openbus_8_curious_binyamina.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Agenda:\n",
    "1. [Get data](#Get-the-data)\n",
    "\n",
    "3. [Tidy](#Tidy-it-up)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from ftplib import FTP\n",
    "import datetime\n",
    "import re\n",
    "import zipfile\n",
    "import os\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10, 5) # set default size of plots\n",
    "\n",
    "sns.set_style(\"white\")\n",
    "sns.set_context(\"talk\")\n",
    "sns.set_palette('Set2', 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get the data\n",
    "There are two options - TransitFeeds and the workshop's S3 bucket."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                           PRE ./\n",
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      "2017-07-21 21:18:27  105738352 2016_07_11_00_00_02.zip\n"
     ]
    }
   ],
   "source": [
    "!aws s3 ls s3://s3.obus.hasadna.org.il/old_gtfs/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
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      "Completed 153.9 MiB/153.9 MiB (1.2 MiB/s) with 1 file(s) remaining  \n",
      "download: s3://s3.obus.hasadna.org.il/old_gtfs/2016_05_06_00_00_02.zip to data\\gtfs_feeds\\2016-05-06.zip\n"
     ]
    }
   ],
   "source": [
    "!aws s3 cp s3://s3.obus.hasadna.org.il/old_gtfs/2016_05_06_00_00_02.zip data/gtfs_feeds/2016-05-06.zip\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "download: s3://s3.obus.hasadna.org.il/2017-01-01.zip to data\\gtfs_feeds\\2017-01-01.zip\n"
     ]
    }
   ],
   "source": [
    "!aws s3 cp s3://s3.obus.hasadna.org.il/2017-01-01.zip data/gtfs_feeds/2017-01-01.zip\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tidy it up\n",
    "Again I'm using [partridge](https://github.com/remix/partridge/tree/master/partridge) for filtering on dates, and then some tidying up and transformations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from gtfs_utils import *\n",
    "\n",
    "TARIFF_FILE_NAME = 'Tariff.zip'\n",
    "TARIFF_TXT_NAME = 'Tariff.txt'\n",
    "TARIFF_TO_REFORM_ZONE = 'StationToReformZone.txt'\n",
    "local_tariff_path = 'data/sample/tariff.zip' "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#conn = ftp_connect()\n",
    "#get_ftp_file(conn, file_name = TARIFF_FILE_NAME, local_zip_path = local_tariff_path )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# not a true csv, so we need to jiggle it a bit\n",
    "cols = ['ShareCode','ShareCodeDesc','ZoneCodes','Daily','Weekly','Monthly','FromDate','ToDate', 'EXTRA']\n",
    "reform_cols = ['StationId', 'ReformZoneCode','FromDate','ToDate', 'EXTRA']\n",
    "with zipfile.ZipFile(local_tariff_path) as zf:\n",
    "    tariff_df = (pd.read_csv(zf.open(TARIFF_TXT_NAME), header=None, skiprows=[0], names = cols)\n",
    "                .drop(columns = ['EXTRA']))\n",
    "    reform_df = (pd.read_csv(zf.open(TARIFF_TO_REFORM_ZONE), header=None, skiprows=[0], names = reform_cols)\n",
    "                 .drop(columns = ['EXTRA']))\n",
    "\n",
    "    \n",
    "# remove ShareCodes which contain multiple zones  e.g. גוש דן מורחב\n",
    "tariff_df = (tariff_df[~ tariff_df.ZoneCodes.str.contains(';')]\n",
    "             .rename(columns = {'ShareCodeDesc': 'zone_name',\n",
    "                               'ZoneCodes': 'zone_id'}))\n",
    "rs = reform_df[['StationId', 'ReformZoneCode']].drop_duplicates().applymap(str).set_index('StationId').iloc[:,0]\n",
    "\n",
    "ts = (tariff_df[['zone_id', 'zone_name']].drop_duplicates().set_index('zone_id').iloc[:,0])\n",
    "zones = rs.map(ts).reset_index().rename(columns={'StationId': 'stop_code', 'ReformZoneCode':'zone_name'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import partridge as ptg\n",
    "\n",
    "def get_partridge_feed(zip_path, date):\n",
    "    service_ids_by_date = ptg.read_service_ids_by_date(zip_path)\n",
    "    service_ids = service_ids_by_date[date]\n",
    "\n",
    "    feed = ptg.feed(zip_path, view={\n",
    "        'trips.txt': {\n",
    "            'service_id': service_ids,\n",
    "        },\n",
    "    })\n",
    "    return feed\n",
    "    \n",
    "def to_timedelta(df):\n",
    "    '''\n",
    "    Turn time columns into timedelta dtype\n",
    "    '''\n",
    "    cols = ['arrival_time', 'departure_time']\n",
    "    numeric = df[cols].apply(pd.to_timedelta, unit='s')\n",
    "    df = df.copy()\n",
    "    df[cols] = numeric\n",
    "    return df\n",
    "\n",
    "def get_tidy_feed_df(feed, zones):\n",
    "    s = feed.stops\n",
    "    r = feed.routes\n",
    "    t = (feed.trips\n",
    "         .assign(route_id=lambda x: pd.Categorical(x['route_id'])))\n",
    "    f = (feed.stop_times[['trip_id', 'departure_time', 'arrival_time', 'stop_id', 'stop_sequence']]\n",
    "         .merge(s[['stop_id', 'stop_name', 'stop_lat', 'stop_lon', 'stop_code']], on='stop_id')\n",
    "         # Much faster joins and slices with Categorical dtypes\n",
    "         .merge(zones, how='left')\n",
    "         .assign(zone_name=lambda x: pd.Categorical(x['zone_name']))\n",
    "         .merge(t[['trip_id', 'route_id', 'direction_id']], on='trip_id')\n",
    "         .merge(r[['route_id', 'route_short_name', 'route_long_name']], on='route_id')\n",
    "         .assign(route_id=lambda x: pd.Categorical(x['route_id']))\n",
    "         .pipe(to_timedelta)\n",
    "        )\n",
