n",
+       "      <td>34.774731</td>\n",
+       "      <td>31.818487</td>\n",
+       "      <td>7763669</td>\n",
+       "      <td>2022/04/14/09/04</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21515</th>\n",
+       "      <td>2022-04-14 12:04:40+03:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:41:00+03:00</td>\n",
+       "      <td>34.775620</td>\n",
+       "      <td>31.820726</td>\n",
+       "      <td>7763669</td>\n",
+       "      <td>2022/04/14/09/05</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1916</th>\n",
+       "      <td>2022-04-14 12:00:45+03:00</td>\n",
+       "      <td>29246</td>\n",
+       "      <td>91</td>\n",
+       "      <td>2022-04-14 11:41:00+03:00</td>\n",
+       "      <td>34.745441</td>\n",
+       "      <td>32.017395</td>\n",
+       "      <td>8703126</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6709</th>\n",
+       "      <td>2022-04-14 12:01:57+03:00</td>\n",
+       "      <td>29246</td>\n",
+       "      <td>91</td>\n",
+       "      <td>2022-04-14 11:41:00+03:00</td>\n",
+       "      <td>34.747719</td>\n",
+       "      <td>32.016590</td>\n",
+       "      <td>8703126</td>\n",
+       "      <td>2022/04/14/09/02</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11697</th>\n",
+       "      <td>2022-04-14 12:02:56+03:00</td>\n",
+       "      <td>29246</td>\n",
+       "      <td>91</td>\n",
+       "      <td>2022-04-14 11:41:00+03:00</td>\n",
+       "      <td>34.747379</td>\n",
+       "      <td>32.012444</td>\n",
+       "      <td>8703126</td>\n",
+       "      <td>2022/04/14/09/03</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16680</th>\n",
+       "      <td>2022-04-14 12:03:52+03:00</td>\n",
+       "      <td>29246</td>\n",
+       "      <td>91</td>\n",
+       "      <td>2022-04-14 11:41:00+03:00</td>\n",
+       "      <td>34.750046</td>\n",
+       "      <td>32.012291</td>\n",
+       "      <td>8703126</td>\n",
+       "      <td>2022/04/14/09/04</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21629</th>\n",
+       "      <td>2022-04-14 12:04:40+03:00</td>\n",
+       "      <td>29246</td>\n",
+       "      <td>91</td>\n",
+       "      <td>2022-04-14 11:41:00+03:00</td>\n",
+       "      <td>34.752792</td>\n",
+       "      <td>32.013870</td>\n",
+       "      <td>8703126</td>\n",
+       "      <td>2022/04/14/09/05</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 RecordedAtTime  LineRef  OperatorRef  \\\n",
+       "1815  2022-04-14 12:00:13+03:00     2974            3   \n",
+       "6599  2022-04-14 12:01:11+03:00     2974            3   \n",
+       "11583 2022-04-14 12:02:36+03:00     2974            3   \n",
+       "16566 2022-04-14 12:03:30+03:00     2974            3   \n",
+       "21515 2022-04-14 12:04:40+03:00     2974            3   \n",
+       "1916  2022-04-14 12:00:45+03:00    29246           91   \n",
+       "6709  2022-04-14 12:01:57+03:00    29246           91   \n",
+       "11697 2022-04-14 12:02:56+03:00    29246           91   \n",
+       "16680 2022-04-14 12:03:52+03:00    29246           91   \n",
+       "21629 2022-04-14 12:04:40+03:00    29246           91   \n",
+       "\n",
+       "       OriginAimedDepartureTime  Longitude   Latitude VehicleRef  \\\n",
+       "1815  2022-04-14 11:41:00+03:00  34.771492  31.815269    7763669   \n",
+       "6599  2022-04-14 11:41:00+03:00  34.771095  31.815252    7763669   \n",
+       "11583 2022-04-14 11:41:00+03:00  34.771450  31.816154    7763669   \n",
+       "16566 2022-04-14 11:41:00+03:00  34.774731  31.818487    7763669   \n",
+       "21515 2022-04-14 11:41:00+03:00  34.775620  31.820726    7763669   \n",
+       "1916  2022-04-14 11:41:00+03:00  34.745441  32.017395    8703126   \n",
+       "6709  2022-04-14 11:41:00+03:00  34.747719  32.016590    8703126   \n",
+       "11697 2022-04-14 11:41:00+03:00  34.747379  32.012444    8703126   \n",
+       "16680 2022-04-14 11:41:00+03:00  34.750046  32.012291    8703126   \n",
+       "21629 2022-04-14 11:41:00+03:00  34.752792  32.013870    8703126   \n",
+       "\n",
+       "                   file  id  siri_snapshot_id  siri_ride_stop_id  \\\n",
+       "1815   2022/04/14/09/01 NaN               NaN                NaN   \n",
+       "6599   2022/04/14/09/02 NaN               NaN                NaN   \n",
+       "11583  2022/04/14/09/03 NaN               NaN                NaN   \n",
+       "16566  2022/04/14/09/04 NaN               NaN                NaN   \n",
+       "21515  2022/04/14/09/05 NaN               NaN                NaN   \n",
+       "1916   2022/04/14/09/01 NaN               NaN                NaN   \n",
+       "6709   2022/04/14/09/02 NaN               NaN                NaN   \n",
+       "11697  2022/04/14/09/03 NaN               NaN                NaN   \n",
+       "16680  2022/04/14/09/04 NaN               NaN                NaN   \n",
+       "21629  2022/04/14/09/05 NaN               NaN                NaN   \n",
+       "\n",
+       "      recorded_at_time  lon  lat  bearing  velocity  \\\n",
+       "1815               NaT  NaN  NaN      NaN       NaN   \n",
+       "6599               NaT  NaN  NaN      NaN       NaN   \n",
+       "11583              NaT  NaN  NaN      NaN       NaN   \n",
+       "16566              NaT  NaN  NaN      NaN       NaN   \n",
+       "21515              NaT  NaN  NaN      NaN       NaN   \n",
+       "1916               NaT  NaN  NaN      NaN       NaN   \n",
+       "6709               NaT  NaN  NaN      NaN       NaN   \n",
+       "11697              NaT  NaN  NaN      NaN       NaN   \n",
+       "16680              NaT  NaN  NaN      NaN       NaN   \n",
+       "21629              NaT  NaN  NaN      NaN       NaN   \n",
+       "\n",
+       "       distance_from_journey_start  distance_from_siri_ride_stop_meters  \\\n",
+       "1815                           NaN                                  NaN   \n",
+       "6599                           NaN                                  NaN   \n",
+       "11583                          NaN                                  NaN   \n",
+       "16566                          NaN                                  NaN   \n",
+       "21515                          NaN                                  NaN   \n",
+       "1916                           NaN                                  NaN   \n",
+       "6709                           NaN                                  NaN   \n",
+       "11697                          NaN                                  NaN   \n",
+       "16680                          NaN                                  NaN   \n",
+       "21629                          NaN                                  NaN   \n",
+       "\n",
+       "      siri_snapshot__snapshot_id  siri_route__id  siri_route__line_ref  \\\n",
+       "1815                         NaN             NaN                   NaN   \n",
+       "6599                         NaN             NaN                   NaN   \n",
+       "11583                        NaN             NaN                   NaN   \n",
+       "16566                        NaN             NaN                   NaN   \n",
+       "21515                        NaN             NaN                   NaN   \n",
+       "1916                         NaN             NaN                   NaN   \n",
+       "6709                         NaN             NaN                   NaN   \n",
+       "11697                        NaN             NaN                   NaN   \n",
+       "16680                        NaN             NaN                   NaN   \n",
+       "21629                        NaN             NaN                   NaN   \n",
+       "\n",
+       "       siri_route__operator_ref  siri_ride__id siri_ride__journey_ref  \\\n",
+       "1815                        NaN            NaN                    NaN   \n",
+       "6599                        NaN            NaN                    NaN   \n",
+       "11583                       NaN            NaN                    NaN   \n",
+       "16566                       NaN            NaN                    NaN   \n",
+       "21515                       NaN            NaN                    NaN   \n",
+       "1916                        NaN            NaN                    NaN   \n",
+       "6709                        NaN            NaN                    NaN   \n",
+       "11697                       NaN            NaN                    NaN   \n",
+       "16680                       NaN            NaN                    NaN   \n",
+       "21629                       NaN            NaN                    NaN   \n",
+       "\n",
+       "      siri_ride__scheduled_start_time siri_ride__vehicle_ref  \\\n",
+       "1815                              NaT                    NaN   \n",
+       "6599                              NaT                    NaN   \n",
+       "11583                             NaT                    NaN   \n",
+       "16566                             NaT                    NaN   \n",
+       "21515                             NaT                    NaN   \n",
+       "1916                              NaT                    NaN   \n",
+       "6709                              NaT                    NaN   \n",
+       "11697                             NaT                    NaN   \n",
+       "16680                             NaT                    NaN   \n",
+       "21629                             NaT                    NaN   \n",
+       "\n",
+       "       siri_ride__first_vehicle_location_id  \\\n",
+       "1815                                    NaN   \n",
