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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Note**: Click on \"*Kernel*\" > \"*Restart Kernel and Clear All Outputs*\" in [JupyterLab](https://jupyterlab.readthedocs.io/en/stable/) *before* reading this notebook to reset its output. If you cannot run this file on your machine, you may want to open it [in the cloud ](https://mybinder.org/v2/gh/webartifex/intro-to-data-science/main?urlpath=lab/tree/01_scientific_stack/02_content_pandas.ipynb)."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Chapter 1: Python's Scientific Stack (Part 2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "For practitioners, the [numpy ](https://numpy.org/) library may feel a bit too \"technical\" or too close to \"real programming\" and they may prefer something that looks and feels more like Excel. That is where the [pandas ](https://pandas.pydata.org/) library comes in.\n",
+ "\n",
+ "Let's first `pip` install and then `import` it."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Requirement already satisfied: pandas in /home/webartifex/repos/intro-to-data-science/.venv/lib/python3.8/site-packages (1.3.3)\n",
+ "Requirement already satisfied: numpy>=1.17.3 in /home/webartifex/repos/intro-to-data-science/.venv/lib/python3.8/site-packages (from pandas) (1.21.1)\n",
+ "Requirement already satisfied: python-dateutil>=2.7.3 in /home/webartifex/repos/intro-to-data-science/.venv/lib/python3.8/site-packages (from pandas) (2.8.2)\n",
+ "Requirement already satisfied: pytz>=2017.3 in /home/webartifex/repos/intro-to-data-science/.venv/lib/python3.8/site-packages (from pandas) (2021.3)\n",
+ "Requirement already satisfied: six>=1.5 in /home/webartifex/repos/intro-to-data-science/.venv/lib/python3.8/site-packages (from python-dateutil>=2.7.3->pandas) (1.16.0)\n",
+ "Note: you may need to restart the kernel to use updated packages.\n"
+ ]
+ }
+ ],
+ "source": [
+ "%pip install pandas"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Excel-like Data with Pandas"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "In the same folder as this notebook there is a file named \"*orders.csv*\" that holds the order data of an urban meal delivery platform operating in Bordeaux, France. Open in with a double-click and take a look at its contents right here in JupyterLab!\n",
+ "\n",
+ "[pandas ](https://pandas.pydata.org/) provides a [pd.read_csv() ](https://pandas.pydata.org/docs/reference/api/pandas.read_csv.html#pandas.read_csv) function that, as the name suggests, can open and read in CSV data. For Excel files, there is also a [pd.read_excel() ](https://pandas.pydata.org/docs/reference/api/pandas.read_excel.html) function but the CSV format is probably more widespread in use.\n",
+ "\n",
+ "Let's read in the \"*orders.csv*\" file with [pd.read_csv() ](https://pandas.pydata.org/docs/reference/api/pandas.read_csv.html#pandas.read_csv) specifying the \"order_id\" column as the **index**. Here, index is a column with *unique* values that allow the identification of each row in a dataset. If we don't specify an index column, [pandas ](https://pandas.pydata.org/) creates a surrogate index as a sequence of integers 1, 2, 3, and so on."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pd.read_csv(\"orders.csv\", index_col=\"order_id\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "`df` models a table-like data structure, comparable to one tab in an Excel file. [pandas ](https://pandas.pydata.org/) and JupyterLab are designed to work well together: The `df` object shows a preview of the dataset below the code cell. The rows are the **records** in the dataset and the columns take the role of the **attributes** each record has. Each column comes with a **domain** of allowable values."
+ ]
+ },
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+ "metadata": {},
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+ }
+ ],
+ "source": [
+ "df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The data type behind `df` is called a [pd.DataFrame ](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame). `DataFrame`s are built around [numpy ](https://numpy.org/)'s `ndarray`s providing an interface optimized for **interactive usage** (i.e., a data scientist exploring a dataset step by step)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "pandas.core.frame.DataFrame"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "type(df)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "`DataFrame`s come with many methdods.\n",
+ "\n",
+ "For example, [.head() ](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.head.html#pandas.DataFrame.head) and [.tail() ](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.tail.html#pandas.DataFrame.tail) show the first and last `n` rows, defaulting to `5`."
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+ " 2450 | \n",
+ " 1426.0 | \n",
+ " 2016-07-18 13:03:08 | \n",
+ " 2016-07-18 13:12:01 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " 192658 | \n",
+ " 2016-07-18 13:00:13 | \n",
+ " 1205 | \n",
+ " Taj Mahal | \n",
+ " 24 Rue Du Parlement Sainte-Catherine | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.840405 | \n",
+ " -0.573940 | \n",
+ " 73830 | \n",
+ " Rue Batailley 12 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.838504 | \n",
+ " -0.591961 | \n",
+ " 2550 | \n",
+ " 1423.0 | \n",
+ " 2016-07-18 13:19:04 | \n",
+ " 2016-07-18 13:29:03 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " 193242 | \n",
+ " 2016-07-18 20:39:54 | \n",
+ " 1208 | \n",
+ " Chez Ambre And Michel | \n",
+ " 1 Rue Matignon | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.850258 | \n",
+ " -0.586204 | \n",
+ " 10298 | \n",
+ " Rue Rolland 14 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.842592 | \n",
+ " -0.580521 | \n",
+ " 1550 | \n",
+ " 1420.0 | \n",
+ " 2016-07-18 20:55:52 | \n",
+ " 2016-07-18 21:05:28 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " 192719 | \n",
+ " 2016-07-18 13:52:04 | \n",
+ " 1206 | \n",
+ " La Maison Du Glacier | \n",
+ " 1 Place Saint Pierre | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.839706 | \n",
+ " -0.570672 | \n",
+ " 6037 | \n",
+ " Rue Rolland 14 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.842592 | \n",
+ " -0.580521 | \n",
+ " 2450 | \n",
+ " 1426.0 | \n",
+ " 2016-07-18 14:01:23 | \n",
+ " 2016-07-18 14:08:36 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " placed_at restaurant_id restaurant \\\n",
+ "order_id \n",
+ "192594 2016-07-18 12:23:13 1204 Max A Table \n",
+ "192644 2016-07-18 12:48:55 1204 Max A Table \n",
+ "192658 2016-07-18 13:00:13 1205 Taj Mahal \n",
+ "193242 2016-07-18 20:39:54 1208 Chez Ambre And Michel \n",
+ "192719 2016-07-18 13:52:04 1206 La Maison Du Glacier \n",
+ "\n",
+ " o_street o_zip o_city o_latitude \\\n",
+ "order_id \n",
+ "192594 36 Rue Cornac 33000 Bordeaux 44.851402 \n",
+ "192644 36 Rue Cornac 33000 Bordeaux 44.851402 \n",
+ "192658 24 Rue Du Parlement Sainte-Catherine 33000 Bordeaux 44.840405 \n",
+ "193242 1 Rue Matignon 33000 Bordeaux 44.850258 \n",
+ "192719 1 Place Saint Pierre 33000 Bordeaux 44.839706 \n",
+ "\n",
+ " o_longitude customer_id d_street d_zip d_city \\\n",
+ "order_id \n",
+ "192594 -0.575870 10298 Rue Rolland 14 33000 Bordeaux \n",
+ "192644 -0.575870 6037 Rue Rolland 14 33000 Bordeaux \n",
+ "192658 -0.573940 73830 Rue Batailley 12 33000 Bordeaux \n",
+ "193242 -0.586204 10298 Rue Rolland 14 33000 Bordeaux \n",
+ "192719 -0.570672 6037 Rue Rolland 14 33000 Bordeaux \n",
+ "\n",
+ " d_latitude d_longitude total courier_id pickup_at \\\n",
+ "order_id \n",
+ "192594 44.842592 -0.580521 2050 1423.0 2016-07-18 12:38:08 \n",
+ "192644 44.842592 -0.580521 2450 1426.0 2016-07-18 13:03:08 \n",
+ "192658 44.838504 -0.591961 2550 1423.0 2016-07-18 13:19:04 \n",
+ "193242 44.842592 -0.580521 1550 1420.0 2016-07-18 20:55:52 \n",
+ "192719 44.842592 -0.580521 2450 1426.0 2016-07-18 14:01:23 \n",
+ "\n",
+ " delivery_at cancelled \n",
+ "order_id \n",
+ "192594 2016-07-18 12:48:22 0 \n",
+ "192644 2016-07-18 13:12:01 0 \n",
+ "192658 2016-07-18 13:29:03 0 \n",
+ "193242 2016-07-18 21:05:28 0 \n",
+ "192719 2016-07-18 14:08:36 0 "
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " placed_at | \n",
+ " restaurant_id | \n",
+ " restaurant | \n",
+ " o_street | \n",
+ " o_zip | \n",
+ " o_city | \n",
+ " o_latitude | \n",
+ " o_longitude | \n",
+ " customer_id | \n",
+ " d_street | \n",
+ " d_zip | \n",
+ " d_city | \n",
+ " d_latitude | \n",
+ " d_longitude | \n",
+ " total | \n",
+ " courier_id | \n",
+ " pickup_at | \n",
+ " delivery_at | \n",
+ " cancelled | \n",
+ "
\n",
+ " \n",
+ " order_id | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 211510 | \n",
+ " 2016-07-30 20:46:05 | \n",
+ " 1219 | \n",
+ " La Tagliatella | \n",
+ " 14 Rue Guiraude | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.839388 | \n",
+ " -0.574781 | \n",
+ " 80169 | \n",
+ " Rue Pasteur 35 | \n",
+ " 33200 | \n",
+ " Bordeaux | \n",
+ " 44.845053 | \n",
+ " -0.601157 | \n",
+ " 4085 | \n",
+ " 1411.0 | \n",
+ " 2016-07-30 21:11:00 | \n",
+ " 2016-07-30 21:23:24 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " 211519 | \n",
+ " 2016-07-30 20:46:55 | \n",
+ " 1254 | \n",
+ " Funky Burger | \n",
+ " 5 Rue Du Loup | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.838081 | \n",
+ " -0.572281 | \n",
+ " 80172 | \n",
+ " Rue Monadey 28 | \n",
+ " 33800 | \n",
+ " Bordeaux | \n",
+ " 44.828816 | \n",
+ " -0.570789 | \n",
+ " 2050 | \n",
+ " 1817.0 | \n",
+ " 2016-07-30 21:05:46 | \n",
+ " 2016-07-30 21:14:07 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " placed_at restaurant_id restaurant o_street \\\n",
+ "order_id \n",
+ "211510 2016-07-30 20:46:05 1219 La Tagliatella 14 Rue Guiraude \n",
+ "211519 2016-07-30 20:46:55 1254 Funky Burger 5 Rue Du Loup \n",
+ "\n",