    "    return f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "LOCAL_ZIP_PATH = 'data/gtfs_feeds/2017-01-01.zip' "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "feed = get_partridge_feed(LOCAL_ZIP_PATH, datetime.date(2017,1 , 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = get_tidy_feed_df(feed, zones)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stop_id</th>\n",
       "      <th>stop_code</th>\n",
       "      <th>stop_name</th>\n",
       "      <th>stop_desc</th>\n",
       "      <th>stop_lat</th>\n",
       "      <th>stop_lon</th>\n",
       "      <th>location_type</th>\n",
       "      <th>parent_station</th>\n",
       "      <th>zone_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>965</th>\n",
       "      <td>1187</td>\n",
       "      <td>40200</td>\n",
       "      <td>הגיבורים/העלייה הראשונה</td>\n",
       "      <td>רחוב:הגיבורים 68 עיר: חדרה רציף:   קומה:</td>\n",
       "      <td>32.436182</td>\n",
       "      <td>34.922808</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     stop_id  stop_code                stop_name  \\\n",
       "965     1187      40200  הגיבורים/העלייה הראשונה   \n",
       "\n",
       "                                       stop_desc   stop_lat   stop_lon  \\\n",
       "965   רחוב:הגיבורים 68 עיר: חדרה רציף:   קומה:    32.436182  34.922808   \n",
       "\n",
       "     location_type  parent_station  zone_id  \n",
       "965              0             NaN    702.0  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with zipfile.ZipFile(LOCAL_ZIP_PATH) as zf:\n",
    "    stops = pd.read_csv(zf.open('stops.txt'))\n",
    "    \n",
    "stops[stops.stop_code==40265]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stop_id</th>\n",
       "      <th>stop_code</th>\n",
       "      <th>stop_name</th>\n",
       "      <th>stop_desc</th>\n",
       "      <th>stop_lat</th>\n",
       "      <th>stop_lon</th>\n",
       "      <th>location_type</th>\n",
       "      <th>parent_station</th>\n",
       "      <th>zone_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1213</th>\n",
       "      <td>1538</td>\n",
       "      <td>40625</td>\n",
       "      <td>רחוב חי/סמטת החבצלת</td>\n",
       "      <td>רחוב:חי 70 עיר: בנימינה גבעת עדה רציף:   קומה:</td>\n",
       "      <td>32.517556</td>\n",
       "      <td>35.007224</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24802</th>\n",
       "      <td>36072</td>\n",
       "      <td>47872</td>\n",
       "      <td>חבצלת/הארז</td>\n",
       "      <td>רחוב:חבצלת 4 עיר: בנימינה גבעת עדה רציף:   קו...</td>\n",
       "      <td>32.527087</td>\n",
       "      <td>34.939577</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24805</th>\n",
       "      <td>36075</td>\n",
       "      <td>47875</td>\n",
       "      <td>חבצלת/הארז</td>\n",
       "      <td>רחוב:חבצלת 3 עיר: בנימינה גבעת עדה רציף:   קו...</td>\n",
       "      <td>32.526611</td>\n",
       "      <td>34.939991</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       stop_id  stop_code            stop_name  \\\n",
       "1213      1538      40625  רחוב חי/סמטת החבצלת   \n",
       "24802    36072      47872           חבצלת/הארז   \n",
       "24805    36075      47875           חבצלת/הארז   \n",
       "\n",
       "                                               stop_desc   stop_lat  \\\n",
       "1213    רחוב:חי 70 עיר: בנימינה גבעת עדה רציף:   קומה:    32.517556   \n",
       "24802   רחוב:חבצלת 4 עיר: בנימינה גבעת עדה רציף:   קו...  32.527087   \n",
       "24805   רחוב:חבצלת 3 עיר: בנימינה גבעת עדה רציף:   קו...  32.526611   \n",
       "\n",
       "        stop_lon  location_type  parent_station  zone_id  \n",
       "1213   35.007224              0             NaN    702.0  \n",
       "24802  34.939577              0             NaN    702.0  \n",
       "24805  34.939991              0             NaN    702.0  "
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stops[(stops.stop_name.str.contains('חבצלת')) & (stops.stop_desc.str.contains('בנימינה'))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "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>stop_id</th>\n",
       "      <th>stop_code</th>\n",
       "      <th>stop_name</th>\n",
       "      <th>stop_desc</th>\n",
       "      <th>stop_lat</th>\n",
       "      <th>stop_lon</th>\n",
       "      <th>location_type</th>\n",
       "      <th>parent_station</th>\n",
       "      <th>zone_id</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>1227</td>\n",
       "      <td>40251</td>\n",
       "      <td>צומת בנימינה</td>\n",
       "      <td>רחוב:653  עיר: בנימינה גבעת עדה רציף:   קומה:</td>\n",
       "      <td>32.517476</td>\n",
       "      <td>34.930838</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
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       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>1228</td>\n",
       "      <td>40252</td>\n",
       "      <td>משרדי חברת חשמל/צה''ל</td>\n",
       "      <td>רחוב:צה''ל 51 עיר: חדרה רציף:   קומה:</td>\n",
       "      <td>32.440961</td>\n",
       "      <td>34.931859</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>1229</td>\n",
       "      <td>40253</td>\n",
       "      <td>צומת מעגן מיכאל</td>\n",
       "      <td>רחוב:4  עיר: חוף הכרמל רציף:   קומה:</td>\n",
       "      <td>32.556372</td>\n",
       "      <td>34.931537</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>1230</td>\n",
       "      <td>40254</td>\n",
       "      <td>צומת מעגן מיכאל</td>\n",
       "      <td>רחוב:4  עיר: חוף הכרמל רציף:   קומה:</td>\n",
       "      <td>32.557378</td>\n",
       "      <td>34.932279</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>1231</td>\n",