+       "6599                                    NaN   \n",
+       "11583                                   NaN   \n",
+       "16566                                   NaN   \n",
+       "21515                                   NaN   \n",
+       "1916                                    NaN   \n",
+       "6709                                    NaN   \n",
+       "11697                                   NaN   \n",
+       "16680                                   NaN   \n",
+       "21629                                   NaN   \n",
+       "\n",
+       "       siri_ride__last_vehicle_location_id  siri_ride__duration_minutes  \\\n",
+       "1815                                   NaN                          NaN   \n",
+       "6599                                   NaN                          NaN   \n",
+       "11583                                  NaN                          NaN   \n",
+       "16566                                  NaN                          NaN   \n",
+       "21515                                  NaN                          NaN   \n",
+       "1916                                   NaN                          NaN   \n",
+       "6709                                   NaN                          NaN   \n",
+       "11697                                  NaN                          NaN   \n",
+       "16680                                  NaN                          NaN   \n",
+       "21629                                  NaN                          NaN   \n",
+       "\n",
+       "       siri_ride__gtfs_ride_id  \n",
+       "1815                       NaN  \n",
+       "6599                       NaN  \n",
+       "11583                      NaN  \n",
+       "16566                      NaN  \n",
+       "21515                      NaN  \n",
+       "1916                       NaN  \n",
+       "6709                       NaN  \n",
+       "11697                      NaN  \n",
+       "16680                      NaN  \n",
+       "21629                      NaN  "
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "merged[(merged.recorded_at_time.isnull())&(\n",
+    "    merged.OriginAimedDepartureTime.dt.time.astype(str)=='11:41:00')].sort_values(by=['LineRef',\n",
+    "                                                                                      'RecordedAtTime'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:11:13.182166Z",
+     "start_time": "2022-04-21T11:11:13.106710Z"
+    },
+    "hidden": true
+   },
+   "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>RecordedAtTime</th>\n",
+       "      <th>LineRef</th>\n",
+       "      <th>OperatorRef</th>\n",
+       "      <th>OriginAimedDepartureTime</th>\n",
+       "      <th>Longitude</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>VehicleRef</th>\n",
+       "      <th>file</th>\n",
+       "      <th>id</th>\n",
+       "      <th>siri_snapshot_id</th>\n",
+       "      <th>siri_ride_stop_id</th>\n",
+       "      <th>recorded_at_time</th>\n",
+       "      <th>lon</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>bearing</th>\n",
+       "      <th>velocity</th>\n",
+       "      <th>distance_from_journey_start</th>\n",
+       "      <th>distance_from_siri_ride_stop_meters</th>\n",
+       "      <th>siri_snapshot__snapshot_id</th>\n",
+       "      <th>siri_route__id</th>\n",
+       "      <th>siri_route__line_ref</th>\n",
+       "      <th>siri_route__operator_ref</th>\n",
+       "      <th>siri_ride__id</th>\n",
+       "      <th>siri_ride__journey_ref</th>\n",
+       "      <th>siri_ride__scheduled_start_time</th>\n",
+       "      <th>siri_ride__vehicle_ref</th>\n",
+       "      <th>siri_ride__first_vehicle_location_id</th>\n",
+       "      <th>siri_ride__last_vehicle_location_id</th>\n",
+       "      <th>siri_ride__duration_minutes</th>\n",
+       "      <th>siri_ride__gtfs_ride_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1815</th>\n",
+       "      <td>2022-04-14 12:00:13+03:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:41:00+03:00</td>\n",
+       "      <td>34.771492</td>\n",
+       "      <td>31.815269</td>\n",
+       "      <td>7763669</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6599</th>\n",
+       "      <td>2022-04-14 12:01:11+03:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:41:00+03:00</td>\n",
+       "      <td>34.771095</td>\n",
+       "      <td>31.815252</td>\n",
+       "      <td>7763669</td>\n",
+       "      <td>2022/04/14/09/02</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11583</th>\n",
+       "      <td>2022-04-14 12:02:36+03:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:41:00+03:00</td>\n",
+       "      <td>34.771450</td>\n",
+       "      <td>31.816154</td>\n",
+       "      <td>7763669</td>\n",
+       "      <td>2022/04/14/09/03</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16566</th>\n",
+       "      <td>2022-04-14 12:03:30+03:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:41:00+03:00</td>\n",
+       "      <td>34.774731</td>\n",
+       "      <td>31.818487</td>\n",
+       "      <td>7763669</td>\n",
+       "      <td>2022/04/14/09/04</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21515</th>\n",
+       "      <td>2022-04-14 12:04:40+03:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:41:00+03:00</td>\n",
+       "      <td>34.775620</td>\n",
+       "      <td>31.820726</td>\n",
+       "      <td>7763669</td>\n",
+       "      <td>2022/04/14/09/05</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1816</th>\n",
+       "      <td>2022-04-14 12:00:36+03:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 12:00:00+03:00</td>\n",
+       "      <td>34.783833</td>\n",
+       "      <td>31.800688</td>\n",
+       "      <td>23289602</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>252936248.0</td>\n",
+       "      <td>82487.0</td>\n",
+       "      <td>122853925.0</td>\n",
+       "      <td>2022-04-14 12:00:36+03:00</td>\n",
+       "      <td>34.783833</td>\n",
+       "      <td>31.800688</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>201.0</td>\n",
+       "      <td>181.0</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>973.0</td>\n",
+       "      <td>2974.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4812140.0</td>\n",
+       "      <td>2022-04-14-43644475</td>\n",
+       "      <td>2022-04-14 12:00:00+03:00</td>\n",
+       "      <td>23289602</td>\n",
+       "      <td>252911122.0</td>\n",
+       "      <td>253084559.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>5070283.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6600</th>\n",
+       "      <td>2022-04-14 12:01:40+03:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 12:00:00+03:00</td>\n",
+       "      <td>34.787083</td>\n",
+       "      <td>31.801245</td>\n",
+       "      <td>23289602</td>\n",
+       "      <td>2022/04/14/09/02</td>\n",
+       "      <td>252941377.0</td>\n",
+       "      <td>82488.0</td>\n",
+       "      <td>122856486.0</td>\n",
+       "      <td>2022-04-14 12:01:40+03:00</td>\n",
+       "      <td>34.787083</td>\n",
+       "      <td>31.801245</td>\n",
+       "      <td>308.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>845.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>2022/04/14/09/02</td>\n",
+       "      <td>973.0</td>\n",
+       "      <td>2974.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4812140.0</td>\n",
+       "      <td>2022-04-14-43644475</td>\n",
+       "      <td>2022-04-14 12:00:00+03:00</td>\n",
+       "      <td>23289602</td>\n",
+       "      <td>252911122.0</td>\n",
+       "      <td>253084559.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>5070283.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11584</th>\n",
+       "      <td>2022-04-14 12:02:36+03:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 12:00:00+03:00</td>\n",
+       "      <td>34.787285</td>\n",
+       "      <td>31.803877</td>\n",
+       "      <td>23289602</td>\n",
+       "      <td>2022/04/14/09/03</td>\n",
+       "      <td>252946481.0</td>\n",
+       "      <td>82489.0</td>\n",
+       "      <td>122858975.0</td>\n",
+       "      <td>2022-04-14 12:02:36+03:00</td>\n",
+       "      <td>34.787285</td>\n",
+       "      <td>31.803877</td>\n",
+       "      <td>352.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>1329.0</td>\n",
+       "      <td>101.0</td>\n",
+       "      <td>2022/04/14/09/03</td>\n",
+       "      <td>973.0</td>\n",
+       "      <td>2974.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4812140.0</td>\n",
+       "      <td>2022-04-14-43644475</td>\n",
+       "      <td>2022-04-14 12:00:00+03:00</td>\n",
+       "      <td>23289602</td>\n",
+       "      <td>252911122.0</td>\n",
+       "      <td>253084559.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>5070283.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16567</th>\n",
+       "      <td>2022-04-14 12:03:35+03:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 12:00:00+03:00</td>\n",
+       "      <td>34.784889</td>\n",
+       "      <td>31.805428</td>\n",
+       "      <td>23289602</td>\n",
+       "      <td>2022/04/14/09/04</td>\n",
+       "      <td>252951525.0</td>\n",
+       "      <td>82490.0</td>\n",
+       "      <td>122861536.0</td>\n",
+       "      <td>2022-04-14 12:03:35+03:00</td>\n",
+       "      <td>34.784889</td>\n",
+       "      <td>31.805428</td>\n",
+       "      <td>342.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1549.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>2022/04/14/09/04</td>\n",