+ " o_zip o_city o_latitude o_longitude customer_id \\\n",
+ "order_id \n",
+ "211510 33000 Bordeaux 44.839388 -0.574781 80169 \n",
+ "211519 33000 Bordeaux 44.838081 -0.572281 80172 \n",
+ "\n",
+ " d_street d_zip d_city d_latitude d_longitude total \\\n",
+ "order_id \n",
+ "211510 Rue Pasteur 35 33200 Bordeaux 44.845053 -0.601157 4085 \n",
+ "211519 Rue Monadey 28 33800 Bordeaux 44.828816 -0.570789 2050 \n",
+ "\n",
+ " courier_id pickup_at delivery_at cancelled \n",
+ "order_id \n",
+ "211510 1411.0 2016-07-30 21:11:00 2016-07-30 21:23:24 0 \n",
+ "211519 1817.0 2016-07-30 21:05:46 2016-07-30 21:14:07 0 "
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.tail(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "[.info() ](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.info.html#pandas.DataFrame.info) shows on overview of the columns. In particular, it shows how many cells are filled in in a column (i.e., are \"non-null\") and what **data type** (i.e., \"dtype\") *all* values in a column have. \"int64\" and \"float64\" imply that there are only `int` and `float` values in a column (taking up to 64 bits or 1s and 0s in memory). \"object\" is [pandas ](https://pandas.pydata.org/)' way of telling us it could not deduce any data type more specific than textual data. For the columns holding timestamps (e.g., \"placed_at\") we will convert the values further below.\n",
+ "\n",
+ "Looking at the output, we see that some columns hold the data of **origin**-**destination** pairs, corresponding to restaurants and customers. Other columns store data following the dispatch and delivery process of couriers picking up and delivering meals at various points in time."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Int64Index: 694 entries, 192594 to 211519\n",
+ "Data columns (total 19 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 placed_at 694 non-null object \n",
+ " 1 restaurant_id 694 non-null int64 \n",
+ " 2 restaurant 694 non-null object \n",
+ " 3 o_street 694 non-null object \n",
+ " 4 o_zip 694 non-null int64 \n",
+ " 5 o_city 694 non-null object \n",
+ " 6 o_latitude 694 non-null float64\n",
+ " 7 o_longitude 694 non-null float64\n",
+ " 8 customer_id 694 non-null int64 \n",
+ " 9 d_street 694 non-null object \n",
+ " 10 d_zip 694 non-null int64 \n",
+ " 11 d_city 694 non-null object \n",
+ " 12 d_latitude 694 non-null float64\n",
+ " 13 d_longitude 694 non-null float64\n",
+ " 14 total 694 non-null int64 \n",
+ " 15 courier_id 690 non-null float64\n",
+ " 16 pickup_at 665 non-null object \n",
+ " 17 delivery_at 663 non-null object \n",
+ " 18 cancelled 694 non-null int64 \n",
+ "dtypes: float64(5), int64(6), object(8)\n",
+ "memory usage: 108.4+ KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "df.info()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "[.describe() ](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.describe.html#pandas.DataFrame.describe) shows statistics on all numerical columns in a `DataFrame`.\n",
+ "\n",
+ "For the example orders, such statistics may not be meaningful for all numerical columns as some of them merely hold IDs or zip codes."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " restaurant_id | \n",
+ " o_zip | \n",
+ " o_latitude | \n",
+ " o_longitude | \n",
+ " customer_id | \n",
+ " d_zip | \n",
+ " d_latitude | \n",
+ " d_longitude | \n",
+ " total | \n",
+ " courier_id | \n",
+ " cancelled | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " count | \n",
+ " 694.000000 | \n",
+ " 694.000000 | \n",
+ " 694.000000 | \n",
+ " 694.000000 | \n",
+ " 694.000000 | \n",
+ " 694.000000 | \n",
+ " 694.000000 | \n",
+ " 694.000000 | \n",
+ " 694.000000 | \n",
+ " 690.000000 | \n",
+ " 694.000000 | \n",
+ "
\n",
+ " \n",
+ " mean | \n",
+ " 1228.479827 | \n",
+ " 33075.216138 | \n",
+ " 44.839258 | \n",
+ " -0.575759 | \n",
+ " 74751.126801 | \n",
+ " 33191.613833 | \n",
+ " 44.838623 | \n",
+ " -0.576040 | \n",
+ " 2294.636888 | \n",
+ " 1484.755072 | \n",
+ " 0.044669 | \n",
+ "
\n",
+ " \n",
+ " std | \n",
+ " 18.001091 | \n",
+ " 207.971435 | \n",
+ " 0.007471 | \n",
+ " 0.006920 | \n",
+ " 14604.304963 | \n",
+ " 307.378697 | \n",
+ " 0.011545 | \n",
+ " 0.010799 | \n",
+ " 1060.695748 | \n",
+ " 154.586210 | \n",
+ " 0.206724 | \n",
+ "
\n",
+ " \n",
+ " min | \n",
+ " 1204.000000 | \n",
+ " 33000.000000 | \n",
+ " 44.818180 | \n",
+ " -0.599400 | \n",
+ " 2377.000000 | \n",
+ " 33000.000000 | \n",
+ " 44.809813 | \n",
+ " -0.606892 | \n",
+ " 350.000000 | \n",
+ " 1403.000000 | \n",
+ " 0.000000 | \n",
+ "
\n",
+ " \n",
+ " 25% | \n",
+ " 1212.000000 | \n",
+ " 33000.000000 | \n",
+ " 44.836910 | \n",
+ " -0.579345 | \n",
+ " 76648.500000 | \n",
+ " 33000.000000 | \n",
+ " 44.829981 | \n",
+ " -0.581612 | \n",
+ " 1500.000000 | \n",
+ " 1415.000000 | \n",
+ " 0.000000 | \n",
+ "
\n",
+ " \n",
+ " 50% | \n",
+ " 1224.000000 | \n",
+ " 33000.000000 | \n",
+ " 44.838287 | \n",
+ " -0.573940 | \n",
+ " 78146.000000 | \n",
+ " 33000.000000 | \n",
+ " 44.838364 | \n",
+ " -0.575056 | \n",
+ " 1969.500000 | \n",
+ " 1424.000000 | \n",
+ " 0.000000 | \n",
+ "
\n",
+ " \n",
+ " 75% | \n",
+ " 1244.000000 | \n",
+ " 33000.000000 | \n",
+ " 44.841721 | \n",
+ " -0.572281 | \n",
+ " 79331.500000 | \n",
+ " 33300.000000 | \n",
+ " 44.846696 | \n",
+ " -0.569601 | \n",
+ " 2750.000000 | \n",
+ " 1462.000000 | \n",
+ " 0.000000 | \n",
+ "
\n",
+ " \n",
+ " max | \n",
+ " 1267.000000 | \n",
+ " 33800.000000 | \n",
+ " 44.855438 | \n",
+ " -0.550576 | \n",
+ " 80401.000000 | \n",
+ " 33800.000000 | \n",
+ " 44.877693 | \n",
+ " -0.537952 | \n",
+ " 8370.000000 | \n",
+ " 2013.000000 | \n",
+ " 1.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " restaurant_id o_zip o_latitude o_longitude customer_id \\\n",
+ "count 694.000000 694.000000 694.000000 694.000000 694.000000 \n",
+ "mean 1228.479827 33075.216138 44.839258 -0.575759 74751.126801 \n",
+ "std 18.001091 207.971435 0.007471 0.006920 14604.304963 \n",
+ "min 1204.000000 33000.000000 44.818180 -0.599400 2377.000000 \n",
+ "25% 1212.000000 33000.000000 44.836910 -0.579345 76648.500000 \n",
+ "50% 1224.000000 33000.000000 44.838287 -0.573940 78146.000000 \n",
+ "75% 1244.000000 33000.000000 44.841721 -0.572281 79331.500000 \n",
+ "max 1267.000000 33800.000000 44.855438 -0.550576 80401.000000 \n",
+ "\n",
+ " d_zip d_latitude d_longitude total courier_id \\\n",
+ "count 694.000000 694.000000 694.000000 694.000000 690.000000 \n",
+ "mean 33191.613833 44.838623 -0.576040 2294.636888 1484.755072 \n",
+ "std 307.378697 0.011545 0.010799 1060.695748 154.586210 \n",
+ "min 33000.000000 44.809813 -0.606892 350.000000 1403.000000 \n",
+ "25% 33000.000000 44.829981 -0.581612 1500.000000 1415.000000 \n",
+ "50% 33000.000000 44.838364 -0.575056 1969.500000 1424.000000 \n",
+ "75% 33300.000000 44.846696 -0.569601 2750.000000 1462.000000 \n",
+ "max 33800.000000 44.877693 -0.537952 8370.000000 2013.000000 \n",
+ "\n",
+ " cancelled \n",
+ "count 694.000000 \n",
+ "mean 0.044669 \n",
+ "std 0.206724 \n",
+ "min 0.000000 \n",
+ "25% 0.000000 \n",
+ "50% 0.000000 \n",
+ "75% 0.000000 \n",
+ "max 1.000000 "
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.describe()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Indexing & Slicing"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "`DataFrame`s support being indexed or sliced, both in the row and column dimensions.\n",
+ "\n",
+ "To obtain all data in a single column, we index into the `DataFrame` with the column's name.\n",
+ "\n",
+ "For example, `restaurant_col` provides a list of only the restaurant names. Its index are still the \"order_id\"s."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "order_id\n",
+ "192594 Max A Table\n",
+ "192644 Max A Table\n",
+ "192658 Taj Mahal\n",
+ "193242 Chez Ambre And Michel\n",
+ "192719 La Maison Du Glacier\n",
+ "Name: restaurant, dtype: object"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "restaurant_col = df[\"restaurant\"]\n",
+ "\n",
+ "restaurant_col.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The data type of a single column is [pd.Series ](https://pandas.pydata.org/docs/reference/api/pandas.Series.html#pandas.Series), which is very similar to a `DataFrame` with only one column. `Series` objects work like built-in `list`s with added functionalities."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "pandas.core.series.Series"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "type(restaurant_col)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "If we index with a `list` of column names, the result is itself another `DataFrame`. That operation is like slicing out a smaller matrix from a larger one as we saw with `ndarray`s before.\n",
+ "\n",
+ "For example, let's pull out all location data of the orders' origins (i.e., restaurants)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " o_street | \n",
+ " o_zip | \n",
+ " o_city | \n",
+ " o_latitude | \n",
+ " o_longitude | \n",
+ "
\n",
+ " \n",
+ " order_id | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 192594 | \n",
+ " 36 Rue Cornac | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.851402 | \n",
+ " -0.575870 | \n",
+ "
\n",
+ " \n",
+ " 192644 | \n",
+ " 36 Rue Cornac | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.851402 | \n",
+ " -0.575870 | \n",
+ "
\n",
+ " \n",
+ " 192658 | \n",
+ " 24 Rue Du Parlement Sainte-Catherine | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.840405 | \n",
+ " -0.573940 | \n",
+ "
\n",
+ " \n",
+ " 193242 | \n",
+ " 1 Rue Matignon | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.850258 | \n",
+ " -0.586204 | \n",
+ "
\n",
+ " \n",
+ " 192719 | \n",
+ " 1 Place Saint Pierre | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.839706 | \n",
+ " -0.570672 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " o_street o_zip o_city o_latitude \\\n",