       "      <td>40255</td>\n",
       "      <td>משרדי חברת חשמל/צה''ל</td>\n",
       "      <td>רחוב:צה''ל 50 עיר: חדרה רציף:   קומה:</td>\n",
       "      <td>32.441624</td>\n",
       "      <td>34.932884</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1001</th>\n",
       "      <td>1233</td>\n",
       "      <td>40257</td>\n",
       "      <td>זיסו/יפו</td>\n",
       "      <td>רחוב:מסילת הברזל  עיר: חיפה רציף:   קומה:</td>\n",
       "      <td>32.827351</td>\n",
       "      <td>34.987691</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>310.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1002</th>\n",
       "      <td>1234</td>\n",
       "      <td>40258</td>\n",
       "      <td>דרך העצמאות/הנדיב</td>\n",
       "      <td>רחוב:דרך העצמאות 54 עיר: בנימינה גבעת עדה רצי...</td>\n",
       "      <td>32.523856</td>\n",
       "      <td>34.934897</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>1236</td>\n",
       "      <td>40260</td>\n",
       "      <td>דרך העצמאות/נורית</td>\n",
       "      <td>רחוב:דרך העצמאות 82 עיר: בנימינה גבעת עדה רצי...</td>\n",
       "      <td>32.527124</td>\n",
       "      <td>34.935504</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>1238</td>\n",
       "      <td>40262</td>\n",
       "      <td>חטיבת הנחל/נחל צין</td>\n",
       "      <td>רחוב:חטיבת הנח''ל 37 עיר: חדרה רציף:   קומה:</td>\n",
       "      <td>32.431152</td>\n",
       "      <td>34.936468</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1005</th>\n",
       "      <td>1243</td>\n",
       "      <td>40267</td>\n",
       "      <td>משטרה/שדרות ניל''י</td>\n",
       "      <td>רחוב:שדרות ניל''י  עיר: זכרון יעקב רציף:   קו...</td>\n",
       "      <td>32.571946</td>\n",
       "      <td>34.938372</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>334.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1006</th>\n",
       "      <td>1245</td>\n",
       "      <td>40269</td>\n",
       "      <td>דרך העצמאות/אירית</td>\n",
       "      <td>רחוב:דרך העצמאות 34 עיר: בנימינה גבעת עדה רצי...</td>\n",
       "      <td>32.522098</td>\n",
       "      <td>34.938195</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007</th>\n",
       "      <td>1246</td>\n",
       "      <td>40270</td>\n",
       "      <td>בר יהודה/גשר פז</td>\n",
       "      <td>רחוב:דרך ישראל בר יהודה  עיר: חיפה רציף:   קו...</td>\n",
       "      <td>32.798730</td>\n",
       "      <td>35.017779</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>310.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008</th>\n",
       "      <td>1247</td>\n",
       "      <td>40271</td>\n",
       "      <td>בר יהודה/גשר גדוד 21</td>\n",
       "      <td>רחוב:דרך ישראל בר יהודה  עיר: חיפה רציף:   קו...</td>\n",
       "      <td>32.795426</td>\n",
       "      <td>35.021788</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>310.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1009</th>\n",
       "      <td>1248</td>\n",
       "      <td>40272</td>\n",
       "      <td>דרך העצמאות/הנביאים</td>\n",
       "      <td>רחוב:דרך העצמאות 18 עיר: בנימינה גבעת עדה רצי...</td>\n",
       "      <td>32.520148</td>\n",
       "      <td>34.940112</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010</th>\n",
       "      <td>1249</td>\n",
       "      <td>40273</td>\n",
       "      <td>הסתדרות/צומת קרית אתא</td>\n",
       "      <td>רחוב:שדרות ההסתדרות 255 עיר: חיפה רציף:   קומ...</td>\n",
       "      <td>32.810104</td>\n",
       "      <td>35.068810</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>310.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1011</th>\n",
       "      <td>1250</td>\n",
       "      <td>40274</td>\n",
       "      <td>651/השיטה</td>\n",
       "      <td>רחוב:651  עיר: קיסריה רציף:   קומה:</td>\n",
       "      <td>32.479413</td>\n",
       "      <td>34.941063</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1012</th>\n",
       "      <td>1251</td>\n",
       "      <td>40275</td>\n",
       "      <td>יפה נוף/ההגנה</td>\n",
       "      <td>רחוב:יפה נוף  עיר: חדרה רציף:   קומה:</td>\n",
       "      <td>32.432043</td>\n",
       "      <td>34.941967</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013</th>\n",
       "      <td>1252</td>\n",
       "      <td>40276</td>\n",
       "      <td>651/השיטה</td>\n",
       "      <td>רחוב:651  עיר: קיסריה רציף:   קומה:</td>\n",
       "      <td>32.479206</td>\n",
       "      <td>34.942276</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1014</th>\n",
       "      <td>1254</td>\n",
       "      <td>40278</td>\n",
       "      <td>בתי זיקוק/שדרות ההסתדרות</td>\n",
       "      <td>רחוב:שדרות ההסתדרות 111 עיר: חיפה רציף:   קומ...</td>\n",
       "      <td>32.796934</td>\n",
       "      <td>35.045620</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>310.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1015</th>\n",
       "      <td>1255</td>\n",
       "      <td>40279</td>\n",
       "      <td>דרך ניל''י/ההגנה</td>\n",
       "      <td>רחוב:דרך ניל''י 10 עיר: בנימינה גבעת עדה רציף...</td>\n",
       "      <td>32.521744</td>\n",
       "      <td>34.942905</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1016</th>\n",
       "      <td>1256</td>\n",
       "      <td>40280</td>\n",
       "      <td>צומת חדרה מזרח</td>\n",
       "      <td>רחוב:  עיר: חדרה רציף:   קומה:</td>\n",
       "      <td>32.447662</td>\n",
       "      <td>34.942989</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1017</th>\n",