+       "      <td>973.0</td>\n",
+       "      <td>2974.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4812140.0</td>\n",
+       "      <td>2022-04-14-43644475</td>\n",
+       "      <td>2022-04-14 12:00:00+03:00</td>\n",
+       "      <td>23289602</td>\n",
+       "      <td>252911122.0</td>\n",
+       "      <td>253084559.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>5070283.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21516</th>\n",
+       "      <td>2022-04-14 12:04:36+03:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 12:00:00+03:00</td>\n",
+       "      <td>34.786331</td>\n",
+       "      <td>31.807804</td>\n",
+       "      <td>23289602</td>\n",
+       "      <td>2022/04/14/09/05</td>\n",
+       "      <td>252956507.0</td>\n",
+       "      <td>82491.0</td>\n",
+       "      <td>122863999.0</td>\n",
+       "      <td>2022-04-14 12:04:36+03:00</td>\n",
+       "      <td>34.786331</td>\n",
+       "      <td>31.807804</td>\n",
+       "      <td>34.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>1818.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>2022/04/14/09/05</td>\n",
+       "      <td>973.0</td>\n",
+       "      <td>2974.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4812140.0</td>\n",
+       "      <td>2022-04-14-43644475</td>\n",
+       "      <td>2022-04-14 12:00:00+03:00</td>\n",
+       "      <td>23289602</td>\n",
+       "      <td>252911122.0</td>\n",
+       "      <td>253084559.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>5070283.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 RecordedAtTime  LineRef  OperatorRef  \\\n",
+       "1815  2022-04-14 12:00:13+03:00     2974            3   \n",
+       "6599  2022-04-14 12:01:11+03:00     2974            3   \n",
+       "11583 2022-04-14 12:02:36+03:00     2974            3   \n",
+       "16566 2022-04-14 12:03:30+03:00     2974            3   \n",
+       "21515 2022-04-14 12:04:40+03:00     2974            3   \n",
+       "1816  2022-04-14 12:00:36+03:00     2974            3   \n",
+       "6600  2022-04-14 12:01:40+03:00     2974            3   \n",
+       "11584 2022-04-14 12:02:36+03:00     2974            3   \n",
+       "16567 2022-04-14 12:03:35+03:00     2974            3   \n",
+       "21516 2022-04-14 12:04:36+03:00     2974            3   \n",
+       "\n",
+       "       OriginAimedDepartureTime  Longitude   Latitude VehicleRef  \\\n",
+       "1815  2022-04-14 11:41:00+03:00  34.771492  31.815269    7763669   \n",
+       "6599  2022-04-14 11:41:00+03:00  34.771095  31.815252    7763669   \n",
+       "11583 2022-04-14 11:41:00+03:00  34.771450  31.816154    7763669   \n",
+       "16566 2022-04-14 11:41:00+03:00  34.774731  31.818487    7763669   \n",
+       "21515 2022-04-14 11:41:00+03:00  34.775620  31.820726    7763669   \n",
+       "1816  2022-04-14 12:00:00+03:00  34.783833  31.800688   23289602   \n",
+       "6600  2022-04-14 12:00:00+03:00  34.787083  31.801245   23289602   \n",
+       "11584 2022-04-14 12:00:00+03:00  34.787285  31.803877   23289602   \n",
+       "16567 2022-04-14 12:00:00+03:00  34.784889  31.805428   23289602   \n",
+       "21516 2022-04-14 12:00:00+03:00  34.786331  31.807804   23289602   \n",
+       "\n",
+       "                   file           id  siri_snapshot_id  siri_ride_stop_id  \\\n",
+       "1815   2022/04/14/09/01          NaN               NaN                NaN   \n",
+       "6599   2022/04/14/09/02          NaN               NaN                NaN   \n",
+       "11583  2022/04/14/09/03          NaN               NaN                NaN   \n",
+       "16566  2022/04/14/09/04          NaN               NaN                NaN   \n",
+       "21515  2022/04/14/09/05          NaN               NaN                NaN   \n",
+       "1816   2022/04/14/09/01  252936248.0           82487.0        122853925.0   \n",
+       "6600   2022/04/14/09/02  252941377.0           82488.0        122856486.0   \n",
+       "11584  2022/04/14/09/03  252946481.0           82489.0        122858975.0   \n",
+       "16567  2022/04/14/09/04  252951525.0           82490.0        122861536.0   \n",
+       "21516  2022/04/14/09/05  252956507.0           82491.0        122863999.0   \n",
+       "\n",
+       "               recorded_at_time        lon        lat  bearing  velocity  \\\n",
+       "1815                        NaT        NaN        NaN      NaN       NaN   \n",
+       "6599                        NaT        NaN        NaN      NaN       NaN   \n",
+       "11583                       NaT        NaN        NaN      NaN       NaN   \n",
+       "16566                       NaT        NaN        NaN      NaN       NaN   \n",
+       "21515                       NaT        NaN        NaN      NaN       NaN   \n",
+       "1816  2022-04-14 12:00:36+03:00  34.783833  31.800688     23.0      29.0   \n",
+       "6600  2022-04-14 12:01:40+03:00  34.787083  31.801245    308.0      29.0   \n",
+       "11584 2022-04-14 12:02:36+03:00  34.787285  31.803877    352.0      36.0   \n",
+       "16567 2022-04-14 12:03:35+03:00  34.784889  31.805428    342.0       0.0   \n",
+       "21516 2022-04-14 12:04:36+03:00  34.786331  31.807804     34.0      25.0   \n",
+       "\n",
+       "       distance_from_journey_start  distance_from_siri_ride_stop_meters  \\\n",
+       "1815                           NaN                                  NaN   \n",
+       "6599                           NaN                                  NaN   \n",
+       "11583                          NaN                                  NaN   \n",
+       "16566                          NaN                                  NaN   \n",
+       "21515                          NaN                                  NaN   \n",
+       "1816                         201.0                                181.0   \n",
+       "6600                         845.0                                 13.0   \n",
+       "11584                       1329.0                                101.0   \n",
+       "16567                       1549.0                                 10.0   \n",
+       "21516                       1818.0                                 27.0   \n",
+       "\n",
+       "      siri_snapshot__snapshot_id  siri_route__id  siri_route__line_ref  \\\n",
+       "1815                         NaN             NaN                   NaN   \n",
+       "6599                         NaN             NaN                   NaN   \n",
+       "11583                        NaN             NaN                   NaN   \n",
+       "16566                        NaN             NaN                   NaN   \n",
+       "21515                        NaN             NaN                   NaN   \n",
+       "1816            2022/04/14/09/01           973.0                2974.0   \n",
+       "6600            2022/04/14/09/02           973.0                2974.0   \n",
+       "11584           2022/04/14/09/03           973.0                2974.0   \n",
+       "16567           2022/04/14/09/04           973.0                2974.0   \n",
+       "21516           2022/04/14/09/05           973.0                2974.0   \n",
+       "\n",
+       "       siri_route__operator_ref  siri_ride__id siri_ride__journey_ref  \\\n",
+       "1815                        NaN            NaN                    NaN   \n",
+       "6599                        NaN            NaN                    NaN   \n",
+       "11583                       NaN            NaN                    NaN   \n",
+       "16566                       NaN            NaN                    NaN   \n",
+       "21515                       NaN            NaN                    NaN   \n",
+       "1816                        3.0      4812140.0    2022-04-14-43644475   \n",
+       "6600                        3.0      4812140.0    2022-04-14-43644475   \n",
+       "11584                       3.0      4812140.0    2022-04-14-43644475   \n",
+       "16567                       3.0      4812140.0    2022-04-14-43644475   \n",
+       "21516                       3.0      4812140.0    2022-04-14-43644475   \n",
+       "\n",
+       "      siri_ride__scheduled_start_time siri_ride__vehicle_ref  \\\n",
+       "1815                              NaT                    NaN   \n",
+       "6599                              NaT                    NaN   \n",
+       "11583                             NaT                    NaN   \n",
+       "16566                             NaT                    NaN   \n",
+       "21515                             NaT                    NaN   \n",
+       "1816        2022-04-14 12:00:00+03:00               23289602   \n",
+       "6600        2022-04-14 12:00:00+03:00               23289602   \n",
+       "11584       2022-04-14 12:00:00+03:00               23289602   \n",
+       "16567       2022-04-14 12:00:00+03:00               23289602   \n",
+       "21516       2022-04-14 12:00:00+03:00               23289602   \n",
+       "\n",
+       "       siri_ride__first_vehicle_location_id  \\\n",
+       "1815                                    NaN   \n",
+       "6599                                    NaN   \n",
+       "11583                                   NaN   \n",
+       "16566                                   NaN   \n",
+       "21515                                   NaN   \n",
+       "1816                            252911122.0   \n",
+       "6600                            252911122.0   \n",
+       "11584                           252911122.0   \n",