+ "order_id \n",
+ "192594 36 Rue Cornac 33000 Bordeaux 44.851402 \n",
+ "192644 36 Rue Cornac 33000 Bordeaux 44.851402 \n",
+ "192658 24 Rue Du Parlement Sainte-Catherine 33000 Bordeaux 44.840405 \n",
+ "193242 1 Rue Matignon 33000 Bordeaux 44.850258 \n",
+ "192719 1 Place Saint Pierre 33000 Bordeaux 44.839706 \n",
+ "\n",
+ " o_longitude \n",
+ "order_id \n",
+ "192594 -0.575870 \n",
+ "192644 -0.575870 \n",
+ "192658 -0.573940 \n",
+ "193242 -0.586204 \n",
+ "192719 -0.570672 "
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "origins = df[[\"o_street\", \"o_zip\", \"o_city\", \"o_latitude\", \"o_longitude\"]]\n",
+ "\n",
+ "origins.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "To access individual rows, we index not into a `DataFrame` directly but into its [.loc ](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.loc.html#pandas.DataFrame.loc) object (which also exists for `Series`).\n",
+ "\n",
+ "Here, `200800` is an \"order_id\" number. The result is a `Series` object where the original `DataFrame`'s columns become the index."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "placed_at 2016-07-24 19:30:52\n",
+ "restaurant_id 1204\n",
+ "restaurant Max A Table\n",
+ "o_street 36 Rue Cornac\n",
+ "o_zip 33000\n",
+ "o_city Bordeaux\n",
+ "o_latitude 44.851402\n",
+ "o_longitude -0.57587\n",
+ "customer_id 76187\n",
+ "d_street Rue Judaique 213\n",
+ "d_zip 33000\n",
+ "d_city Bordeaux\n",
+ "d_latitude 44.840829\n",
+ "d_longitude -0.595445\n",
+ "total 2250\n",
+ "courier_id 1468.0\n",
+ "pickup_at 2016-07-24 19:50:52\n",
+ "delivery_at 2016-07-24 19:58:16\n",
+ "cancelled 0\n",
+ "Name: 200800, dtype: object"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.loc[200800]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We can also index into the `restaurant_col` and `origins` objects from above. As `restaurant_col` is a `Series`, we get back a scalar value."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'Max A Table'"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "restaurant_col.loc[200800]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "o_street 36 Rue Cornac\n",
+ "o_zip 33000\n",
+ "o_city Bordeaux\n",
+ "o_latitude 44.851402\n",
+ "o_longitude -0.57587\n",
+ "Name: 200800, dtype: object"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "origins.loc[200800]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Slicing also works with [.loc ](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.loc.html#pandas.DataFrame.loc). A tiny difference to Python's built-in slicing, the upper bound is included in the slice as well!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " placed_at | \n",
+ " restaurant_id | \n",
+ " restaurant | \n",
+ " o_street | \n",
+ " o_zip | \n",
+ " o_city | \n",
+ " o_latitude | \n",
+ " o_longitude | \n",
+ " customer_id | \n",
+ " d_street | \n",
+ " d_zip | \n",
+ " d_city | \n",
+ " d_latitude | \n",
+ " d_longitude | \n",
+ " total | \n",
+ " courier_id | \n",
+ " pickup_at | \n",
+ " delivery_at | \n",
+ " cancelled | \n",
+ "
\n",
+ " \n",
+ " order_id | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 200300 | \n",
+ " 2016-07-24 13:46:15 | \n",
+ " 1207 | \n",
+ " Le Jardin Pekinois | \n",
+ " 9 Rue Des Freres Bonie | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.837078 | \n",
+ " -0.579572 | \n",
+ " 76030 | \n",
+ " Rue Villeneuve 1 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.839927 | \n",
+ " -0.580012 | \n",
+ " 3820 | \n",
+ " 1426.0 | \n",
+ " 2016-07-24 14:12:45 | \n",
+ " 2016-07-24 14:16:59 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " 200305 | \n",
+ " 2016-07-24 13:49:25 | \n",
+ " 1207 | \n",
+ " Le Jardin Pekinois | \n",
+ " 9 Rue Des Freres Bonie | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.837078 | \n",
+ " -0.579572 | \n",
+ " 76033 | \n",
+ " Rue Du Ha 54 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.835898 | \n",
+ " -0.577941 | \n",
+ " 1689 | \n",
+ " 1405.0 | \n",
+ " 2016-07-24 14:12:04 | \n",
+ " 2016-07-24 14:15:54 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " 200800 | \n",
+ " 2016-07-24 19:30:52 | \n",
+ " 1204 | \n",
+ " Max A Table | \n",
+ " 36 Rue Cornac | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.851402 | \n",
+ " -0.575870 | \n",
+ " 76187 | \n",
+ " Rue Judaique 213 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.840829 | \n",
+ " -0.595445 | \n",
+ " 2250 | \n",
+ " 1468.0 | \n",
+ " 2016-07-24 19:50:52 | \n",
+ " 2016-07-24 19:58:16 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " placed_at restaurant_id restaurant \\\n",
+ "order_id \n",
+ "200300 2016-07-24 13:46:15 1207 Le Jardin Pekinois \n",
+ "200305 2016-07-24 13:49:25 1207 Le Jardin Pekinois \n",
+ "200800 2016-07-24 19:30:52 1204 Max A Table \n",
+ "\n",
+ " o_street o_zip o_city o_latitude o_longitude \\\n",
+ "order_id \n",
+ "200300 9 Rue Des Freres Bonie 33000 Bordeaux 44.837078 -0.579572 \n",
+ "200305 9 Rue Des Freres Bonie 33000 Bordeaux 44.837078 -0.579572 \n",
+ "200800 36 Rue Cornac 33000 Bordeaux 44.851402 -0.575870 \n",
+ "\n",
+ " customer_id d_street d_zip d_city d_latitude \\\n",
+ "order_id \n",
+ "200300 76030 Rue Villeneuve 1 33000 Bordeaux 44.839927 \n",
+ "200305 76033 Rue Du Ha 54 33000 Bordeaux 44.835898 \n",
+ "200800 76187 Rue Judaique 213 33000 Bordeaux 44.840829 \n",
+ "\n",
+ " d_longitude total courier_id pickup_at \\\n",
+ "order_id \n",
+ "200300 -0.580012 3820 1426.0 2016-07-24 14:12:45 \n",
+ "200305 -0.577941 1689 1405.0 2016-07-24 14:12:04 \n",
+ "200800 -0.595445 2250 1468.0 2016-07-24 19:50:52 \n",
+ "\n",
+ " delivery_at cancelled \n",
+ "order_id \n",
+ "200300 2016-07-24 14:16:59 0 \n",
+ "200305 2016-07-24 14:15:54 0 \n",
+ "200800 2016-07-24 19:58:16 0 "
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.loc[200300:200800]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "order_id\n",
+ "200300 Le Jardin Pekinois\n",
+ "200305 Le Jardin Pekinois\n",
+ "200800 Max A Table\n",
+ "Name: restaurant, dtype: object"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "restaurant_col.loc[200300:200800]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " o_street | \n",
+ " o_zip | \n",
+ " o_city | \n",
+ " o_latitude | \n",
+ " o_longitude | \n",
+ "
\n",
+ " \n",
+ " order_id | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 200300 | \n",
+ " 9 Rue Des Freres Bonie | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.837078 | \n",
+ " -0.579572 | \n",
+ "
\n",
+ " \n",
+ " 200305 | \n",
+ " 9 Rue Des Freres Bonie | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.837078 | \n",
+ " -0.579572 | \n",
+ "
\n",
+ " \n",
+ " 200800 | \n",
+ " 36 Rue Cornac | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.851402 | \n",
+ " -0.575870 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " o_street o_zip o_city o_latitude o_longitude\n",
+ "order_id \n",
+ "200300 9 Rue Des Freres Bonie 33000 Bordeaux 44.837078 -0.579572\n",
+ "200305 9 Rue Des Freres Bonie 33000 Bordeaux 44.837078 -0.579572\n",
+ "200800 36 Rue Cornac 33000 Bordeaux 44.851402 -0.575870"
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "origins.loc[200300:200800]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "[.loc ](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.loc.html#pandas.DataFrame.loc) also allows us to index and slice in both dimensions simultaneously. The first index or slice goes along the row dimension while the second index or slice selects the columns."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " o_street | \n",
+ " o_zip | \n",
+ " o_city | \n",
+ " o_latitude | \n",
+ " o_longitude | \n",
+ "
\n",
+ " \n",
+ " order_id | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 200300 | \n",
+ " 9 Rue Des Freres Bonie | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.837078 | \n",
+ " -0.579572 | \n",
+ "
\n",
+ " \n",
+ " 200305 | \n",
+ " 9 Rue Des Freres Bonie | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.837078 | \n",
+ " -0.579572 | \n",
+ "
\n",
+ " \n",
+ " 200800 | \n",
+ " 36 Rue Cornac | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.851402 | \n",
+ " -0.575870 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " o_street o_zip o_city o_latitude o_longitude\n",
+ "order_id \n",
+ "200300 9 Rue Des Freres Bonie 33000 Bordeaux 44.837078 -0.579572\n",
+ "200305 9 Rue Des Freres Bonie 33000 Bordeaux 44.837078 -0.579572\n",
+ "200800 36 Rue Cornac 33000 Bordeaux 44.851402 -0.575870"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.loc[\n",
+ " 200300:200800,\n",
+ " [\"o_street\", \"o_zip\", \"o_city\", \"o_latitude\", \"o_longitude\"]\n",
+ "]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Type Casting"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "As [.info() ](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.info.html#pandas.DataFrame.info) already revealed above, the timestamp columns could only be parsed as generic objects (i.e., textual data). Also, the \"cancelled\" column which holds only `True` or `False` values does not have a `bool` data type."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Int64Index: 694 entries, 192594 to 211519\n",
+ "Data columns (total 19 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 placed_at 694 non-null object \n",
+ " 1 restaurant_id 694 non-null int64 \n",
+ " 2 restaurant 694 non-null object \n",
+ " 3 o_street 694 non-null object \n",
+ " 4 o_zip 694 non-null int64 \n",
+ " 5 o_city 694 non-null object \n",
+ " 6 o_latitude 694 non-null float64\n",
+ " 7 o_longitude 694 non-null float64\n",
+ " 8 customer_id 694 non-null int64 \n",
+ " 9 d_street 694 non-null object \n",
+ " 10 d_zip 694 non-null int64 \n",
+ " 11 d_city 694 non-null object \n",
+ " 12 d_latitude 694 non-null float64\n",
+ " 13 d_longitude 694 non-null float64\n",
+ " 14 total 694 non-null int64 \n",