       "      <td>1257</td>\n",
       "      <td>40281</td>\n",
       "      <td>צומת חדרה מזרח</td>\n",
       "      <td>רחוב:65  עיר: חדרה רציף:   קומה:</td>\n",
       "      <td>32.447225</td>\n",
       "      <td>34.943832</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1018</th>\n",
       "      <td>1258</td>\n",
       "      <td>40282</td>\n",
       "      <td>ההסתדרות/ניוטון</td>\n",
       "      <td>רחוב:שדרות ההסתדרות 134 עיר: חיפה רציף:   קומ...</td>\n",
       "      <td>32.802633</td>\n",
       "      <td>35.053393</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>310.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26181</th>\n",
       "      <td>38892</td>\n",
       "      <td>40283</td>\n",
       "      <td>דובר שלום/ילג</td>\n",
       "      <td>רחוב:  עיר: חיפה רציף:   קומה:</td>\n",
       "      <td>32.805015</td>\n",
       "      <td>35.004183</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>310.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1019</th>\n",
       "      <td>1259</td>\n",
       "      <td>40284</td>\n",
       "      <td>651/השיטה</td>\n",
       "      <td>רחוב:651  עיר: קיסריה רציף:   קומה:</td>\n",
       "      <td>32.478779</td>\n",
       "      <td>34.943856</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1020</th>\n",
       "      <td>1260</td>\n",
       "      <td>40285</td>\n",
       "      <td>החלוצים/צור</td>\n",
       "      <td>רחוב:החלוצים 32 עיר: זכרון יעקב רציף:   קומה:</td>\n",
       "      <td>32.569237</td>\n",
       "      <td>34.943366</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>334.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26438</th>\n",
       "      <td>39187</td>\n",
       "      <td>40286</td>\n",
       "      <td>צומת מעגן מיכאל</td>\n",
       "      <td>רחוב:  עיר: חוף הכרמל רציף:   קומה:</td>\n",
       "      <td>32.557537</td>\n",
       "      <td>34.931302</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1021</th>\n",
       "      <td>1261</td>\n",
       "      <td>40287</td>\n",
       "      <td>החלוצים/צור</td>\n",
       "      <td>רחוב:החלוצים 23 עיר: זכרון יעקב רציף:   קומה:</td>\n",
       "      <td>32.568992</td>\n",
       "      <td>34.943304</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>334.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1022</th>\n",
       "      <td>1263</td>\n",
       "      <td>40289</td>\n",
       "      <td>העצמאות/ההגנה</td>\n",
       "      <td>רחוב:העצמאות  עיר: חדרה רציף:   קומה:</td>\n",
       "      <td>32.432023</td>\n",
       "      <td>34.944247</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1023</th>\n",
       "      <td>1264</td>\n",
       "      <td>40290</td>\n",
       "      <td>העצמאות/התמרים</td>\n",
       "      <td>רחוב:העצמאות 3 עיר: חדרה רציף:   קומה:</td>\n",
       "      <td>32.431426</td>\n",
       "      <td>34.944272</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25570</th>\n",
       "      <td>37810</td>\n",
       "      <td>65426</td>\n",
       "      <td>רמת אלקנה/יציאה</td>\n",
       "      <td>רחוב:השקמה 7 עיר: שומרון רציף:   קומה:</td>\n",
       "      <td>32.112450</td>\n",
       "      <td>35.043923</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>222.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25645</th>\n",
       "      <td>38158</td>\n",
       "      <td>65427</td>\n",
       "      <td>מ. לבונה/קינמון</td>\n",
       "      <td>רחוב:הקטורת  עיר: מעלה לבונה רציף:   קומה:</td>\n",
       "      <td>32.055734</td>\n",
       "      <td>35.241059</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>135.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25644</th>\n",
       "      <td>38157</td>\n",
       "      <td>65428</td>\n",
       "      <td>בית הכנסת</td>\n",
       "      <td>רחוב:מעלה הכרמים  עיר: שומרון רציף:   קומה:</td>\n",
       "      <td>31.928314</td>\n",
       "      <td>35.127419</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>232.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25643</th>\n",
       "      <td>38156</td>\n",
       "      <td>65429</td>\n",
       "      <td>מעלה הכרמים/התירוש</td>\n",
       "      <td>רחוב:מעלה הכרמים  עיר: שומרון רציף:   קומה:</td>\n",
       "      <td>31.928415</td>\n",
       "      <td>35.128068</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>232.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25642</th>\n",
       "      <td>38155</td>\n",
       "      <td>65430</td>\n",
       "      <td>מעלה הכרמים</td>\n",
       "      <td>רחוב:מעלה הכרמים  עיר: שומרון רציף:   קומה:</td>\n",
       "      <td>31.928377</td>\n",
       "      <td>35.130865</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>232.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25641</th>\n",
       "      <td>38154</td>\n",
       "      <td>65431</td>\n",
       "      <td>הרב עוזיאל/הרב גורן</td>\n",
       "      <td>רחוב:הרב עוזיאל  עיר: שומרון רציף:   קומה:</td>\n",
       "      <td>31.927683</td>\n",
       "      <td>35.132274</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>232.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25640</th>\n",
       "      <td>38153</td>\n",
       "      <td>65432</td>\n",
       "      <td>הרב עוזיאל/מעלה כרמים</td>\n",
       "      <td>רחוב:הרב עוזיאל  עיר: שומרון רציף:   קומה:</td>\n",
       "      <td>31.926214</td>\n",
       "      <td>35.131835</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>232.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25639</th>\n",