+       "16567                           252911122.0   \n",
+       "21516                           252911122.0   \n",
+       "\n",
+       "       siri_ride__last_vehicle_location_id  siri_ride__duration_minutes  \\\n",
+       "1815                                   NaN                          NaN   \n",
+       "6599                                   NaN                          NaN   \n",
+       "11583                                  NaN                          NaN   \n",
+       "16566                                  NaN                          NaN   \n",
+       "21515                                  NaN                          NaN   \n",
+       "1816                           253084559.0                         35.0   \n",
+       "6600                           253084559.0                         35.0   \n",
+       "11584                          253084559.0                         35.0   \n",
+       "16567                          253084559.0                         35.0   \n",
+       "21516                          253084559.0                         35.0   \n",
+       "\n",
+       "       siri_ride__gtfs_ride_id  \n",
+       "1815                       NaN  \n",
+       "6599                       NaN  \n",
+       "11583                      NaN  \n",
+       "16566                      NaN  \n",
+       "21515                      NaN  \n",
+       "1816                 5070283.0  \n",
+       "6600                 5070283.0  \n",
+       "11584                5070283.0  \n",
+       "16567                5070283.0  \n",
+       "21516                5070283.0  "
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "merged[(merged.LineRef==2974)].sort_values(by=['OriginAimedDepartureTime', 'RecordedAtTime'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:11:13.975934Z",
+     "start_time": "2022-04-21T11:11:13.186165Z"
+    },
+    "hidden": true
+   },
+   "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>recorded_at_time</th>\n",
+       "      <th>siri_route__line_ref</th>\n",
+       "      <th>siri_route__operator_ref</th>\n",
+       "      <th>siri_ride__scheduled_start_time</th>\n",
+       "      <th>siri_ride__vehicle_ref</th>\n",
+       "      <th>lon</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>siri_snapshot__snapshot_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2022-04-14T09:00:13+00:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14T08:40:00+00:00</td>\n",
+       "      <td>7763669</td>\n",
+       "      <td>34.771492</td>\n",
+       "      <td>31.815269</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2022-04-14T09:01:11+00:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14T08:40:00+00:00</td>\n",
+       "      <td>7763669</td>\n",
+       "      <td>34.771095</td>\n",
+       "      <td>31.815252</td>\n",
+       "      <td>2022/04/14/09/02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2022-04-14T09:02:36+00:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14T08:40:00+00:00</td>\n",
+       "      <td>7763669</td>\n",
+       "      <td>34.771450</td>\n",
+       "      <td>31.816154</td>\n",
+       "      <td>2022/04/14/09/03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2022-04-14T09:03:30+00:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14T08:40:00+00:00</td>\n",
+       "      <td>7763669</td>\n",
+       "      <td>34.774731</td>\n",
+       "      <td>31.818487</td>\n",
+       "      <td>2022/04/14/09/04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2022-04-14T09:04:40+00:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14T08:40:00+00:00</td>\n",
+       "      <td>7763669</td>\n",
+       "      <td>34.775620</td>\n",
+       "      <td>31.820726</td>\n",
+       "      <td>2022/04/14/09/05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2022-04-14T09:05:32+00:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14T08:40:00+00:00</td>\n",
+       "      <td>7763669</td>\n",
+       "      <td>34.777260</td>\n",
+       "      <td>31.821730</td>\n",
+       "      <td>2022/04/14/09/06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2022-04-14T09:00:36+00:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14T09:00:00+00:00</td>\n",
+       "      <td>23289602</td>\n",
+       "      <td>34.783833</td>\n",
+       "      <td>31.800688</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2022-04-14T09:01:40+00:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14T09:00:00+00:00</td>\n",
+       "      <td>23289602</td>\n",
+       "      <td>34.787083</td>\n",
+       "      <td>31.801245</td>\n",
+       "      <td>2022/04/14/09/02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2022-04-14T09:02:36+00:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14T09:00:00+00:00</td>\n",
+       "      <td>23289602</td>\n",
+       "      <td>34.787285</td>\n",
+       "      <td>31.803877</td>\n",
+       "      <td>2022/04/14/09/03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2022-04-14T09:03:35+00:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14T09:00:00+00:00</td>\n",
+       "      <td>23289602</td>\n",
+       "      <td>34.784889</td>\n",
+       "      <td>31.805428</td>\n",
+       "      <td>2022/04/14/09/04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2022-04-14T09:04:36+00:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14T09:00:00+00:00</td>\n",
+       "      <td>23289602</td>\n",
+       "      <td>34.786331</td>\n",
+       "      <td>31.807804</td>\n",
+       "      <td>2022/04/14/09/05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2022-04-14T09:05:39+00:00</td>\n",
+       "      <td>2974</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14T09:00:00+00:00</td>\n",
+       "      <td>23289602</td>\n",
+       "      <td>34.785545</td>\n",
+       "      <td>31.812361</td>\n",
+       "      <td>2022/04/14/09/06</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             recorded_at_time  siri_route__line_ref  siri_route__operator_ref  \\\n",
+       "0   2022-04-14T09:00:13+00:00                  2974                         3   \n",
+       "2   2022-04-14T09:01:11+00:00                  2974                         3   \n",
+       "4   2022-04-14T09:02:36+00:00                  2974                         3   \n",
+       "6   2022-04-14T09:03:30+00:00                  2974                         3   \n",
+       "8   2022-04-14T09:04:40+00:00                  2974                         3   \n",
+       "10  2022-04-14T09:05:32+00:00                  2974                         3   \n",
+       "1   2022-04-14T09:00:36+00:00                  2974                         3   \n",
+       "3   2022-04-14T09:01:40+00:00                  2974                         3   \n",
+       "5   2022-04-14T09:02:36+00:00                  2974                         3   \n",
+       "7   2022-04-14T09:03:35+00:00                  2974                         3   \n",
+       "9   2022-04-14T09:04:36+00:00                  2974                         3   \n",
+       "11  2022-04-14T09:05:39+00:00                  2974                         3   \n",
+       "\n",
+       "   siri_ride__scheduled_start_time siri_ride__vehicle_ref        lon  \\\n",
+       "0        2022-04-14T08:40:00+00:00                7763669  34.771492   \n",
+       "2        2022-04-14T08:40:00+00:00                7763669  34.771095   \n",
+       "4        2022-04-14T08:40:00+00:00                7763669  34.771450   \n",
+       "6        2022-04-14T08:40:00+00:00                7763669  34.774731   \n",
+       "8        2022-04-14T08:40:00+00:00                7763669  34.775620   \n",
+       "10       2022-04-14T08:40:00+00:00                7763669  34.777260   \n",
+       "1        2022-04-14T09:00:00+00:00               23289602  34.783833   \n",
+       "3        2022-04-14T09:00:00+00:00               23289602  34.787083   \n",
+       "5        2022-04-14T09:00:00+00:00               23289602  34.787285   \n",
+       "7        2022-04-14T09:00:00+00:00               23289602  34.784889   \n",
+       "9        2022-04-14T09:00:00+00:00               23289602  34.786331   \n",
+       "11       2022-04-14T09:00:00+00:00               23289602  34.785545   \n",
+       "\n",
+       "          lat siri_snapshot__snapshot_id  \n",
+       "0   31.815269           2022/04/14/09/01  \n",
+       "2   31.815252           2022/04/14/09/02  \n",
+       "4   31.816154           2022/04/14/09/03  \n",
+       "6   31.818487           2022/04/14/09/04  \n",
+       "8   31.820726           2022/04/14/09/05  \n",
+       "10  31.821730           2022/04/14/09/06  \n",
+       "1   31.800688           2022/04/14/09/01  \n",
+       "3   31.801245           2022/04/14/09/02  \n",
+       "5   31.803877           2022/04/14/09/03  \n",
+       "7   31.805428           2022/04/14/09/04  \n",
+       "9   31.807804           2022/04/14/09/05  \n",
+       "11  31.812361           2022/04/14/09/06  "
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import stride\n",
+    "import datetime\n",
+    "from dateutil import tz\n",
+    "\n",
+    "pd.DataFrame(stride.iterate('/siri_vehicle_locations/list', {\n",
+    "    'recorded_at_time_from': datetime.datetime(2022,4, 14, 9, 0, tzinfo=tz.gettz('UTC')),\n",
+    "    'recorded_at_time_to': datetime.datetime(2022,4, 14, 9, 6, tzinfo=tz.gettz('UTC')),\n",
+    "    'siri_routes__operator_ref': '3',\n",
+    "    'siri_routes__line_ref': '2974'\n",
+    "}, limit=1000))[['recorded_at_time',\n",
+    "                 'siri_route__line_ref',\n",