+ " 15 courier_id 690 non-null float64\n",
+ " 16 pickup_at 665 non-null object \n",
+ " 17 delivery_at 663 non-null object \n",
+ " 18 cancelled 694 non-null int64 \n",
+ "dtypes: float64(5), int64(6), object(8)\n",
+ "memory usage: 124.6+ KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "df.info()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The [pd.to_datetime() ](https://pandas.pydata.org/docs/reference/api/pandas.to_datetime.html#pandas.to_datetime) function **casts** the timestamp columns correctly."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "order_id\n",
+ "192594 2016-07-18 12:23:13\n",
+ "192644 2016-07-18 12:48:55\n",
+ "192658 2016-07-18 13:00:13\n",
+ "193242 2016-07-18 20:39:54\n",
+ "192719 2016-07-18 13:52:04\n",
+ " ... \n",
+ "212021 2016-07-30 22:29:52\n",
+ "211501 2016-07-30 20:44:50\n",
+ "211508 2016-07-30 20:45:55\n",
+ "211510 2016-07-30 20:46:05\n",
+ "211519 2016-07-30 20:46:55\n",
+ "Name: placed_at, Length: 694, dtype: datetime64[ns]"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pd.to_datetime(df[\"placed_at\"])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Let's overwrite the original \"placed_at\" column with one that has the correct data type."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df[\"placed_at\"] = pd.to_datetime(df[\"placed_at\"])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The [.astype() ](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.astype.html#pandas.DataFrame.astype) method generalizes this idea and allows us to cast several columns in a `DataFrame`. It takes a `dict`ionary mapping column names to data types as its input. Instead of references to actual data types (e.g., `bool`), it also understands [pandas ](https://pandas.pydata.org/)-specific data types provides as text."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = df.astype({\n",
+ " \"pickup_at\": \"datetime64[ns]\",\n",
+ " \"delivery_at\": \"datetime64[ns]\",\n",
+ " \"cancelled\": bool,\n",
+ "})"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Now, all columns in `df` have more applicable data types."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Int64Index: 694 entries, 192594 to 211519\n",
+ "Data columns (total 19 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 placed_at 694 non-null datetime64[ns]\n",
+ " 1 restaurant_id 694 non-null int64 \n",
+ " 2 restaurant 694 non-null object \n",
+ " 3 o_street 694 non-null object \n",
+ " 4 o_zip 694 non-null int64 \n",
+ " 5 o_city 694 non-null object \n",
+ " 6 o_latitude 694 non-null float64 \n",
+ " 7 o_longitude 694 non-null float64 \n",
+ " 8 customer_id 694 non-null int64 \n",
+ " 9 d_street 694 non-null object \n",
+ " 10 d_zip 694 non-null int64 \n",
+ " 11 d_city 694 non-null object \n",
+ " 12 d_latitude 694 non-null float64 \n",
+ " 13 d_longitude 694 non-null float64 \n",
+ " 14 total 694 non-null int64 \n",
+ " 15 courier_id 690 non-null float64 \n",
+ " 16 pickup_at 665 non-null datetime64[ns]\n",
+ " 17 delivery_at 663 non-null datetime64[ns]\n",
+ " 18 cancelled 694 non-null bool \n",
+ "dtypes: bool(1), datetime64[ns](3), float64(5), int64(5), object(5)\n",
+ "memory usage: 119.9+ KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "df.info()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Filtering"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "A common operation when working with `DataFrame`s is to filter for rows fulfilling certain conditions. That is implemented by so-called **boolean filters** in [pandas ](https://pandas.pydata.org/), which is simply a `DataFrame` or `Series` holding only `True` or `False` values.\n",
+ "\n",
+ "One way to obtain such objects is to use relational operators with columns.\n",
+ "\n",
+ "`max_a_table` holds `True` values for all orders at the restaurant with the ID `1204`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "order_id\n",
+ "192594 True\n",
+ "192644 True\n",
+ "192658 False\n",
+ "193242 False\n",
+ "192719 False\n",
+ " ... \n",
+ "212021 False\n",
+ "211501 True\n",
+ "211508 False\n",
+ "211510 False\n",
+ "211519 False\n",
+ "Name: restaurant_id, Length: 694, dtype: bool"
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "max_a_table = df[\"restaurant_id\"] == 1204\n",
+ "\n",
+ "max_a_table"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Next, let's use a boolean filter to index into `df`. That gives us back a new `DataFame` with all orders belonging to the restaurant \"Max A Table\"."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " placed_at | \n",
+ " restaurant_id | \n",
+ " restaurant | \n",
+ " o_street | \n",
+ " o_zip | \n",
+ " o_city | \n",
+ " o_latitude | \n",
+ " o_longitude | \n",
+ " customer_id | \n",
+ " d_street | \n",
+ " d_zip | \n",
+ " d_city | \n",
+ " d_latitude | \n",
+ " d_longitude | \n",
+ " total | \n",
+ " courier_id | \n",
+ " pickup_at | \n",
+ " delivery_at | \n",
+ " cancelled | \n",
+ "
\n",
+ " \n",
+ " order_id | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
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+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 192594 | \n",
+ " 2016-07-18 12:23:13 | \n",
+ " 1204 | \n",
+ " Max A Table | \n",
+ " 36 Rue Cornac | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.851402 | \n",
+ " -0.57587 | \n",
+ " 10298 | \n",
+ " Rue Rolland 14 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.842592 | \n",
+ " -0.580521 | \n",
+ " 2050 | \n",
+ " 1423.0 | \n",
+ " 2016-07-18 12:38:08 | \n",
+ " 2016-07-18 12:48:22 | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 192644 | \n",
+ " 2016-07-18 12:48:55 | \n",
+ " 1204 | \n",
+ " Max A Table | \n",
+ " 36 Rue Cornac | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.851402 | \n",
+ " -0.57587 | \n",
+ " 6037 | \n",
+ " Rue Rolland 14 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.842592 | \n",
+ " -0.580521 | \n",
+ " 2450 | \n",
+ " 1426.0 | \n",
+ " 2016-07-18 13:03:08 | \n",
+ " 2016-07-18 13:12:01 | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 194335 | \n",
+ " 2016-07-19 20:35:21 | \n",
+ " 1204 | \n",
+ " Max A Table | \n",
+ " 36 Rue Cornac | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.851402 | \n",
+ " -0.57587 | \n",
+ " 74268 | \n",
+ " Place Canteloup 12 | \n",
+ " 33800 | \n",
+ " Bordeaux | \n",
+ " 44.833834 | \n",
+ " -0.565674 | \n",
+ " 3100 | \n",
+ " 1420.0 | \n",
+ " 2016-07-19 20:51:16 | \n",
+ " 2016-07-19 21:01:08 | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 196615 | \n",
+ " 2016-07-21 19:50:15 | \n",
+ " 1204 | \n",
+ " Max A Table | \n",
+ " 36 Rue Cornac | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.851402 | \n",
+ " -0.57587 | \n",
+ " 74901 | \n",
+ " Rue Marcelin Jourdan 55 | \n",
+ " 33200 | \n",
+ " Bordeaux | \n",
+ " 44.850360 | \n",
+ " -0.597361 | \n",
+ " 2050 | \n",
+ " 1418.0 | \n",
+ " 2016-07-21 20:12:29 | \n",
+ " 2016-07-21 20:25:57 | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 196839 | \n",
+ " 2016-07-21 20:27:22 | \n",
+ " 1204 | \n",
+ " Max A Table | \n",
+ " 36 Rue Cornac | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.851402 | \n",
+ " -0.57587 | \n",
+ " 74966 | \n",
+ " Rue Sainte-Catherine 137 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.836516 | \n",
+ " -0.573983 | \n",
+ " 3750 | \n",
+ " 1472.0 | \n",
+ " 2016-07-21 20:41:42 | \n",
+ " 2016-07-21 21:14:41 | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " placed_at restaurant_id restaurant o_street \\\n",
+ "order_id \n",
+ "192594 2016-07-18 12:23:13 1204 Max A Table 36 Rue Cornac \n",
+ "192644 2016-07-18 12:48:55 1204 Max A Table 36 Rue Cornac \n",
+ "194335 2016-07-19 20:35:21 1204 Max A Table 36 Rue Cornac \n",
+ "196615 2016-07-21 19:50:15 1204 Max A Table 36 Rue Cornac \n",
+ "196839 2016-07-21 20:27:22 1204 Max A Table 36 Rue Cornac \n",
+ "\n",
+ " o_zip o_city o_latitude o_longitude customer_id \\\n",
+ "order_id \n",
+ "192594 33000 Bordeaux 44.851402 -0.57587 10298 \n",
+ "192644 33000 Bordeaux 44.851402 -0.57587 6037 \n",
+ "194335 33000 Bordeaux 44.851402 -0.57587 74268 \n",
+ "196615 33000 Bordeaux 44.851402 -0.57587 74901 \n",
+ "196839 33000 Bordeaux 44.851402 -0.57587 74966 \n",
+ "\n",
+ " d_street d_zip d_city d_latitude d_longitude \\\n",
+ "order_id \n",
+ "192594 Rue Rolland 14 33000 Bordeaux 44.842592 -0.580521 \n",
+ "192644 Rue Rolland 14 33000 Bordeaux 44.842592 -0.580521 \n",
+ "194335 Place Canteloup 12 33800 Bordeaux 44.833834 -0.565674 \n",
+ "196615 Rue Marcelin Jourdan 55 33200 Bordeaux 44.850360 -0.597361 \n",
+ "196839 Rue Sainte-Catherine 137 33000 Bordeaux 44.836516 -0.573983 \n",
+ "\n",
+ " total courier_id pickup_at delivery_at cancelled \n",
+ "order_id \n",
+ "192594 2050 1423.0 2016-07-18 12:38:08 2016-07-18 12:48:22 False \n",
+ "192644 2450 1426.0 2016-07-18 13:03:08 2016-07-18 13:12:01 False \n",
+ "194335 3100 1420.0 2016-07-19 20:51:16 2016-07-19 21:01:08 False \n",
+ "196615 2050 1418.0 2016-07-21 20:12:29 2016-07-21 20:25:57 False \n",
+ "196839 3750 1472.0 2016-07-21 20:41:42 2016-07-21 21:14:41 False "
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.loc[df[\"restaurant_id\"] == 1204].head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Instead of an explicit condition, we can also use a reference to a boolean filter created above."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " placed_at | \n",
+ " restaurant_id | \n",
+ " restaurant | \n",
+ " o_street | \n",
+ " o_zip | \n",
+ " o_city | \n",
+ " o_latitude | \n",
+ " o_longitude | \n",
+ " customer_id | \n",
+ " d_street | \n",
+ " d_zip | \n",
+ " d_city | \n",
+ " d_latitude | \n",
+ " d_longitude | \n",
+ " total | \n",
+ " courier_id | \n",
+ " pickup_at | \n",
+ " delivery_at | \n",
+ " cancelled | \n",
+ "
\n",
+ " \n",
+ " order_id | \n",
+ " | \n",
+ " | \n",
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\n",