       "      <td>38152</td>\n",
       "      <td>65433</td>\n",
       "      <td>מעלה כרמים/הרב עוזיאל</td>\n",
       "      <td>רחוב:מעלה הכרמים  עיר: שומרון רציף:   קומה:</td>\n",
       "      <td>31.926224</td>\n",
       "      <td>35.131536</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>232.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25638</th>\n",
       "      <td>38151</td>\n",
       "      <td>65434</td>\n",
       "      <td>הרב עוזיאל/הרב לוין</td>\n",
       "      <td>רחוב:הרב עוזיאל  עיר: שומרון רציף:   קומה:</td>\n",
       "      <td>31.927431</td>\n",
       "      <td>35.135061</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>232.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25637</th>\n",
       "      <td>38150</td>\n",
       "      <td>65435</td>\n",
       "      <td>הרב עוזיאל/הרב לוין</td>\n",
       "      <td>רחוב:הרב עוזיאל  עיר: שומרון רציף:   קומה:</td>\n",
       "      <td>31.927244</td>\n",
       "      <td>35.135135</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>232.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25636</th>\n",
       "      <td>38149</td>\n",
       "      <td>65436</td>\n",
       "      <td>דרך כוכב יעקב</td>\n",
       "      <td>רחוב:דרך כוכב יעקב  עיר: כוכב יעקב רציף:   קו...</td>\n",
       "      <td>31.877169</td>\n",
       "      <td>35.247060</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25635</th>\n",
       "      <td>38148</td>\n",
       "      <td>65437</td>\n",
       "      <td>בית הערבה החדש</td>\n",
       "      <td>רחוב:1  עיר: בית הערבה רציף:   קומה:</td>\n",
       "      <td>31.800796</td>\n",
       "      <td>35.475092</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>133.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25651</th>\n",
       "      <td>38164</td>\n",
       "      <td>65438</td>\n",
       "      <td>בית הערבה החדש</td>\n",
       "      <td>רחוב:1  עיר: בית הערבה רציף:   קומה:</td>\n",
       "      <td>31.800901</td>\n",
       "      <td>35.474004</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>133.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25793</th>\n",
       "      <td>38352</td>\n",
       "      <td>65439</td>\n",
       "      <td>בני יעקב/נפתלי</td>\n",
       "      <td>רחוב:בני יעקב  עיר: עפרה רציף:   קומה:</td>\n",
       "      <td>31.950541</td>\n",
       "      <td>35.260695</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25792</th>\n",
       "      <td>38351</td>\n",
       "      <td>65440</td>\n",
       "      <td>בני יעקב/דינה</td>\n",
       "      <td>רחוב:  עיר: עפרה רציף:   קומה:</td>\n",
       "      <td>31.950506</td>\n",
       "      <td>35.262805</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25791</th>\n",
       "      <td>38350</td>\n",
       "      <td>65441</td>\n",
       "      <td>מעלה בנימין/צורית</td>\n",
       "      <td>רחוב:מעלה בנימין  עיר: עלמון רציף:   קומה:</td>\n",
       "      <td>31.831292</td>\n",
       "      <td>35.293475</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25790</th>\n",
       "      <td>38349</td>\n",
       "      <td>65442</td>\n",
       "      <td>מעלה בנימין/כנפי רוח</td>\n",
       "      <td>רחוב:  עיר: עלמון רציף:   קומה:</td>\n",
       "      <td>31.830984</td>\n",
       "      <td>35.291775</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25789</th>\n",
       "      <td>38348</td>\n",
       "      <td>65443</td>\n",
       "      <td>שבעת המינים/רימון</td>\n",
       "      <td>רחוב:שבעת המינים  עיר: שומרון רציף:   קומה:</td>\n",
       "      <td>32.004539</td>\n",
       "      <td>35.124811</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>135.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25822</th>\n",
       "      <td>38389</td>\n",
       "      <td>65444</td>\n",
       "      <td>בי''ס בית יעקב תבונות/האיילות</td>\n",
       "      <td>רחוב:האיילות 50 עיר: גבעת זאב רציף:   קומה:</td>\n",
       "      <td>31.863374</td>\n",
       "      <td>35.152292</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25967</th>\n",
       "      <td>38614</td>\n",
       "      <td>65445</td>\n",
       "      <td>כביש 446/דרך קרית ספר</td>\n",
       "      <td>רחוב:446  עיר: מודיעין עילית רציף:   קומה:</td>\n",
       "      <td>31.937314</td>\n",
       "      <td>35.034661</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>232.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26009</th>\n",
       "      <td>38663</td>\n",
       "      <td>65446</td>\n",
       "      <td>בי''ס נופי החורש/הערבה</td>\n",
       "      <td>רחוב:  עיר: אלפי מנשה רציף:   קומה:</td>\n",
       "      <td>32.163898</td>\n",
       "      <td>35.023048</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>221.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26034</th>\n",
       "      <td>38699</td>\n",
       "      <td>65447</td>\n",
       "      <td>מסוף רמאללה</td>\n",
       "      <td>רחוב:  עיר: שומרון רציף:   קומה:</td>\n",
       "      <td>31.905728</td>\n",
       "      <td>35.207115</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26033</th>\n",
       "      <td>38698</td>\n",
       "      <td>65448</td>\n",
       "      <td>דרך ענתות</td>\n",
       "      <td>רחוב:  עיר: עלמון רציף:   קומה:</td>\n",
       "      <td>31.817892</td>\n",
       "      <td>35.268222</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26032</th>\n",
       "      <td>38697</td>\n",
       "      <td>65449</td>\n",
       "      <td>באב אל-זקאק/דרך בית ג'אלא</td>\n",