+    "                 'siri_route__operator_ref', 'siri_ride__scheduled_start_time','siri_ride__vehicle_ref',\n",
+    "                'lon','lat','siri_snapshot__snapshot_id']].sort_values(by=['siri_ride__scheduled_start_time',\n",
+    "                                                                          'recorded_at_time'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-09T17:07:53.345391Z",
+     "start_time": "2022-04-09T17:07:53.232456Z"
+    },
+    "hidden": true
+   },
+   "source": [
+    "**In this case the rows are not missing but the OriginAimedDepartureTime is wrong. The reason for this is that the OriginAimedDepartureTime has been changed along the ride and the DB saves only the first OriginAimedDepartureTime it encounters**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:11:16.586187Z",
+     "start_time": "2022-04-21T11:11:13.978910Z"
+    },
+    "hidden": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(24391, 30)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(24461, 30)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(24461, 30)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "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>RecordedAtTime</th>\n",
+       "      <th>LineRef</th>\n",
+       "      <th>OperatorRef</th>\n",
+       "      <th>OriginAimedDepartureTime</th>\n",
+       "      <th>Longitude</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>VehicleRef</th>\n",
+       "      <th>file</th>\n",
+       "      <th>id</th>\n",
+       "      <th>siri_snapshot_id</th>\n",
+       "      <th>siri_ride_stop_id</th>\n",
+       "      <th>recorded_at_time</th>\n",
+       "      <th>lon</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>bearing</th>\n",
+       "      <th>velocity</th>\n",
+       "      <th>distance_from_journey_start</th>\n",
+       "      <th>distance_from_siri_ride_stop_meters</th>\n",
+       "      <th>siri_snapshot__snapshot_id</th>\n",
+       "      <th>siri_route__id</th>\n",
+       "      <th>siri_route__line_ref</th>\n",
+       "      <th>siri_route__operator_ref</th>\n",
+       "      <th>siri_ride__id</th>\n",
+       "      <th>siri_ride__journey_ref</th>\n",
+       "      <th>siri_ride__scheduled_start_time</th>\n",
+       "      <th>siri_ride__vehicle_ref</th>\n",
+       "      <th>siri_ride__first_vehicle_location_id</th>\n",
+       "      <th>siri_ride__last_vehicle_location_id</th>\n",
+       "      <th>siri_ride__duration_minutes</th>\n",
+       "      <th>siri_ride__gtfs_ride_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2022-04-14 12:00:35+03:00</td>\n",
+       "      <td>3916</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:30:00+03:00</td>\n",
+       "      <td>35.050468</td>\n",
+       "      <td>32.763882</td>\n",
+       "      <td>7704369</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>252934168.0</td>\n",
+       "      <td>82487.0</td>\n",
+       "      <td>122852930.0</td>\n",
+       "      <td>2022-04-14 12:00:35+03:00</td>\n",
+       "      <td>35.050468</td>\n",
+       "      <td>32.763882</td>\n",
+       "      <td>202.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>11295.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3916.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4809932.0</td>\n",
+       "      <td>2022-04-14-16153305</td>\n",
+       "      <td>2022-04-14 11:30:00+03:00</td>\n",
+       "      <td>7704369</td>\n",
+       "      <td>252783045.0</td>\n",
+       "      <td>252999811.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>5077708.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2022-04-14 12:00:40+03:00</td>\n",
+       "      <td>3916</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 12:00:00+03:00</td>\n",
+       "      <td>35.023163</td>\n",
+       "      <td>32.782009</td>\n",
+       "      <td>7723569</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>252934169.0</td>\n",
+       "      <td>82487.0</td>\n",
+       "      <td>122852931.0</td>\n",
+       "      <td>2022-04-14 12:00:40+03:00</td>\n",
+       "      <td>35.023163</td>\n",
+       "      <td>32.782009</td>\n",
+       "      <td>284.0</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3916.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4812918.0</td>\n",
+       "      <td>2022-04-14-9832116</td>\n",
+       "      <td>2022-04-14 12:00:00+03:00</td>\n",
+       "      <td>7723569</td>\n",
+       "      <td>252934169.0</td>\n",
+       "      <td>253252540.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>5077709.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2022-04-14 12:00:33+03:00</td>\n",
+       "      <td>3918</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:15:00+03:00</td>\n",
+       "      <td>35.023861</td>\n",
+       "      <td>32.780495</td>\n",
+       "      <td>7789069</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>252934170.0</td>\n",
+       "      <td>82487.0</td>\n",
+       "      <td>122852932.0</td>\n",
+       "      <td>2022-04-14 12:00:33+03:00</td>\n",
+       "      <td>35.023861</td>\n",
+       "      <td>32.780495</td>\n",
+       "      <td>282.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>18801.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3918.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4808392.0</td>\n",
+       "      <td>2022-04-14-10015338</td>\n",
+       "      <td>2022-04-14 11:15:00+03:00</td>\n",
+       "      <td>7789069</td>\n",
+       "      <td>252709213.0</td>\n",
+       "      <td>252969506.0</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>5069399.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2022-04-14 12:00:38+03:00</td>\n",
+       "      <td>3918</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:45:00+03:00</td>\n",
+       "      <td>35.047249</td>\n",
+       "      <td>32.762596</td>\n",
+       "      <td>7723769</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>252934171.0</td>\n",
+       "      <td>82487.0</td>\n",
+       "      <td>122852933.0</td>\n",
+       "      <td>2022-04-14 12:00:38+03:00</td>\n",
+       "      <td>35.047249</td>\n",
+       "      <td>32.762596</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>7052.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3918.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4810802.0</td>\n",
+       "      <td>2022-04-14-10382494</td>\n",
+       "      <td>2022-04-14 11:45:00+03:00</td>\n",
+       "      <td>7723769</td>\n",
+       "      <td>252837167.0</td>\n",
+       "      <td>253156752.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>5067780.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2022-04-14 12:00:40+03:00</td>\n",
+       "      <td>10298</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2022-04-14 11:45:00+03:00</td>\n",
+       "      <td>34.709671</td>\n",
+       "      <td>31.645548</td>\n",
+       "      <td>8886401</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>252934172.0</td>\n",
+       "      <td>82487.0</td>\n",
+       "      <td>122850738.0</td>\n",
+       "      <td>2022-04-14 12:00:40+03:00</td>\n",
+       "      <td>34.709671</td>\n",
+       "      <td>31.645548</td>\n",
+       "      <td>250.0</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>10908.0</td>\n",
+       "      <td>1967.0</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>3990.0</td>\n",
+       "      <td>10298.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4810803.0</td>\n",
+       "      <td>2022-04-14-12479321</td>\n",
+       "      <td>2022-04-14 11:45:00+03:00</td>\n",
+       "      <td>8886401</td>\n",
+       "      <td>252837168.0</td>\n",
+       "      <td>253130028.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>5107396.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             RecordedAtTime  LineRef  OperatorRef  OriginAimedDepartureTime  \\\n",
+       "0 2022-04-14 12:00:35+03:00     3916            3 2022-04-14 11:30:00+03:00   \n",
+       "1 2022-04-14 12:00:40+03:00     3916            3 2022-04-14 12:00:00+03:00   \n",
+       "2 2022-04-14 12:00:33+03:00     3918            3 2022-04-14 11:15:00+03:00   \n",
+       "3 2022-04-14 12:00:38+03:00     3918            3 2022-04-14 11:45:00+03:00   \n",
+       "4 2022-04-14 12:00:40+03:00    10298            3 2022-04-14 11:45:00+03:00   \n",
+       "\n",
+       "   Longitude   Latitude VehicleRef              file           id  \\\n",
+       "0  35.050468  32.763882    7704369  2022/04/14/09/01  252934168.0   \n",
+       "1  35.023163  32.782009    7723569  2022/04/14/09/01  252934169.0   \n",
+       "2  35.023861  32.780495    7789069  2022/04/14/09/01  252934170.0   \n",
+       "3  35.047249  32.762596    7723769  2022/04/14/09/01  252934171.0   \n",
+       "4  34.709671  31.645548    8886401  2022/04/14/09/01  252934172.0   \n",
+       "\n",
+       "   siri_snapshot_id  siri_ride_stop_id          recorded_at_time        lon  \\\n",
+       "0           82487.0        122852930.0 2022-04-14 12:00:35+03:00  35.050468   \n",
+       "1           82487.0        122852931.0 2022-04-14 12:00:40+03:00  35.023163   \n",
+       "2           82487.0        122852932.0 2022-04-14 12:00:33+03:00  35.023861   \n",
+       "3           82487.0        122852933.0 2022-04-14 12:00:38+03:00  35.047249   \n",
+       "4           82487.0        122850738.0 2022-04-14 12:00:40+03:00  34.709671   \n",
+       "\n",
+       "         lat  bearing  velocity  distance_from_journey_start  \\\n",
+       "0  32.763882    202.0      32.0                      11295.0   \n",