+ " \n",
+ " \n",
+ " \n",
+ " 192594 | \n",
+ " 2016-07-18 12:23:13 | \n",
+ " 1204 | \n",
+ " Max A Table | \n",
+ " 36 Rue Cornac | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.851402 | \n",
+ " -0.57587 | \n",
+ " 10298 | \n",
+ " Rue Rolland 14 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.842592 | \n",
+ " -0.580521 | \n",
+ " 2050 | \n",
+ " 1423.0 | \n",
+ " 2016-07-18 12:38:08 | \n",
+ " 2016-07-18 12:48:22 | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 192644 | \n",
+ " 2016-07-18 12:48:55 | \n",
+ " 1204 | \n",
+ " Max A Table | \n",
+ " 36 Rue Cornac | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.851402 | \n",
+ " -0.57587 | \n",
+ " 6037 | \n",
+ " Rue Rolland 14 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.842592 | \n",
+ " -0.580521 | \n",
+ " 2450 | \n",
+ " 1426.0 | \n",
+ " 2016-07-18 13:03:08 | \n",
+ " 2016-07-18 13:12:01 | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 194335 | \n",
+ " 2016-07-19 20:35:21 | \n",
+ " 1204 | \n",
+ " Max A Table | \n",
+ " 36 Rue Cornac | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.851402 | \n",
+ " -0.57587 | \n",
+ " 74268 | \n",
+ " Place Canteloup 12 | \n",
+ " 33800 | \n",
+ " Bordeaux | \n",
+ " 44.833834 | \n",
+ " -0.565674 | \n",
+ " 3100 | \n",
+ " 1420.0 | \n",
+ " 2016-07-19 20:51:16 | \n",
+ " 2016-07-19 21:01:08 | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 196615 | \n",
+ " 2016-07-21 19:50:15 | \n",
+ " 1204 | \n",
+ " Max A Table | \n",
+ " 36 Rue Cornac | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.851402 | \n",
+ " -0.57587 | \n",
+ " 74901 | \n",
+ " Rue Marcelin Jourdan 55 | \n",
+ " 33200 | \n",
+ " Bordeaux | \n",
+ " 44.850360 | \n",
+ " -0.597361 | \n",
+ " 2050 | \n",
+ " 1418.0 | \n",
+ " 2016-07-21 20:12:29 | \n",
+ " 2016-07-21 20:25:57 | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 196839 | \n",
+ " 2016-07-21 20:27:22 | \n",
+ " 1204 | \n",
+ " Max A Table | \n",
+ " 36 Rue Cornac | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.851402 | \n",
+ " -0.57587 | \n",
+ " 74966 | \n",
+ " Rue Sainte-Catherine 137 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.836516 | \n",
+ " -0.573983 | \n",
+ " 3750 | \n",
+ " 1472.0 | \n",
+ " 2016-07-21 20:41:42 | \n",
+ " 2016-07-21 21:14:41 | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " placed_at restaurant_id restaurant o_street \\\n",
+ "order_id \n",
+ "192594 2016-07-18 12:23:13 1204 Max A Table 36 Rue Cornac \n",
+ "192644 2016-07-18 12:48:55 1204 Max A Table 36 Rue Cornac \n",
+ "194335 2016-07-19 20:35:21 1204 Max A Table 36 Rue Cornac \n",
+ "196615 2016-07-21 19:50:15 1204 Max A Table 36 Rue Cornac \n",
+ "196839 2016-07-21 20:27:22 1204 Max A Table 36 Rue Cornac \n",
+ "\n",
+ " o_zip o_city o_latitude o_longitude customer_id \\\n",
+ "order_id \n",
+ "192594 33000 Bordeaux 44.851402 -0.57587 10298 \n",
+ "192644 33000 Bordeaux 44.851402 -0.57587 6037 \n",
+ "194335 33000 Bordeaux 44.851402 -0.57587 74268 \n",
+ "196615 33000 Bordeaux 44.851402 -0.57587 74901 \n",
+ "196839 33000 Bordeaux 44.851402 -0.57587 74966 \n",
+ "\n",
+ " d_street d_zip d_city d_latitude d_longitude \\\n",
+ "order_id \n",
+ "192594 Rue Rolland 14 33000 Bordeaux 44.842592 -0.580521 \n",
+ "192644 Rue Rolland 14 33000 Bordeaux 44.842592 -0.580521 \n",
+ "194335 Place Canteloup 12 33800 Bordeaux 44.833834 -0.565674 \n",
+ "196615 Rue Marcelin Jourdan 55 33200 Bordeaux 44.850360 -0.597361 \n",
+ "196839 Rue Sainte-Catherine 137 33000 Bordeaux 44.836516 -0.573983 \n",
+ "\n",
+ " total courier_id pickup_at delivery_at cancelled \n",
+ "order_id \n",
+ "192594 2050 1423.0 2016-07-18 12:38:08 2016-07-18 12:48:22 False \n",
+ "192644 2450 1426.0 2016-07-18 13:03:08 2016-07-18 13:12:01 False \n",
+ "194335 3100 1420.0 2016-07-19 20:51:16 2016-07-19 21:01:08 False \n",
+ "196615 2050 1418.0 2016-07-21 20:12:29 2016-07-21 20:25:57 False \n",
+ "196839 3750 1472.0 2016-07-21 20:41:42 2016-07-21 21:14:41 False "
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.loc[max_a_table].head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Combining the filter with a `list` of columns allows us to further narrow down the `DataFrame`.\n",
+ "\n",
+ "For example, the preview below shows us the first five customers \"Max A Table\" had in the target period."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " customer_id | \n",
+ " d_street | \n",
+ " d_zip | \n",
+ " d_city | \n",
+ " d_latitude | \n",
+ " d_longitude | \n",
+ "
\n",
+ " \n",
+ " order_id | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 192594 | \n",
+ " 10298 | \n",
+ " Rue Rolland 14 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.842592 | \n",
+ " -0.580521 | \n",
+ "
\n",
+ " \n",
+ " 192644 | \n",
+ " 6037 | \n",
+ " Rue Rolland 14 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.842592 | \n",
+ " -0.580521 | \n",
+ "
\n",
+ " \n",
+ " 194335 | \n",
+ " 74268 | \n",
+ " Place Canteloup 12 | \n",
+ " 33800 | \n",
+ " Bordeaux | \n",
+ " 44.833834 | \n",
+ " -0.565674 | \n",
+ "
\n",
+ " \n",
+ " 196615 | \n",
+ " 74901 | \n",
+ " Rue Marcelin Jourdan 55 | \n",
+ " 33200 | \n",
+ " Bordeaux | \n",
+ " 44.850360 | \n",
+ " -0.597361 | \n",
+ "
\n",
+ " \n",
+ " 196839 | \n",
+ " 74966 | \n",
+ " Rue Sainte-Catherine 137 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.836516 | \n",
+ " -0.573983 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " customer_id d_street d_zip d_city d_latitude \\\n",
+ "order_id \n",
+ "192594 10298 Rue Rolland 14 33000 Bordeaux 44.842592 \n",
+ "192644 6037 Rue Rolland 14 33000 Bordeaux 44.842592 \n",
+ "194335 74268 Place Canteloup 12 33800 Bordeaux 44.833834 \n",
+ "196615 74901 Rue Marcelin Jourdan 55 33200 Bordeaux 44.850360 \n",
+ "196839 74966 Rue Sainte-Catherine 137 33000 Bordeaux 44.836516 \n",
+ "\n",
+ " d_longitude \n",
+ "order_id \n",
+ "192594 -0.580521 \n",
+ "192644 -0.580521 \n",
+ "194335 -0.565674 \n",
+ "196615 -0.597361 \n",
+ "196839 -0.573983 "
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.loc[\n",
+ " max_a_table,\n",
+ " [\"customer_id\", \"d_street\", \"d_zip\", \"d_city\", \"d_latitude\", \"d_longitude\"]\n",
+ "].head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Boolean filters can be created in an arbitray fashion by combining several conditions with `&` and `|` modeling logical AND and OR operators.\n",
+ "\n",
+ "The example lists the first five customers of \"Max A Table\" in a target area provided as latitude-longitude coordinates."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " customer_id | \n",
+ " d_street | \n",
+ " d_zip | \n",
+ " d_city | \n",
+ " d_latitude | \n",
+ " d_longitude | \n",
+ "
\n",
+ " \n",
+ " order_id | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 196615 | \n",
+ " 74901 | \n",
+ " Rue Marcelin Jourdan 55 | \n",
+ " 33200 | \n",
+ " Bordeaux | \n",
+ " 44.850360 | \n",
+ " -0.597361 | \n",
+ "
\n",
+ " \n",
+ " 200800 | \n",
+ " 76187 | \n",
+ " Rue Judaique 213 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.840829 | \n",
+ " -0.595445 | \n",
+ "
\n",
+ " \n",
+ " 200893 | \n",
+ " 76218 | \n",
+ " Rue Notre Dame 21 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 44.850260 | \n",
+ " -0.572377 | \n",
+ "
\n",
+ " \n",
+ " 202788 | \n",
+ " 76786 | \n",
+ " Rue De Leybardie 27 | \n",
+ " 33300 | \n",
+ " Bordeaux | \n",
+ " 44.861360 | \n",
+ " -0.565057 | \n",
+ "
\n",
+ " \n",
+ " 202563 | \n",
+ " 76730 | \n",
+ " Rue Lombard 47 | \n",
+ " 33300 | \n",
+ " Bordeaux | \n",
+ " 44.858661 | \n",
+ " -0.563095 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " customer_id d_street d_zip d_city d_latitude \\\n",
+ "order_id \n",
+ "196615 74901 Rue Marcelin Jourdan 55 33200 Bordeaux 44.850360 \n",
+ "200800 76187 Rue Judaique 213 33000 Bordeaux 44.840829 \n",
+ "200893 76218 Rue Notre Dame 21 33000 Bordeaux 44.850260 \n",
+ "202788 76786 Rue De Leybardie 27 33300 Bordeaux 44.861360 \n",
+ "202563 76730 Rue Lombard 47 33300 Bordeaux 44.858661 \n",
+ "\n",
+ " d_longitude \n",
+ "order_id \n",
+ "196615 -0.597361 \n",
+ "200800 -0.595445 \n",
+ "200893 -0.572377 \n",
+ "202788 -0.565057 \n",
+ "202563 -0.563095 "
+ ]
+ },
+ "execution_count": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.loc[\n",
+ " (\n",
+ " max_a_table\n",
+ " &\n",
+ " (\n",
+ " (df[\"d_latitude\"] > 44.85)\n",
+ " |\n",
+ " (df[\"d_longitude\"] < -0.59)\n",
+ " ) \n",
+ " ),\n",
+ " [\"customer_id\", \"d_street\", \"d_zip\", \"d_city\", \"d_latitude\", \"d_longitude\"]\n",
+ "].head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "[.isin() ](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.isin.html#pandas.DataFrame.isin) is another useful method: It allows us to provide a `list` of values that we are filtering for in a column."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " placed_at | \n",
+ " customer_id | \n",
+ " d_street | \n",
+ " d_zip | \n",
+ " d_city | \n",
+ " total | \n",
+ "
\n",
+ " \n",
+ " order_id | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 192644 | \n",
+ " 2016-07-18 12:48:55 | \n",
+ " 6037 | \n",
+ " Rue Rolland 14 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 2450 | \n",
+ "
\n",
+ " \n",
+ " 210945 | \n",
+ " 2016-07-30 19:30:39 | \n",
+ " 79900 | \n",
+ " Rue Du Couvent 16 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 1650 | \n",
+ "
\n",
+ " \n",
+ " 211363 | \n",
+ " 2016-07-30 20:27:45 | \n",
+ " 80095 | \n",
+ " Rue De La Porte Saint-Jean 8 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 2400 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " placed_at customer_id d_street \\\n",
+ "order_id \n",
+ "192644 2016-07-18 12:48:55 6037 Rue Rolland 14 \n",
+ "210945 2016-07-30 19:30:39 79900 Rue Du Couvent 16 \n",
+ "211363 2016-07-30 20:27:45 80095 Rue De La Porte Saint-Jean 8 \n",
+ "\n",
+ " d_zip d_city total \n",