       "      <td>רחוב:דרך חברון  עיר: ירושלים רציף:   קומה:</td>\n",
       "      <td>31.711095</td>\n",
       "      <td>35.198846</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>123.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26031</th>\n",
       "      <td>38696</td>\n",
       "      <td>65450</td>\n",
       "      <td>ביה''ס יסודי חדש אורנית/דובדבן</td>\n",
       "      <td>רחוב:דובדבן 20 עיר: אורנית רציף:   קומה:</td>\n",
       "      <td>32.132953</td>\n",
       "      <td>34.994829</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>222.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26030</th>\n",
       "      <td>38695</td>\n",
       "      <td>65451</td>\n",
       "      <td>ביה''ס ממלכתי דתי/הכרמל</td>\n",
       "      <td>רחוב:הכרמל 33 עיר: אורנית רציף:   קומה:</td>\n",
       "      <td>32.132410</td>\n",
       "      <td>35.002630</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>222.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26029</th>\n",
       "      <td>38694</td>\n",
       "      <td>65452</td>\n",
       "      <td>מבוא אורנית/האשל</td>\n",
       "      <td>רחוב:מבוא אורנית  עיר: אורנית רציף:   קומה:</td>\n",
       "      <td>32.127921</td>\n",
       "      <td>34.995946</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>222.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26048</th>\n",
       "      <td>38722</td>\n",
       "      <td>65453</td>\n",
       "      <td>מסוף רמאללה</td>\n",
       "      <td>רחוב:  עיר: שומרון רציף:   קומה:</td>\n",
       "      <td>31.905821</td>\n",
       "      <td>35.207108</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26047</th>\n",
       "      <td>38721</td>\n",
       "      <td>65454</td>\n",
       "      <td>דרך ענתות</td>\n",
       "      <td>רחוב:  עיר: עלמון רציף:   קומה:</td>\n",
       "      <td>31.817858</td>\n",
       "      <td>35.268320</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26046</th>\n",
       "      <td>38720</td>\n",
       "      <td>65455</td>\n",
       "      <td>באב אל-זקאק/דרך בית ג'אלא</td>\n",
       "      <td>רחוב:דרך חברון  עיר: ירושלים רציף:   קומה:</td>\n",
       "      <td>31.711107</td>\n",
       "      <td>35.198739</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>123.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12029 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       stop_id  stop_code                       stop_name  \\\n",
       "996       1227      40251                    צומת בנימינה   \n",
       "997       1228      40252           משרדי חברת חשמל/צה''ל   \n",
       "998       1229      40253                 צומת מעגן מיכאל   \n",
       "999       1230      40254                 צומת מעגן מיכאל   \n",
       "1000      1231      40255           משרדי חברת חשמל/צה''ל   \n",
       "1001      1233      40257                        זיסו/יפו   \n",
       "1002      1234      40258               דרך העצמאות/הנדיב   \n",
       "1003      1236      40260               דרך העצמאות/נורית   \n",
       "1004      1238      40262              חטיבת הנחל/נחל צין   \n",
       "1005      1243      40267              משטרה/שדרות ניל''י   \n",
       "1006      1245      40269               דרך העצמאות/אירית   \n",
       "1007      1246      40270                 בר יהודה/גשר פז   \n",
       "1008      1247      40271            בר יהודה/גשר גדוד 21   \n",
       "1009      1248      40272             דרך העצמאות/הנביאים   \n",
       "1010      1249      40273           הסתדרות/צומת קרית אתא   \n",
       "1011      1250      40274                       651/השיטה   \n",
       "1012      1251      40275                   יפה נוף/ההגנה   \n",
       "1013      1252      40276                       651/השיטה   \n",
       "1014      1254      40278        בתי זיקוק/שדרות ההסתדרות   \n",
       "1015      1255      40279                דרך ניל''י/ההגנה   \n",
       "1016      1256      40280                  צומת חדרה מזרח   \n",
       "1017      1257      40281                  צומת חדרה מזרח   \n",
       "1018      1258      40282                 ההסתדרות/ניוטון   \n",
       "26181    38892      40283                   דובר שלום/ילג   \n",
       "1019      1259      40284                       651/השיטה   \n",
       "1020      1260      40285                     החלוצים/צור   \n",
       "26438    39187      40286                 צומת מעגן מיכאל   \n",
       "1021      1261      40287                     החלוצים/צור   \n",
       "1022      1263      40289                   העצמאות/ההגנה   \n",
       "1023      1264      40290                  העצמאות/התמרים   \n",
       "...        ...        ...                             ...   \n",
       "25570    37810      65426                 רמת אלקנה/יציאה   \n",
       "25645    38158      65427                 מ. לבונה/קינמון   \n",
       "25644    38157      65428                       בית הכנסת   \n",
       "25643    38156      65429              מעלה הכרמים/התירוש   \n",
       "25642    38155      65430                     מעלה הכרמים   \n",
       "25641    38154      65431             הרב עוזיאל/הרב גורן   \n",
       "25640    38153      65432           הרב עוזיאל/מעלה כרמים   \n",
       "25639    38152      65433           מעלה כרמים/הרב עוזיאל   \n",
       "25638    38151      65434             הרב עוזיאל/הרב לוין   \n",
       "25637    38150      65435             הרב עוזיאל/הרב לוין   \n",
       "25636    38149      65436                   דרך כוכב יעקב   \n",
       "25635    38148      65437                  בית הערבה החדש   \n",