+       "1  32.782009    284.0      44.0                          0.0   \n",
+       "2  32.780495    282.0      14.0                      18801.0   \n",
+       "3  32.762596     18.0      25.0                       7052.0   \n",
+       "4  31.645548    250.0      90.0                      10908.0   \n",
+       "\n",
+       "   distance_from_siri_ride_stop_meters siri_snapshot__snapshot_id  \\\n",
+       "0                                 16.0           2022/04/14/09/01   \n",
+       "1                                  NaN           2022/04/14/09/01   \n",
+       "2                                 83.0           2022/04/14/09/01   \n",
+       "3                                 67.0           2022/04/14/09/01   \n",
+       "4                               1967.0           2022/04/14/09/01   \n",
+       "\n",
+       "   siri_route__id  siri_route__line_ref  siri_route__operator_ref  \\\n",
+       "0             1.0                3916.0                       3.0   \n",
+       "1             1.0                3916.0                       3.0   \n",
+       "2             2.0                3918.0                       3.0   \n",
+       "3             2.0                3918.0                       3.0   \n",
+       "4          3990.0               10298.0                       3.0   \n",
+       "\n",
+       "   siri_ride__id siri_ride__journey_ref siri_ride__scheduled_start_time  \\\n",
+       "0      4809932.0    2022-04-14-16153305       2022-04-14 11:30:00+03:00   \n",
+       "1      4812918.0     2022-04-14-9832116       2022-04-14 12:00:00+03:00   \n",
+       "2      4808392.0    2022-04-14-10015338       2022-04-14 11:15:00+03:00   \n",
+       "3      4810802.0    2022-04-14-10382494       2022-04-14 11:45:00+03:00   \n",
+       "4      4810803.0    2022-04-14-12479321       2022-04-14 11:45:00+03:00   \n",
+       "\n",
+       "  siri_ride__vehicle_ref  siri_ride__first_vehicle_location_id  \\\n",
+       "0                7704369                           252783045.0   \n",
+       "1                7723569                           252934169.0   \n",
+       "2                7789069                           252709213.0   \n",
+       "3                7723769                           252837167.0   \n",
+       "4                8886401                           252837168.0   \n",
+       "\n",
+       "   siri_ride__last_vehicle_location_id  siri_ride__duration_minutes  \\\n",
+       "0                          252999811.0                         45.0   \n",
+       "1                          253252540.0                         61.0   \n",
+       "2                          252969506.0                         54.0   \n",
+       "3                          253156752.0                         64.0   \n",
+       "4                          253130028.0                         59.0   \n",
+       "\n",
+       "   siri_ride__gtfs_ride_id  \n",
+       "0                5077708.0  \n",
+       "1                5077709.0  \n",
+       "2                5069399.0  \n",
+       "3                5067780.0  \n",
+       "4                5107396.0  "
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "## missing data comprison without OriginAimedDepartureTime\n",
+    "\n",
+    "siri_vehicle_locations_key_cols2 = ['recorded_at_time','siri_route__line_ref',\n",
+    "                                    'siri_route__operator_ref',\n",
+    "                                   'lon','lat','siri_ride__vehicle_ref','siri_snapshot__snapshot_id']\n",
+    "\n",
+    "siri_source_key_cols2 = siri_source.drop(columns=['OriginAimedDepartureTime']).columns.tolist()\n",
+    "\n",
+    "merged2 = siri_source[(siri_source.RecordedAtTime.dt.time.astype(str).between('12:00:00','12:06:00'))  \n",
+    "                    ].drop_duplicates(subset=siri_source_key_cols\n",
+    "                                     ).merge(siri_vehicle_locations, how = 'left', \n",
+    "                 left_on=siri_source_key_cols2,\n",
+    "                 right_on=siri_vehicle_locations_key_cols2)\n",
+    "\n",
+    "display(merged2.drop_duplicates(siri_source_key_cols).shape,\n",
+    "        merged2.drop_duplicates().shape,\n",
+    "        merged2.shape)\n",
+    "\n",
+    "merged2.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:11:16.633896Z",
+     "start_time": "2022-04-21T11:11:16.589187Z"
+    },
+    "hidden": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.991"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "round(merged2.drop_duplicates(subset=siri_source_key_cols).lon.notnull().mean(),3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:11:16.761784Z",
+     "start_time": "2022-04-21T11:11:16.636878Z"
+    },
+    "hidden": true
+   },
+   "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></th>\n",
+       "      <th>count</th>\n",
+       "      <th>mean</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>RecordedAtTime</th>\n",
+       "      <th>RecordedAtTime</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">12</th>\n",
+       "      <th>0</th>\n",
+       "      <td>5990</td>\n",
+       "      <td>0.992</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>4896</td>\n",
+       "      <td>0.991</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>4769</td>\n",
+       "      <td>0.990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4611</td>\n",
+       "      <td>0.990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4125</td>\n",
+       "      <td>0.989</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                               count   mean\n",
+       "RecordedAtTime RecordedAtTime              \n",
+       "12             0                5990  0.992\n",
+       "               1                4896  0.991\n",
+       "               2                4769  0.990\n",
+       "               3                4611  0.990\n",
+       "               4                4125  0.989"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "merged2.drop_duplicates(siri_source_key_cols).lon.notnull().groupby(\n",
+    "            [merged.drop_duplicates(subset=siri_source_key_cols).RecordedAtTime.dt.hour,\n",
+    "            merged.drop_duplicates(subset=siri_source_key_cols).RecordedAtTime.dt.minute]).agg(['count','mean']\n",
+    "            ).round(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:11:16.840744Z",
+     "start_time": "2022-04-21T11:11:16.764783Z"
+    },
+    "hidden": true
+   },
+   "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>count</th>\n",
+       "      <th>mean</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>OperatorRef</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>6936</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2978</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2829</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2223</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>1617</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>1594</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>957</td>\n",
+       "      <td>0.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>821</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>650</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>495</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>426</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>415</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>364</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>338</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>272</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>251</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>220</td>\n",
+       "      <td>0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>145</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>136</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>102</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>101</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>89</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>84</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>62</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>60</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>60</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>48</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>34</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>30</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>51</th>\n",
+       "      <td>28</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>21</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>5</td>\n",
+       "      <td>1.00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             count  mean\n",
+       "OperatorRef             \n",
+       "3             6936  1.00\n",
+       "5             2978  1.00\n",
+       "18            2829  1.00\n",
+       "15            2223  1.00\n",
+       "25            1617  1.00\n",
+       "16            1594  1.00\n",
+       "14             957  0.99\n",
+       "31             821  1.00\n",
+       "32             650  1.00\n",
+       "4              495  1.00\n",
+       "34             426  1.00\n",
+       "6              415  1.00\n",
+       "7              364  1.00\n",
+       "35             338  1.00\n",
+       "37             272  1.00\n",
+       "23             251  1.00\n",
+       "2              220  0.00\n",
+       "42             145  1.00\n",
+       "8              136  1.00\n",
+       "92             102  1.00\n",
+       "45             101  1.00\n",
+       "24              89  1.00\n",
+       "44              84  1.00\n",