+ "order_id \n",
+ "192644 33000 Bordeaux 2450 \n",
+ "210945 33000 Bordeaux 1650 \n",
+ "211363 33000 Bordeaux 2400 "
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.loc[\n",
+ " (\n",
+ " max_a_table\n",
+ " &\n",
+ " df[\"customer_id\"].isin([6037, 79900, 80095])\n",
+ " ),\n",
+ " [\"placed_at\", \"customer_id\", \"d_street\", \"d_zip\", \"d_city\", \"total\"]\n",
+ "].head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The `~` operator negates a condition. So, in the cell below we see all orders at \"Max A Table\" except the ones from the indicated customers."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " placed_at | \n",
+ " customer_id | \n",
+ " d_street | \n",
+ " d_zip | \n",
+ " d_city | \n",
+ " total | \n",
+ "
\n",
+ " \n",
+ " order_id | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 192594 | \n",
+ " 2016-07-18 12:23:13 | \n",
+ " 10298 | \n",
+ " Rue Rolland 14 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 2050 | \n",
+ "
\n",
+ " \n",
+ " 194335 | \n",
+ " 2016-07-19 20:35:21 | \n",
+ " 74268 | \n",
+ " Place Canteloup 12 | \n",
+ " 33800 | \n",
+ " Bordeaux | \n",
+ " 3100 | \n",
+ "
\n",
+ " \n",
+ " 196615 | \n",
+ " 2016-07-21 19:50:15 | \n",
+ " 74901 | \n",
+ " Rue Marcelin Jourdan 55 | \n",
+ " 33200 | \n",
+ " Bordeaux | \n",
+ " 2050 | \n",
+ "
\n",
+ " \n",
+ " 196839 | \n",
+ " 2016-07-21 20:27:22 | \n",
+ " 74966 | \n",
+ " Rue Sainte-Catherine 137 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 3750 | \n",
+ "
\n",
+ " \n",
+ " 198631 | \n",
+ " 2016-07-22 21:29:40 | \n",
+ " 75047 | \n",
+ " Rue Boudet 29 | \n",
+ " 33000 | \n",
+ " Bordeaux | \n",
+ " 2650 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " placed_at customer_id d_street d_zip \\\n",
+ "order_id \n",
+ "192594 2016-07-18 12:23:13 10298 Rue Rolland 14 33000 \n",
+ "194335 2016-07-19 20:35:21 74268 Place Canteloup 12 33800 \n",
+ "196615 2016-07-21 19:50:15 74901 Rue Marcelin Jourdan 55 33200 \n",
+ "196839 2016-07-21 20:27:22 74966 Rue Sainte-Catherine 137 33000 \n",
+ "198631 2016-07-22 21:29:40 75047 Rue Boudet 29 33000 \n",
+ "\n",
+ " d_city total \n",
+ "order_id \n",
+ "192594 Bordeaux 2050 \n",
+ "194335 Bordeaux 3100 \n",
+ "196615 Bordeaux 2050 \n",
+ "196839 Bordeaux 3750 \n",
+ "198631 Bordeaux 2650 "
+ ]
+ },
+ "execution_count": 31,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.loc[\n",
+ " (\n",
+ " max_a_table\n",
+ " &\n",
+ " ~df[\"customer_id\"].isin([6037, 79900, 80095])\n",
+ " ),\n",
+ " [\"placed_at\", \"customer_id\", \"d_street\", \"d_zip\", \"d_city\", \"total\"]\n",
+ "].head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## DataFrame Methods"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Now that we have learned the basics of selecting the data we want from a `DataFrame`, let's look at a couple of methods that allow us to obtain some infos out of a `DataFrame`, in particular, to run some **descriptive statistics**.\n",
+ "\n",
+ "[.unique() ](https://pandas.pydata.org/docs/reference/api/pandas.Series.unique.html#pandas.Series.unique) is a simple `Series` method returning an `ndarray` with all values that are in the `Series` once.\n",
+ "\n",
+ "Here, we get an overview of how many restaurants there are in Bordeaux in the target time horizon."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([1204, 1205, 1208, 1206, 1209, 1207, 1211, 1213, 1214, 1212, 1216,\n",
+ " 1215, 1217, 1218, 1219, 1220, 1221, 1223, 1222, 1224, 1225, 1229,\n",
+ " 1226, 1227, 1230, 1231, 1232, 1233, 1234, 1235, 1236, 1237, 1239,\n",
+ " 1241, 1242, 1243, 1245, 1244, 1246, 1247, 1249, 1254, 1250, 1256,\n",
+ " 1258, 1259, 1260, 1263, 1264, 1266, 1265, 1267])"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[\"restaurant_id\"].unique()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "52"
+ ]
+ },
+ "execution_count": 33,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(df[\"restaurant_id\"].unique())"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "To obtain an `ndarray` of all customer IDs of \"Max A Table\", we write the following."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([10298, 6037, 74268, 74901, 74966, 75047, 76187, 76218, 76442,\n",
+ " 76396, 76421, 76786, 76822, 76730, 76871, 75687, 77409, 77386,\n",
+ " 77355, 77556, 78129, 78353, 78608, 78621, 78958, 79119, 79153,\n",
+ " 76838, 79234, 79486, 79576, 79563, 79653, 79900, 79912, 80026,\n",
+ " 80204, 80095, 80163])"
+ ]
+ },
+ "execution_count": 34,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.loc[\n",
+ " max_a_table,\n",
+ " \"customer_id\"\n",
+ "].unique()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "[.value_counts() ](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.value_counts.html#pandas.DataFrame.value_counts) is similar to [.unique() ](https://pandas.pydata.org/docs/reference/api/pandas.Series.unique.html#pandas.Series.unique) and provides an array sorted by the counts of how often an element occurs in a column or `Series` in descending order.\n",
+ "\n",
+ "We use it to list the `10` most popular restaurants and customers in the dataset."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1254 78\n",
+ "1207 47\n",
+ "1204 39\n",
+ "1217 37\n",
+ "1212 32\n",
+ "1244 25\n",
+ "1225 25\n",
+ "1249 23\n",
+ "1242 19\n",
+ "1221 18\n",
+ "Name: restaurant_id, dtype: int64"
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[\"restaurant_id\"].value_counts().head(10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "73919 14\n",
+ "10298 12\n",
+ "6037 8\n",
+ "77048 5\n",
+ "4210 4\n",
+ "74426 4\n",
+ "9304 3\n",
+ "76838 3\n",
+ "75905 3\n",
+ "74791 3\n",
+ "Name: customer_id, dtype: int64"
+ ]
+ },
+ "execution_count": 36,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[\"customer_id\"].value_counts().head(10)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "[.sum() ](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.sum.html#pandas.DataFrame.sum), [.min() ](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.min.html#pandas.DataFrame.min), [.max() ](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.max.html#pandas.DataFrame.max), [.mean() ](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.mean.html#pandas.DataFrame.mean), and [.round() ](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.round.html#pandas.DataFrame.round) are self-explanatory.\n",
+ "\n",
+ "We use it to analyze the overall spendings in Bordeaux and for \"Max A Table\"."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "15924.78"
+ ]
+ },
+ "execution_count": 37,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[\"total\"].sum() / 100 # Convert to Euro"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "885.0"
+ ]
+ },
+ "execution_count": 38,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.loc[\n",
+ " max_a_table,\n",
+ " \"total\"\n",
+ "].sum() / 100"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "3.5"
+ ]
+ },
+ "execution_count": 39,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[\"total\"].min() / 100"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "83.7"
+ ]
+ },
+ "execution_count": 40,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[\"total\"].max() / 100"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "12.5"
+ ]
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.loc[\n",
+ " max_a_table,\n",
+ " \"total\"\n",
+ "].min() / 100"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "60.0"
+ ]
+ },
+ "execution_count": 42,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.loc[\n",
+ " max_a_table,\n",
+ " \"total\"\n",
+ "].max() / 100"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "22.94636887608069"
+ ]
+ },
+ "execution_count": 43,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[\"total\"].mean() / 100"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "22.95"
+ ]
+ },
+ "execution_count": 44,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[\"total\"].mean().round() / 100"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "22.69"
+ ]
+ },
+ "execution_count": 45,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.loc[\n",
+ " max_a_table,\n",
+ " \"total\"\n",
+ "].mean().round() / 100"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "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": "3.8.12"
+ },
+ "toc": {
+ "base_numbering": 1,
+ "nav_menu": {},
+ "number_sections": false,
+ "sideBar": true,
+ "skip_h1_title": false,
+ "title_cell": "Table of Contents",
+ "title_sidebar": "Contents",
+ "toc_cell": false,
+ "toc_position": {},
+ "toc_section_display": true,
+ "toc_window_display": false
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/01_scientific_stack/orders.csv b/01_scientific_stack/orders.csv
new file mode 100644
index 0000000..4f1c9b6
--- /dev/null
+++ b/01_scientific_stack/orders.csv
@@ -0,0 +1,695 @@
+order_id,placed_at,restaurant_id,restaurant,o_street,o_zip,o_city,o_latitude,o_longitude,customer_id,d_street,d_zip,d_city,d_latitude,d_longitude,total,courier_id,pickup_at,delivery_at,cancelled
+192594,2016-07-18 12:23:13,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,10298,Rue Rolland 14,33000,Bordeaux,44.8425916,-0.5805208,2050,1423,2016-07-18 12:38:08,2016-07-18 12:48:22,0
+192644,2016-07-18 12:48:55,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,6037,Rue Rolland 14,33000,Bordeaux,44.8425916,-0.5805208,2450,1426,2016-07-18 13:03:08,2016-07-18 13:12:01,0
+192658,2016-07-18 13:00:13,1205,Taj Mahal,24 Rue Du Parlement Sainte-Catherine,33000,Bordeaux,44.840405,-0.57394,73830,Rue Batailley 12,33000,Bordeaux,44.8385037,-0.5919612,2550,1423,2016-07-18 13:19:04,2016-07-18 13:29:03,0
+193242,2016-07-18 20:39:54,1208,Chez Ambre And Michel,1 Rue Matignon,33000,Bordeaux,44.850258,-0.586204,10298,Rue Rolland 14,33000,Bordeaux,44.8425916,-0.5805208,1550,1420,2016-07-18 20:55:52,2016-07-18 21:05:28,0