       "25651    38164      65438                  בית הערבה החדש   \n",
       "25793    38352      65439                  בני יעקב/נפתלי   \n",
       "25792    38351      65440                   בני יעקב/דינה   \n",
       "25791    38350      65441               מעלה בנימין/צורית   \n",
       "25790    38349      65442            מעלה בנימין/כנפי רוח   \n",
       "25789    38348      65443               שבעת המינים/רימון   \n",
       "25822    38389      65444   בי''ס בית יעקב תבונות/האיילות   \n",
       "25967    38614      65445           כביש 446/דרך קרית ספר   \n",
       "26009    38663      65446          בי''ס נופי החורש/הערבה   \n",
       "26034    38699      65447                     מסוף רמאללה   \n",
       "26033    38698      65448                       דרך ענתות   \n",
       "26032    38697      65449       באב אל-זקאק/דרך בית ג'אלא   \n",
       "26031    38696      65450  ביה''ס יסודי חדש אורנית/דובדבן   \n",
       "26030    38695      65451         ביה''ס ממלכתי דתי/הכרמל   \n",
       "26029    38694      65452                מבוא אורנית/האשל   \n",
       "26048    38722      65453                     מסוף רמאללה   \n",
       "26047    38721      65454                       דרך ענתות   \n",
       "26046    38720      65455       באב אל-זקאק/דרך בית ג'אלא   \n",
       "\n",
       "                                               stop_desc   stop_lat  \\\n",
       "996      רחוב:653  עיר: בנימינה גבעת עדה רציף:   קומה:    32.517476   \n",
       "997              רחוב:צה''ל 51 עיר: חדרה רציף:   קומה:    32.440961   \n",
       "998               רחוב:4  עיר: חוף הכרמל רציף:   קומה:    32.556372   \n",
       "999               רחוב:4  עיר: חוף הכרמל רציף:   קומה:    32.557378   \n",
       "1000             רחוב:צה''ל 50 עיר: חדרה רציף:   קומה:    32.441624   \n",
       "1001         רחוב:מסילת הברזל  עיר: חיפה רציף:   קומה:    32.827351   \n",
       "1002    רחוב:דרך העצמאות 54 עיר: בנימינה גבעת עדה רצי...  32.523856   \n",
       "1003    רחוב:דרך העצמאות 82 עיר: בנימינה גבעת עדה רצי...  32.527124   \n",
       "1004      רחוב:חטיבת הנח''ל 37 עיר: חדרה רציף:   קומה:    32.431152   \n",
       "1005    רחוב:שדרות ניל''י  עיר: זכרון יעקב רציף:   קו...  32.571946   \n",
       "1006    רחוב:דרך העצמאות 34 עיר: בנימינה גבעת עדה רצי...  32.522098   \n",
       "1007    רחוב:דרך ישראל בר יהודה  עיר: חיפה רציף:   קו...  32.798730   \n",
       "1008    רחוב:דרך ישראל בר יהודה  עיר: חיפה רציף:   קו...  32.795426   \n",
       "1009    רחוב:דרך העצמאות 18 עיר: בנימינה גבעת עדה רצי...  32.520148   \n",
       "1010    רחוב:שדרות ההסתדרות 255 עיר: חיפה רציף:   קומ...  32.810104   \n",
       "1011               רחוב:651  עיר: קיסריה רציף:   קומה:    32.479413   \n",
       "1012             רחוב:יפה נוף  עיר: חדרה רציף:   קומה:    32.432043   \n",
       "1013               רחוב:651  עיר: קיסריה רציף:   קומה:    32.479206   \n",
       "1014    רחוב:שדרות ההסתדרות 111 עיר: חיפה רציף:   קומ...  32.796934   \n",
       "1015    רחוב:דרך ניל''י 10 עיר: בנימינה גבעת עדה רציף...  32.521744   \n",
       "1016                    רחוב:  עיר: חדרה רציף:   קומה:    32.447662   \n",
       "1017                  רחוב:65  עיר: חדרה רציף:   קומה:    32.447225   \n",
       "1018    רחוב:שדרות ההסתדרות 134 עיר: חיפה רציף:   קומ...  32.802633   \n",
       "26181                   רחוב:  עיר: חיפה רציף:   קומה:    32.805015   \n",
       "1019               רחוב:651  עיר: קיסריה רציף:   קומה:    32.478779   \n",
       "1020     רחוב:החלוצים 32 עיר: זכרון יעקב רציף:   קומה:    32.569237   \n",
       "26438              רחוב:  עיר: חוף הכרמל רציף:   קומה:    32.557537   \n",
       "1021     רחוב:החלוצים 23 עיר: זכרון יעקב רציף:   קומה:    32.568992   \n",
       "1022             רחוב:העצמאות  עיר: חדרה רציף:   קומה:    32.432023   \n",
       "1023            רחוב:העצמאות 3 עיר: חדרה רציף:   קומה:    32.431426   \n",
       "...                                                  ...        ...   \n",
       "25570           רחוב:השקמה 7 עיר: שומרון רציף:   קומה:    32.112450   \n",
       "25645       רחוב:הקטורת  עיר: מעלה לבונה רציף:   קומה:    32.055734   \n",
       "25644      רחוב:מעלה הכרמים  עיר: שומרון רציף:   קומה:    31.928314   \n",
       "25643      רחוב:מעלה הכרמים  עיר: שומרון רציף:   קומה:    31.928415   \n",
       "25642      רחוב:מעלה הכרמים  עיר: שומרון רציף:   קומה:    31.928377   \n",
       "25641       רחוב:הרב עוזיאל  עיר: שומרון רציף:   קומה:    31.927683   \n",
       "25640       רחוב:הרב עוזיאל  עיר: שומרון רציף:   קומה:    31.926214   \n",
       "25639      רחוב:מעלה הכרמים  עיר: שומרון רציף:   קומה:    31.926224   \n",
       "25638       רחוב:הרב עוזיאל  עיר: שומרון רציף:   קומה:    31.927431   \n",
       "25637       רחוב:הרב עוזיאל  עיר: שומרון רציף:   קומה:    31.927244   \n",
       "25636   רחוב:דרך כוכב יעקב  עיר: כוכב יעקב רציף:   קו...  31.877169   \n",
       "25635             רחוב:1  עיר: בית הערבה רציף:   קומה:    31.800796   \n",
       "25651             רחוב:1  עיר: בית הערבה רציף:   קומה:    31.800901   \n",
       "25793           רחוב:בני יעקב  עיר: עפרה רציף:   קומה:    31.950541   \n",
       "25792                   רחוב:  עיר: עפרה רציף:   קומה:    31.950506   \n",
       "25791       רחוב:מעלה בנימין  עיר: עלמון רציף:   קומה:    31.831292   \n",
       "25790                  רחוב:  עיר: עלמון רציף:   קומה:    31.830984   \n",
       "25789      רחוב:שבעת המינים  עיר: שומרון רציף:   קומה:    32.004539   \n",
       "25822      רחוב:האיילות 50 עיר: גבעת זאב רציף:   קומה:    31.863374   \n",
       "25967       רחוב:446  עיר: מודיעין עילית רציף:   קומה:    31.937314   \n",