+       "50              62  1.00\n",
+       "47              60  1.00\n",
+       "97              60  1.00\n",
+       "49              48  1.00\n",
+       "98              34  1.00\n",
+       "91              30  1.00\n",
+       "51              28  1.00\n",
+       "93              21  1.00\n",
+       "10               5  1.00"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "merged2.drop_duplicates(siri_source_key_cols).lon.notnull().groupby(\n",
+    "            merged.drop_duplicates(subset=siri_source_key_cols).OperatorRef).agg(['count','mean']\n",
+    "            ).round(3).sort_values(by='count', ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:11:16.920696Z",
+     "start_time": "2022-04-21T11:11:16.843739Z"
+    },
+    "hidden": true
+   },
+   "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>count</th>\n",
+       "      <th>sum</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>OperatorRef</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>957</td>\n",
+       "      <td>10.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>220</td>\n",
+       "      <td>220.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             count    sum\n",
+       "OperatorRef              \n",
+       "14             957   10.0\n",
+       "2              220  220.0"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "merged2.drop_duplicates(siri_source_key_cols).lon.isnull().groupby(\n",
+    "            merged.drop_duplicates(subset=siri_source_key_cols).OperatorRef).agg(['count','sum']\n",
+    "            ).round(3).sort_values(by='count', ascending=False)[lambda x: x['sum']>0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:11:17.169941Z",
+     "start_time": "2022-04-21T11:11:16.923695Z"
+    },
+    "hidden": true
+   },
+   "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>operator_ref</th>\n",
+       "      <th>agency_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>14</td>\n",
+       "      <td>נתיב אקספרס</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>2</td>\n",
+       "      <td>רכבת ישראל</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    operator_ref  agency_name\n",
+       "29            14  נתיב אקספרס\n",
+       "32             2   רכבת ישראל"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "agencies = pd.DataFrame(stride.get('/gtfs_agencies/list', {}))[['operator_ref','agency_name']].drop_duplicates()\n",
+    "\n",
+    "agencies[agencies.operator_ref.isin([14,2])]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:11:17.232776Z",
+     "start_time": "2022-04-21T11:11:17.172940Z"
+    },
+    "hidden": true
+   },
+   "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>RecordedAtTime</th>\n",
+       "      <th>LineRef</th>\n",
+       "      <th>OperatorRef</th>\n",
+       "      <th>OriginAimedDepartureTime</th>\n",
+       "      <th>Longitude</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>VehicleRef</th>\n",
+       "      <th>file</th>\n",
+       "      <th>id</th>\n",
+       "      <th>siri_snapshot_id</th>\n",
+       "      <th>siri_ride_stop_id</th>\n",
+       "      <th>recorded_at_time</th>\n",
+       "      <th>lon</th>\n",
+       "      <th>lat</th>\n",
+       "      <th>bearing</th>\n",
+       "      <th>velocity</th>\n",
+       "      <th>distance_from_journey_start</th>\n",
+       "      <th>distance_from_siri_ride_stop_meters</th>\n",
+       "      <th>siri_snapshot__snapshot_id</th>\n",
+       "      <th>siri_route__id</th>\n",
+       "      <th>siri_route__line_ref</th>\n",
+       "      <th>siri_route__operator_ref</th>\n",
+       "      <th>siri_ride__id</th>\n",
+       "      <th>siri_ride__journey_ref</th>\n",
+       "      <th>siri_ride__scheduled_start_time</th>\n",
+       "      <th>siri_ride__vehicle_ref</th>\n",
+       "      <th>siri_ride__first_vehicle_location_id</th>\n",
+       "      <th>siri_ride__last_vehicle_location_id</th>\n",
+       "      <th>siri_ride__duration_minutes</th>\n",
+       "      <th>siri_ride__gtfs_ride_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>4175</th>\n",
+       "      <td>2022-04-14 12:00:02+03:00</td>\n",
+       "      <td>452</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2022-04-14 11:57:00+03:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>452</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9111</th>\n",
+       "      <td>2022-04-14 12:01:02+03:00</td>\n",
+       "      <td>452</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2022-04-14 11:57:00+03:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>452</td>\n",
+       "      <td>2022/04/14/09/02</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14109</th>\n",
+       "      <td>2022-04-14 12:02:02+03:00</td>\n",
+       "      <td>452</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2022-04-14 11:57:00+03:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>452</td>\n",
+       "      <td>2022/04/14/09/03</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19078</th>\n",
+       "      <td>2022-04-14 12:03:02+03:00</td>\n",
+       "      <td>452</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2022-04-14 11:57:00+03:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>452</td>\n",
+       "      <td>2022/04/14/09/04</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24005</th>\n",
+       "      <td>2022-04-14 12:04:02+03:00</td>\n",
+       "      <td>452</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2022-04-14 11:57:00+03:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>452</td>\n",
+       "      <td>2022/04/14/09/05</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4174</th>\n",
+       "      <td>2022-04-14 12:00:02+03:00</td>\n",
+       "      <td>453</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2022-04-14 11:32:00+03:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>453</td>\n",
+       "      <td>2022/04/14/09/01</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9110</th>\n",
+       "      <td>2022-04-14 12:01:01+03:00</td>\n",
+       "      <td>453</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2022-04-14 11:32:00+03:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>453</td>\n",
+       "      <td>2022/04/14/09/02</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14108</th>\n",
+       "      <td>2022-04-14 12:02:01+03:00</td>\n",
+       "      <td>453</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2022-04-14 11:32:00+03:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>453</td>\n",
+       "      <td>2022/04/14/09/03</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19077</th>\n",
+       "      <td>2022-04-14 12:03:02+03:00</td>\n",
+       "      <td>453</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2022-04-14 11:32:00+03:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>453</td>\n",
+       "      <td>2022/04/14/09/04</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24004</th>\n",
+       "      <td>2022-04-14 12:04:02+03:00</td>\n",
+       "      <td>453</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2022-04-14 11:32:00+03:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>453</td>\n",
+       "      <td>2022/04/14/09/05</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 RecordedAtTime  LineRef  OperatorRef  \\\n",
+       "4175  2022-04-14 12:00:02+03:00      452           14   \n",
+       "9111  2022-04-14 12:01:02+03:00      452           14   \n",
+       "14109 2022-04-14 12:02:02+03:00      452           14   \n",
+       "19078 2022-04-14 12:03:02+03:00      452           14   \n",
+       "24005 2022-04-14 12:04:02+03:00      452           14   \n",
+       "4174  2022-04-14 12:00:02+03:00      453           14   \n",
+       "9110  2022-04-14 12:01:01+03:00      453           14   \n",
+       "14108 2022-04-14 12:02:01+03:00      453           14   \n",
+       "19077 2022-04-14 12:03:02+03:00      453           14   \n",
+       "24004 2022-04-14 12:04:02+03:00      453           14   \n",
+       "\n",
+       "       OriginAimedDepartureTime  Longitude  Latitude VehicleRef  \\\n",
+       "4175  2022-04-14 11:57:00+03:00        NaN       NaN        452   \n",
+       "9111  2022-04-14 11:57:00+03:00        NaN       NaN        452   \n",
+       "14109 2022-04-14 11:57:00+03:00        NaN       NaN        452   \n",
+       "19078 2022-04-14 11:57:00+03:00        NaN       NaN        452   \n",
+       "24005 2022-04-14 11:57:00+03:00        NaN       NaN        452   \n",
+       "4174  2022-04-14 11:32:00+03:00        NaN       NaN        453   \n",
+       "9110  2022-04-14 11:32:00+03:00        NaN       NaN        453   \n",
+       "14108 2022-04-14 11:32:00+03:00        NaN       NaN        453   \n",
+       "19077 2022-04-14 11:32:00+03:00        NaN       NaN        453   \n",
+       "24004 2022-04-14 11:32:00+03:00        NaN       NaN        453   \n",
+       "\n",
+       "                   file  id  siri_snapshot_id  siri_ride_stop_id  \\\n",
+       "4175   2022/04/14/09/01 NaN               NaN                NaN   \n",
+       "9111   2022/04/14/09/02 NaN               NaN                NaN   \n",
+       "14109  2022/04/14/09/03 NaN               NaN                NaN   \n",
+       "19078  2022/04/14/09/04 NaN               NaN                NaN   \n",
+       "24005  2022/04/14/09/05 NaN               NaN                NaN   \n",
+       "4174   2022/04/14/09/01 NaN               NaN                NaN   \n",
+       "9110   2022/04/14/09/02 NaN               NaN                NaN   \n",