+192719,2016-07-18 13:52:04,1206,La Maison Du Glacier,1 Place Saint Pierre,33000,Bordeaux,44.839706,-0.570672,6037,Rue Rolland 14,33000,Bordeaux,44.8425916,-0.5805208,2450,1426,2016-07-18 14:01:23,2016-07-18 14:08:36,0
+193364,2016-07-18 21:04:09,1209,La Gamelle,23 Rue Des Freres Bonie,33000,Bordeaux,44.836849,-0.580108,6037,Rue De La Croix Blanche 7,33000,Bordeaux,44.84433070000001,-0.5892649999999999,4450,1416,2016-07-18 21:33:26,2016-07-18 21:48:22,0
+192999,2016-07-18 19:55:21,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,73919,Rue Amedee Saint-Germain 121,33800,Bordeaux,44.8183009,-0.5637869999999999,2340,1415,2016-07-18 20:17:00,2016-07-18 20:30:21,0
+193367,2016-07-18 21:04:52,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,6037,Rue Rolland 14,33000,Bordeaux,44.8425916,-0.5805208,2350,1426,2016-07-18 21:27:45,2016-07-18 21:39:11,0
+193406,2016-07-18 21:13:46,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,6037,Rue Kleber 13,33200,Bordeaux,44.8476855,-0.6068918,1739,1426,2016-07-18 21:33:42,2016-07-18 22:04:08,0
+193865,2016-07-19 13:35:37,1211,Haru Haru,93 Cours Gambetta,33400,Bordeaux,44.8181798,-0.5851184,6037,Rue Rolland 14,33000,Bordeaux,44.8425916,-0.5805208,1450,1426,2016-07-19 13:49:11,2016-07-19 14:01:25,0
+193881,2016-07-19 13:45:24,1213,Lupo,"23 Place Pey Berland, 33000 Bordeaux",33000,Bordeaux,44.837158,-0.576632,6037,Rue Rolland 14,33000,Bordeaux,44.8425916,-0.5805208,1550,1408,2016-07-19 13:59:17,2016-07-19 14:24:44,0
+193886,2016-07-19 13:52:31,1206,La Maison Du Glacier,1 Place Saint Pierre,33000,Bordeaux,44.839706,-0.570672,73919,Rue Amedee Saint-Germain 121,33800,Bordeaux,44.8183009,-0.5637869999999999,2450,1424,2016-07-19 13:59:06,2016-07-19 14:13:49,0
+194124,2016-07-19 19:47:12,1214,Koh I Noor,3 Rue Du Puits Descujols,33000,Bordeaux,44.841011,-0.570755,74212,Cours Edouard Vaillant 35,33300,Bordeaux,44.8606007,-0.5582429999999999,3150,1403,2016-07-19 20:07:42,2016-07-19 20:17:00,0
+193748,2016-07-19 12:18:58,1211,Haru Haru,93 Cours Gambetta,33400,Bordeaux,44.8181798,-0.5851184,73919,Rue Amedee Saint-Germain 121,33800,Bordeaux,44.8183009,-0.5637869999999999,1650,1426,2016-07-19 12:40:10,2016-07-19 12:49:53,0
+193753,2016-07-19 12:20:20,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,73919,Rue Amedee Saint-Germain 121,33800,Bordeaux,44.8183009,-0.5637869999999999,1450,1408,2016-07-19 12:38:17,2016-07-19 12:49:48,0
+194659,2016-07-19 21:49:40,1216,Sushimi,8 Rue Courbin,33000,Bordeaux,44.841721,-0.572962,10298,Rue Rolland 14,33000,Bordeaux,44.8425916,-0.5805208,2080,1416,2016-07-19 22:19:48,2016-07-19 22:29:50,0
+194280,2016-07-19 20:24:08,1215,Moon Wok,17 Place Fernand Lafargue,33000,Bordeaux,44.837299,-0.572124,74253,Rue Lafontaine 35,33800,Bordeaux,44.8268384,-0.5708527,1450,1423,2016-07-19 20:34:34,2016-07-19 20:46:56,0
+194335,2016-07-19 20:35:21,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,74268,Place Canteloup 12,33800,Bordeaux,44.8338344,-0.5656738,3100,1420,2016-07-19 20:51:16,2016-07-19 21:01:08,0
+194669,2016-07-19 21:52:30,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,4210,Rue Rolland 14,33000,Bordeaux,44.8425916,-0.5805208,1750,1403,2016-07-19 22:10:18,,1
+194675,2016-07-19 21:54:35,1218,Le Rizana,7 Rue Gaspard Philippe,33000,Bordeaux,44.833736,-0.56662,22771,Rue Rolland 1,33000,Bordeaux,44.8427648,-0.5794479,1450,1420,2016-07-19 22:06:57,2016-07-19 22:27:18,0
+194466,2016-07-19 21:03:15,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,74308,Rue Neuve 15,33130,Bordeaux,44.8108466,-0.5658726,2250,1423,2016-07-19 21:21:43,2016-07-19 21:36:41,0
+194681,2016-07-19 21:56:46,1215,Moon Wok,17 Place Fernand Lafargue,33000,Bordeaux,44.837299,-0.572124,73919,Rue Rolland 14,33000,Bordeaux,44.8425916,-0.5805208,1900,1416,2016-07-19 22:06:38,2016-07-19 22:29:42,0
+194686,2016-07-19 21:57:59,1219,La Tagliatella,14 Rue Guiraude,33000,Bordeaux,44.8393877,-0.5747810999999999,9304,Rue Rolland 14,33000,Bordeaux,44.8425916,-0.5805208,3829,1420,,,1
+194697,2016-07-19 22:01:31,1220,Jardin Phnom Penh,1 Rue Du Cerf Volant,33000,Bordeaux,44.838287,-0.570993,6037,Rue Rolland 14,33000,Bordeaux,44.8425916,-0.5805208,3600,1403,2016-07-19 22:20:54,2016-07-19 22:27:32,0
+194720,2016-07-19 22:11:16,1221,Le Veneto,25 Allee De Tourny,33000,Bordeaux,44.84473,-0.578606,9304,Rue Rolland 14,33000,Bordeaux,44.8425916,-0.5805208,4090,1420,2016-07-19 22:22:53,2016-07-19 22:27:24,0
+194723,2016-07-19 22:12:53,1205,Taj Mahal,24 Rue Du Parlement Sainte-Catherine,33000,Bordeaux,44.840405,-0.57394,4210,Rue Rolland 14,33000,Bordeaux,44.8425916,-0.5805208,1800,1416,2016-07-19 22:24:23,2016-07-19 22:30:08,0
+194826,2016-07-20 11:53:16,1216,Sushimi,8 Rue Courbin,33000,Bordeaux,44.841721,-0.572962,74411,Cours De L'Argonne 197,33000,Bordeaux,44.824824,-0.5788848999999999,1850,1415,2016-07-20 12:18:27,2016-07-20 12:34:39,0
+194935,2016-07-20 12:39:51,1223,Bag'Elles Coffee,19 Rue Du Mirail,33000,Bordeaux,44.83419,-0.571462,73919,Rue Amedee Saint-Germain 121,33800,Bordeaux,44.8183009,-0.5637869999999999,1639,1405,2016-07-20 13:05:38,2016-07-20 13:16:03,0
+194969,2016-07-20 12:59:21,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,10298,Rue Rolland 14,33000,Bordeaux,44.8425916,-0.5805208,1630,1415,2016-07-20 13:14:01,2016-07-20 13:20:54,0
+194884,2016-07-20 12:18:46,1222,Les Tartines De Marine,"6 Rue Saint-Sernin, Bordeaux",33000,Bordeaux,44.839336,-0.58194,74426,Rue De Tauzia 42,33800,Bordeaux,44.8291733,-0.5581146,3650,1417,2016-07-20 12:37:44,2016-07-20 12:52:01,0
+195003,2016-07-20 13:26:34,1224,Gyoza Factory,6 Rue Georges Bonnac,33000,Bordeaux,44.840355,-0.581659,10298,Rue Rolland 14,33000,Bordeaux,44.8425916,-0.5805208,3279,1415,2016-07-20 13:47:46,2016-07-20 13:52:37,0
+195010,2016-07-20 13:39:04,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,10298,Rue Rolland 14,33000,Bordeaux,44.8425916,-0.5805208,3100,1418,2016-07-20 14:10:47,2016-07-20 14:18:15,0
+195272,2016-07-20 19:41:47,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,74513,Rue Bourges 20,33400,Bordeaux,44.81629059999999,-0.5785701,2050,1411,2016-07-20 20:05:13,2016-07-20 20:18:39,0
+195274,2016-07-20 19:42:34,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,74519,Rue Cornac 4,33000,Bordeaux,44.8509545,-0.5721066,1490,1419,2016-07-20 20:22:32,2016-07-20 20:31:04,0
+195337,2016-07-20 19:55:31,1223,Bag'Elles Coffee,19 Rue Du Mirail,33000,Bordeaux,44.83419,-0.571462,74541,Cours De La Somme 190,33800,Bordeaux,44.8230039,-0.5722246,2250,1405,2016-07-20 20:15:45,2016-07-20 20:24:59,0
+195177,2016-07-20 19:18:28,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,74499,Rue De Ruat 26,33000,Bordeaux,44.83959189999999,-0.5788992000000001,2050,1420,2016-07-20 19:38:57,2016-07-20 19:46:39,0
+195617,2016-07-20 20:44:39,1216,Sushimi,8 Rue Courbin,33000,Bordeaux,44.841721,-0.572962,74618,Cours De Verdun 32,33000,Bordeaux,44.8466972,-0.5766392,1510,1420,2016-07-20 21:06:58,2016-07-20 21:11:43,0
+195239,2016-07-20 19:34:12,1209,La Gamelle,23 Rue Des Freres Bonie,33000,Bordeaux,44.836849,-0.580108,74513,Rue Bourges 20,33400,Bordeaux,44.81629059999999,-0.5785701,1350,1411,2016-07-20 19:50:39,2016-07-20 20:18:45,0
+195675,2016-07-20 20:55:12,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,74631,Rue Saint-Jean 85,33800,Bordeaux,44.8248735,-0.5683764,1550,1403,2016-07-20 21:11:42,2016-07-20 21:15:25,0
+195632,2016-07-20 20:46:49,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,74622,Cours Gambetta 164,33400,Bordeaux,44.81533599999999,-0.5858416,3570,1405,2016-07-20 21:05:14,2016-07-20 21:11:07,0
+196085,2016-07-21 12:06:00,1229,Les Mijotes Du Bocal,2 Bis Rue De Cursol,33000,Bordeaux,44.834278,-0.57038,74738,Boulevard Albert 1Er 19,33800,Bordeaux,44.8143014,-0.5710408,1950,1463,2016-07-21 12:18:16,2016-07-21 12:35:29,0
+195862,2016-07-20 21:33:39,1211,Haru Haru,93 Cours Gambetta,33400,Bordeaux,44.8181798,-0.5851184,73919,Rue Rolland 14,33000,Bordeaux,44.8425916,-0.5805208,2850,1403,2016-07-20 21:45:18,2016-07-20 21:53:27,0
+195867,2016-07-20 21:35:21,1226,Ici Argentine,84 Boulevard Du President Wilson,33000,Bordeaux,44.840084,-0.5994,73919,Rue Rolland 14,33000,Bordeaux,44.8425916,-0.5805208,2950,1420,2016-07-20 21:54:28,2016-07-20 22:00:06,0
+195871,2016-07-20 21:36:50,1227,Cilicie,4 Rue Des Bahutiers,33000,Bordeaux,44.839531,-0.570651,73919,Rue Rolland 14,33000,Bordeaux,44.8425916,-0.5805208,3750,1416,2016-07-20 21:53:13,2016-07-20 22:06:27,0
+196093,2016-07-21 12:09:28,1222,Les Tartines De Marine,"6 Rue Saint-Sernin, Bordeaux",33000,Bordeaux,44.839336,-0.58194,74426,Rue De Tauzia 42,33800,Bordeaux,44.8291733,-0.5581146,3450,1430,2016-07-21 12:25:10,2016-07-21 12:41:21,0
+196143,2016-07-21 12:35:44,1230,Is&I Kitchen,12 Place Paul Et Jean-Paul Avisseau,33300,Bordeaux,44.855438,-0.567234,74760,Rue Abel Antoune 14,33110,Bordeaux,44.8674088,-0.5824912,1800,1420,2016-07-21 12:56:42,2016-07-21 13:09:23,0
+196165,2016-07-21 12:42:50,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,73919,Rue Amedee Saint-Germain 121B,33800,Bordeaux,44.8182663,-0.5638276999999999,1630,1415,2016-07-21 12:58:04,2016-07-21 13:13:35,0
+196383,2016-07-21 18:55:20,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,74826,Cours Aristide Briand 80,33000,Bordeaux,44.8316303,-0.5756167999999999,1540,1468,2016-07-21 19:22:23,2016-07-21 19:26:44,0
+196172,2016-07-21 12:44:53,1231,Umami Ramen,8 Place Fernand Lafargue,33000,Bordeaux,44.83691,-0.573943,73919,Rue Amedee Saint-Germain 121B,33800,Bordeaux,44.8182663,-0.5638276999999999,1820,1405,2016-07-21 12:52:34,2016-07-21 13:22:26,0
+196268,2016-07-21 13:40:56,1229,Les Mijotes Du Bocal,2 Bis Rue De Cursol,33000,Bordeaux,44.834278,-0.57038,10298,Rue Rolland 14,33000,Bordeaux,44.8425916,-0.5805208,1550,1405,2016-07-21 13:50:26,2016-07-21 13:59:29,0
+196474,2016-07-21 19:22:35,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,74850,Rue Lecocq 72 Ter,33000,Bordeaux,44.8344849,-0.5854412,1739,1430,2016-07-21 19:41:57,2016-07-21 19:59:43,0