       "26009              רחוב:  עיר: אלפי מנשה רציף:   קומה:    32.163898   \n",
       "26034                 רחוב:  עיר: שומרון רציף:   קומה:    31.905728   \n",
       "26033                  רחוב:  עיר: עלמון רציף:   קומה:    31.817892   \n",
       "26032       רחוב:דרך חברון  עיר: ירושלים רציף:   קומה:    31.711095   \n",
       "26031         רחוב:דובדבן 20 עיר: אורנית רציף:   קומה:    32.132953   \n",
       "26030          רחוב:הכרמל 33 עיר: אורנית רציף:   קומה:    32.132410   \n",
       "26029      רחוב:מבוא אורנית  עיר: אורנית רציף:   קומה:    32.127921   \n",
       "26048                 רחוב:  עיר: שומרון רציף:   קומה:    31.905821   \n",
       "26047                  רחוב:  עיר: עלמון רציף:   קומה:    31.817858   \n",
       "26046       רחוב:דרך חברון  עיר: ירושלים רציף:   קומה:    31.711107   \n",
       "\n",
       "        stop_lon  location_type  parent_station  zone_id  \n",
       "996    34.930838              0             NaN    702.0  \n",
       "997    34.931859              0             NaN    702.0  \n",
       "998    34.931537              0             NaN    702.0  \n",
       "999    34.932279              0             NaN    702.0  \n",
       "1000   34.932884              0             NaN    702.0  \n",
       "1001   34.987691              0             NaN    310.0  \n",
       "1002   34.934897              0             NaN    702.0  \n",
       "1003   34.935504              0             NaN    702.0  \n",
       "1004   34.936468              0             NaN    702.0  \n",
       "1005   34.938372              0             NaN    334.0  \n",
       "1006   34.938195              0             NaN    702.0  \n",
       "1007   35.017779              0             NaN    310.0  \n",
       "1008   35.021788              0             NaN    310.0  \n",
       "1009   34.940112              0             NaN    702.0  \n",
       "1010   35.068810              0             NaN    310.0  \n",
       "1011   34.941063              0             NaN    702.0  \n",
       "1012   34.941967              0             NaN    702.0  \n",
       "1013   34.942276              0             NaN    702.0  \n",
       "1014   35.045620              0             NaN    310.0  \n",
       "1015   34.942905              0             NaN    702.0  \n",
       "1016   34.942989              0             NaN    702.0  \n",
       "1017   34.943832              0             NaN    702.0  \n",
       "1018   35.053393              0             NaN    310.0  \n",
       "26181  35.004183              0             NaN    310.0  \n",
       "1019   34.943856              0             NaN    702.0  \n",
       "1020   34.943366              0             NaN    334.0  \n",
       "26438  34.931302              0             NaN    702.0  \n",
       "1021   34.943304              0             NaN    334.0  \n",
       "1022   34.944247              0             NaN    702.0  \n",
       "1023   34.944272              0             NaN    702.0  \n",
       "...          ...            ...             ...      ...  \n",
       "25570  35.043923              0             NaN    222.0  \n",
       "25645  35.241059              0             NaN    135.0  \n",
       "25644  35.127419              0             NaN    232.0  \n",
       "25643  35.128068              0             NaN    232.0  \n",
       "25642  35.130865              0             NaN    232.0  \n",
       "25641  35.132274              0             NaN    232.0  \n",
       "25640  35.131835              0             NaN    232.0  \n",
       "25639  35.131536              0             NaN    232.0  \n",
       "25638  35.135061              0             NaN    232.0  \n",
       "25637  35.135135              0             NaN    232.0  \n",
       "25636  35.247060              0             NaN    110.0  \n",
       "25635  35.475092              0             NaN    133.0  \n",
       "25651  35.474004              0             NaN    133.0  \n",
       "25793  35.260695              0             NaN    122.0  \n",
       "25792  35.262805              0             NaN    122.0  \n",
       "25791  35.293475              0             NaN    110.0  \n",
       "25790  35.291775              0             NaN    110.0  \n",
       "25789  35.124811              0             NaN    135.0  \n",
       "25822  35.152292              0             NaN    110.0  \n",
       "25967  35.034661              0             NaN    232.0  \n",
       "26009  35.023048              0             NaN    221.0  \n",
       "26034  35.207115              0             NaN    122.0  \n",
       "26033  35.268222              0             NaN    110.0  \n",
       "26032  35.198846              0             NaN    123.0  \n",
       "26031  34.994829              0             NaN    222.0  \n",
       "26030  35.002630              0             NaN    222.0  \n",
       "26029  34.995946              0             NaN    222.0  \n",
       "26048  35.207108              0             NaN    122.0  \n",
       "26047  35.268320              0             NaN    110.0  \n",
       "26046  35.198739              0             NaN    123.0  \n",
       "\n",
       "[12029 rows x 9 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stops[stops.stop_code>40250].sort_values(by='stop_code')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "LZ = "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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