+       "14108  2022/04/14/09/03 NaN               NaN                NaN   \n",
+       "19077  2022/04/14/09/04 NaN               NaN                NaN   \n",
+       "24004  2022/04/14/09/05 NaN               NaN                NaN   \n",
+       "\n",
+       "      recorded_at_time  lon  lat  bearing  velocity  \\\n",
+       "4175               NaT  NaN  NaN      NaN       NaN   \n",
+       "9111               NaT  NaN  NaN      NaN       NaN   \n",
+       "14109              NaT  NaN  NaN      NaN       NaN   \n",
+       "19078              NaT  NaN  NaN      NaN       NaN   \n",
+       "24005              NaT  NaN  NaN      NaN       NaN   \n",
+       "4174               NaT  NaN  NaN      NaN       NaN   \n",
+       "9110               NaT  NaN  NaN      NaN       NaN   \n",
+       "14108              NaT  NaN  NaN      NaN       NaN   \n",
+       "19077              NaT  NaN  NaN      NaN       NaN   \n",
+       "24004              NaT  NaN  NaN      NaN       NaN   \n",
+       "\n",
+       "       distance_from_journey_start  distance_from_siri_ride_stop_meters  \\\n",
+       "4175                           NaN                                  NaN   \n",
+       "9111                           NaN                                  NaN   \n",
+       "14109                          NaN                                  NaN   \n",
+       "19078                          NaN                                  NaN   \n",
+       "24005                          NaN                                  NaN   \n",
+       "4174                           NaN                                  NaN   \n",
+       "9110                           NaN                                  NaN   \n",
+       "14108                          NaN                                  NaN   \n",
+       "19077                          NaN                                  NaN   \n",
+       "24004                          NaN                                  NaN   \n",
+       "\n",
+       "      siri_snapshot__snapshot_id  siri_route__id  siri_route__line_ref  \\\n",
+       "4175                         NaN             NaN                   NaN   \n",
+       "9111                         NaN             NaN                   NaN   \n",
+       "14109                        NaN             NaN                   NaN   \n",
+       "19078                        NaN             NaN                   NaN   \n",
+       "24005                        NaN             NaN                   NaN   \n",
+       "4174                         NaN             NaN                   NaN   \n",
+       "9110                         NaN             NaN                   NaN   \n",
+       "14108                        NaN             NaN                   NaN   \n",
+       "19077                        NaN             NaN                   NaN   \n",
+       "24004                        NaN             NaN                   NaN   \n",
+       "\n",
+       "       siri_route__operator_ref  siri_ride__id siri_ride__journey_ref  \\\n",
+       "4175                        NaN            NaN                    NaN   \n",
+       "9111                        NaN            NaN                    NaN   \n",
+       "14109                       NaN            NaN                    NaN   \n",
+       "19078                       NaN            NaN                    NaN   \n",
+       "24005                       NaN            NaN                    NaN   \n",
+       "4174                        NaN            NaN                    NaN   \n",
+       "9110                        NaN            NaN                    NaN   \n",
+       "14108                       NaN            NaN                    NaN   \n",
+       "19077                       NaN            NaN                    NaN   \n",
+       "24004                       NaN            NaN                    NaN   \n",
+       "\n",
+       "      siri_ride__scheduled_start_time siri_ride__vehicle_ref  \\\n",
+       "4175                              NaT                    NaN   \n",
+       "9111                              NaT                    NaN   \n",
+       "14109                             NaT                    NaN   \n",
+       "19078                             NaT                    NaN   \n",
+       "24005                             NaT                    NaN   \n",
+       "4174                              NaT                    NaN   \n",
+       "9110                              NaT                    NaN   \n",
+       "14108                             NaT                    NaN   \n",
+       "19077                             NaT                    NaN   \n",
+       "24004                             NaT                    NaN   \n",
+       "\n",
+       "       siri_ride__first_vehicle_location_id  \\\n",
+       "4175                                    NaN   \n",
+       "9111                                    NaN   \n",
+       "14109                                   NaN   \n",
+       "19078                                   NaN   \n",
+       "24005                                   NaN   \n",
+       "4174                                    NaN   \n",
+       "9110                                    NaN   \n",
+       "14108                                   NaN   \n",
+       "19077                                   NaN   \n",
+       "24004                                   NaN   \n",
+       "\n",
+       "       siri_ride__last_vehicle_location_id  siri_ride__duration_minutes  \\\n",
+       "4175                                   NaN                          NaN   \n",
+       "9111                                   NaN                          NaN   \n",
+       "14109                                  NaN                          NaN   \n",
+       "19078                                  NaN                          NaN   \n",
+       "24005                                  NaN                          NaN   \n",
+       "4174                                   NaN                          NaN   \n",
+       "9110                                   NaN                          NaN   \n",
+       "14108                                  NaN                          NaN   \n",
+       "19077                                  NaN                          NaN   \n",
+       "24004                                  NaN                          NaN   \n",
+       "\n",
+       "       siri_ride__gtfs_ride_id  \n",
+       "4175                       NaN  \n",
+       "9111                       NaN  \n",
+       "14109                      NaN  \n",
+       "19078                      NaN  \n",
+       "24005                      NaN  \n",
+       "4174                       NaN  \n",
+       "9110                       NaN  \n",
+       "14108                      NaN  \n",
+       "19077                      NaN  \n",
+       "24004                      NaN  "
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "merged2[(merged2.recorded_at_time.isnull())&(\n",
+    "    merged2.OperatorRef==14)].sort_values(by=['LineRef','RecordedAtTime'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:11:17.934719Z",
+     "start_time": "2022-04-21T11:11:17.235774Z"
+    },
+    "hidden": true
+   },
+   "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",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Empty DataFrame\n",
+       "Columns: []\n",
+       "Index: []"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "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",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Empty DataFrame\n",
+       "Columns: []\n",
+       "Index: []"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import stride\n",
+    "import datetime\n",
+    "from dateutil import tz\n",
+    "\n",
+    "display(pd.DataFrame(stride.iterate('/siri_vehicle_locations/list', {\n",
+    "    'recorded_at_time_from': datetime.datetime(2022,4, 14, 9, 0, tzinfo=tz.gettz('UTC')),\n",
+    "    'recorded_at_time_to': datetime.datetime(2022,4, 14, 9, 6, tzinfo=tz.gettz('UTC')),\n",
+    "    'siri_routes__operator_ref': '14',\n",
+    "    'siri_routes__line_ref': '452'\n",
+    "}, limit=1000))) \n",
+    "\n",
+    "display(pd.DataFrame(stride.iterate('/siri_vehicle_locations/list', {\n",
+    "    'recorded_at_time_from': datetime.datetime(2022,4, 14, 9, 0, tzinfo=tz.gettz('UTC')),\n",
+    "    'recorded_at_time_to': datetime.datetime(2022,4, 14, 9, 6, tzinfo=tz.gettz('UTC')),\n",
+    "    'siri_routes__operator_ref': '14',\n",
+    "    'siri_routes__line_ref': '453'\n",
+    "}, limit=1000)))  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-21T11:11:17.966758Z",
+     "start_time": "2022-04-21T11:11:17.939715Z"
+    },
+    "hidden": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2     220\n",
+       "14     10\n",
+       "Name: OperatorRef, dtype: int64"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "merged2[merged2.Longitude.isnull()].OperatorRef.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-04-09T17:18:14.481974Z",
+     "start_time": "2022-04-09T17:18:14.449989Z"
+    },
+    "hidden": true
+   },
+   "source": [
+    "**Without OriginAimedDepartureTime the overall match rate is 99% while the missing rows doesn't have Lon and Lat data in source (most of the missing rows are from the train)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-03-01T21:50:27.787066Z",
+     "start_time": "2022-03-01T21:50:27.055188Z"
+    },
+    "hidden": true
+   },
+   "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": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}