+196517,2016-07-21 19:32:25,1206,La Maison Du Glacier,1 Place Saint Pierre,33000,Bordeaux,44.839706,-0.570672,74866,Rue Pelleport 120,33800,Bordeaux,44.821873,-0.5631925999999999,2750,1418,2016-07-21 19:41:13,2016-07-21 19:56:09,0
+196288,2016-07-21 13:58:34,1224,Gyoza Factory,6 Rue Georges Bonnac,33000,Bordeaux,44.840355,-0.581659,74791,Cours D'Albret 83,33000,Bordeaux,44.83473619999999,-0.5807051999999999,2000,1405,,,1
+196571,2016-07-21 19:45:25,1232,Anh Kha,48 Rue Saint Sernin,33000,Bordeaux,44.841103,-0.582515,74883,Rue Albert De Mun 26,33000,Bordeaux,44.8487459,-0.5816116,1250,1403,2016-07-21 20:04:02,2016-07-21 20:08:23,0
+196302,2016-07-21 14:18:06,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,74798,Rue De La Rousselle 9,33000,Bordeaux,44.8375181,-0.5692362,1295,1405,2016-07-21 14:34:09,2016-07-21 14:47:58,0
+196792,2016-07-21 20:18:31,1226,Ici Argentine,84 Boulevard Du President Wilson,33000,Bordeaux,44.840084,-0.5994,74958,Rue Poudensan 7,33000,Bordeaux,44.8485698,-0.5869224,1350,1468,2016-07-21 20:39:25,2016-07-21 20:49:01,0
+196615,2016-07-21 19:50:15,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,74901,Rue Marcelin Jourdan 55,33200,Bordeaux,44.8503596,-0.5973613999999999,2050,1418,2016-07-21 20:12:29,2016-07-21 20:25:57,0
+196703,2016-07-21 20:03:55,1233,Punjab,39 Rue Saint Remi,33000,Bordeaux,44.841393,-0.572534,74931,Rue De Ruat 26,33000,Bordeaux,44.83959189999999,-0.5788992000000001,3950,1411,2016-07-21 20:17:35,2016-07-21 20:28:49,0
+196705,2016-07-21 20:04:11,1233,Punjab,39 Rue Saint Remi,33000,Bordeaux,44.841393,-0.572534,74932,Cours Balguerie Stuttenberg 96,33300,Bordeaux,44.8578336,-0.5671222,3400,1430,2016-07-21 20:16:55,2016-07-21 20:28:25,0
+196713,2016-07-21 20:05:58,1234,Mille Et Une Saveurs,"96 Avenue Thiers, 33100 Bordeaux",33100,Bordeaux,44.843746,-0.554713,74934,Rue Du Capitaine Ferrand 22,33100,Bordeaux,44.8518856,-0.5388995,1300,1415,2016-07-21 20:21:25,2016-07-21 20:33:55,0
+196839,2016-07-21 20:27:22,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,74966,Rue Sainte-Catherine 137,33000,Bordeaux,44.83651589999999,-0.5739832000000001,3750,1472,2016-07-21 20:41:42,2016-07-21 21:14:41,0
+197125,2016-07-21 21:15:16,1208,Chez Ambre And Michel,1 Rue Matignon,33000,Bordeaux,44.850258,-0.586204,75047,Rue Boudet 29,33000,Bordeaux,44.8467347,-0.5763701999999999,2650,1403,,,1
+196851,2016-07-21 20:29:35,1219,La Tagliatella,14 Rue Guiraude,33000,Bordeaux,44.8393877,-0.5747810999999999,74970,Avenue De Tivoli 14,33110,Bordeaux,44.8576458,-0.5915104,1639,1403,2016-07-21 20:52:48,2016-07-21 21:02:03,0
+196901,2016-07-21 20:36:38,1219,La Tagliatella,14 Rue Guiraude,33000,Bordeaux,44.8393877,-0.5747810999999999,74988,Cours De L'Yser 42,33800,Bordeaux,44.8282049,-0.5686705,1345,1411,2016-07-21 20:54:27,2016-07-21 21:05:07,0
+196997,2016-07-21 20:51:08,1231,Umami Ramen,8 Place Fernand Lafargue,33000,Bordeaux,44.83691,-0.573943,75014,Rue Des Argentiers 26,33000,Bordeaux,44.8389043,-0.5696971,3140,1430,2016-07-21 21:04:25,2016-07-21 21:12:11,0
+197232,2016-07-21 21:35:11,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,75078,Rue De Candale 11,33000,Bordeaux,44.8319862,-0.5722993,1530,1403,2016-07-21 22:06:11,2016-07-21 22:15:31,0
+197084,2016-07-21 21:06:01,1235,Melodie,17 Rue Leupold,33000,Bordeaux,44.840603,-0.570444,75036,Place Gambetta 20,33000,Bordeaux,44.8404572,-0.5805786,1250,1430,2016-07-21 21:20:55,2016-07-21 21:32:55,0
+197338,2016-07-21 22:14:06,1216,Sushimi,8 Rue Courbin,33000,Bordeaux,44.841721,-0.572962,75109,Rue Mouneyra 93,33000,Bordeaux,44.8323712,-0.5852105,1590,1416,2016-07-21 22:34:21,2016-07-21 22:42:10,0
+197351,2016-07-21 22:22:47,1236,Marhaba,27 Rue Des Faures,33800,Bordeaux,44.834766,-0.565754,75115,Rue Pierre Duhem 10,33000,Bordeaux,44.8283819,-0.5827968,2700,1472,2016-07-21 22:49:29,2016-07-21 23:01:57,0
+197449,2016-07-22 11:55:55,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,74426,Rue De Tauzia 42,33800,Bordeaux,44.8291733,-0.5581146,5150,1458,2016-07-22 12:11:55,2016-07-22 12:21:27,0
+197096,2016-07-21 21:07:48,1235,Melodie,17 Rue Leupold,33000,Bordeaux,44.840603,-0.570444,75038,Place Gambetta 20,33000,Bordeaux,44.8404572,-0.5805786,1250,1416,2016-07-21 21:27:30,2016-07-21 21:35:31,0
+197101,2016-07-21 21:08:37,1231,Umami Ramen,8 Place Fernand Lafargue,33000,Bordeaux,44.83691,-0.573943,75039,Rue Lafontaine 9,33800,Bordeaux,44.8268699,-0.5718456,1889,1415,2016-07-21 21:20:28,2016-07-21 21:40:57,0
+197952,2016-07-22 19:39:38,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,75290,Rue Du Docteur Charles Nancel Penard 21,33000,Bordeaux,44.8397886,-0.5814379,2130,1414,2016-07-22 19:57:08,2016-07-22 20:15:17,0
+197597,2016-07-22 12:59:45,1237,Label Terre,2 Cours D'Alsace Lorraine,33000,Bordeaux,44.837952,-0.567716,75192,Rue Cruchinet 3 Bis,33800,Bordeaux,44.8282803,-0.5740767999999999,1250,1468,2016-07-22 13:08:51,2016-07-22 13:16:20,0
+198072,2016-07-22 20:00:00,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,75328,Rue Fondaudege 42,33000,Bordeaux,44.8469544,-0.5807835,2890,1471,2016-07-22 20:15:10,2016-07-22 20:22:48,0
+198113,2016-07-22 20:04:59,1232,Anh Kha,48 Rue Saint Sernin,33000,Bordeaux,44.841103,-0.582515,75344,Rue Georges Mandel 155,33000,Bordeaux,44.8421745,-0.5954264,4150,1407,2016-07-22 20:30:20,2016-07-22 20:37:11,0
+197824,2016-07-22 19:09:17,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,75253,Cours De L'Argonne 48,33000,Bordeaux,44.8288365,-0.5738496,2030,1426,2016-07-22 19:40:08,2016-07-22 19:47:35,0
+198122,2016-07-22 20:05:55,1233,Punjab,39 Rue Saint Remi,33000,Bordeaux,44.841393,-0.572534,75347,Rue De Begles 9,33800,Bordeaux,44.8287747,-0.5680915999999999,2530,1430,2016-07-22 20:18:08,2016-07-22 20:31:14,0
+198184,2016-07-22 20:14:40,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,75366,Rue Guillaume Leblanc 186,33000,Bordeaux,44.83092449999999,-0.5963856,2780,1468,2016-07-22 20:45:55,2016-07-22 20:51:51,0
+198242,2016-07-22 20:23:53,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,75380,Rue Du Grand Maurian 8,33000,Bordeaux,44.83066849999999,-0.6043449,450,1422,2016-07-22 20:41:14,2016-07-22 21:01:46,0
+198257,2016-07-22 20:25:52,1239,Tam Tam Saigon,7 Rue Paulin,33000,Bordeaux,44.846516,-0.588076,75389,Boulevard Godard 187,33110,Bordeaux,44.8637918,-0.5812958,2790,1471,2016-07-22 20:37:14,2016-07-22 20:57:56,0
+198202,2016-07-22 20:18:21,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,75370,Rue Monadey 18,33800,Bordeaux,44.8288717,-0.571275,2530,1417,2016-07-22 20:47:02,2016-07-22 20:53:17,0
+198631,2016-07-22 21:29:40,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,75047,Rue Boudet 29,33000,Bordeaux,44.8467347,-0.5763701999999999,2650,1471,2016-07-22 21:42:21,2016-07-22 21:51:58,0
+198676,2016-07-22 21:39:06,1226,Ici Argentine,84 Boulevard Du President Wilson,33000,Bordeaux,44.840084,-0.5994,75519,Rue Margaux 16,33000,Bordeaux,44.8401238,-0.5752217,2950,1426,2016-07-22 21:57:07,2016-07-22 22:06:23,0
+198436,2016-07-22 20:52:46,1233,Punjab,39 Rue Saint Remi,33000,Bordeaux,44.841393,-0.572534,75446,Rue Repond 28,33000,Bordeaux,44.845829,-0.5914465999999999,2760,1426,2016-07-22 21:11:33,2016-07-22 21:19:27,0
+198678,2016-07-22 21:39:12,1224,Gyoza Factory,6 Rue Georges Bonnac,33000,Bordeaux,44.840355,-0.581659,74791,Cours D'Albret 83,33000,Bordeaux,44.83473619999999,-0.5807051999999999,1200,1417,,,1
+198686,2016-07-22 21:40:29,1216,Sushimi,8 Rue Courbin,33000,Bordeaux,44.841721,-0.572962,75522,Cours Du Medoc 75,33300,Bordeaux,44.8595135,-0.567983,1280,1471,2016-07-22 21:58:23,2016-07-22 22:14:24,0
+198718,2016-07-22 21:47:35,1224,Gyoza Factory,6 Rue Georges Bonnac,33000,Bordeaux,44.840355,-0.581659,75535,Cours D'Albret 83,33000,Bordeaux,44.83473619999999,-0.5807051999999999,1250,1422,,,1
+198544,2016-07-22 21:12:52,1232,Anh Kha,48 Rue Saint Sernin,33000,Bordeaux,44.841103,-0.582515,75483,Rue Colette 2,33800,Bordeaux,44.8249279,-0.5767403999999999,1450,1422,2016-07-22 21:23:35,2016-07-22 21:39:43,0
+198747,2016-07-22 21:54:22,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,75550,Rue Des Pontets 18,33000,Bordeaux,44.8357182,-0.5658378,1250,1417,2016-07-22 22:10:07,2016-07-22 22:18:51,0
+198820,2016-07-22 22:29:19,1236,Marhaba,27 Rue Des Faures,33800,Bordeaux,44.834766,-0.565754,75578,Rue Donissan 56,33000,Bordeaux,44.8287449,-0.5747449,1650,,,,1
+198963,2016-07-23 12:54:54,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,75606,Rue Des Freres Bonie 37,33000,Bordeaux,44.8366789,-0.5806582,1520,1412,2016-07-23 13:14:27,2016-07-23 13:33:02,0
+199379,2016-07-23 19:26:30,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,75711,Avenue Felix Faure 21,33200,Bordeaux,44.8525499,-0.5959232999999999,1830,1409,2016-07-23 19:46:22,2016-07-23 19:57:25,0
+199018,2016-07-23 13:26:10,1220,Jardin Phnom Penh,1 Rue Du Cerf Volant,33000,Bordeaux,44.838287,-0.570993,75615,Rue Des Caperans 19,33000,Bordeaux,44.8406437,-0.5715003,1950,1418,2016-07-23 13:38:43,2016-07-23 13:45:16,0
+199038,2016-07-23 13:35:23,1220,Jardin Phnom Penh,1 Rue Du Cerf Volant,33000,Bordeaux,44.838287,-0.570993,75621,32 Rue De La Boetie 32,33000,Bordeaux,44.8391885,-0.5812602,1500,1430,2016-07-23 13:43:01,2016-07-23 13:55:16,0
+199091,2016-07-23 14:17:04,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,75632,Rue Lafontaine 86,33800,Bordeaux,44.8270589,-0.5680672999999999,1270,1471,2016-07-23 14:28:50,2016-07-23 14:49:22,0
+199163,2016-07-23 16:12:12,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,75653,Cours De L'Yser 130,33800,Bordeaux,44.82495369999999,-0.5695693,5880,,,,1
+199430,2016-07-23 19:40:32,1214,Koh I Noor,3 Rue Du Puits Descujols,33000,Bordeaux,44.841011,-0.570755,75730,Rue Prunier 120,33300,Bordeaux,44.85971230000001,-0.5741263999999999,2840,1415,2016-07-23 20:04:46,2016-07-23 20:16:47,0
+199280,2016-07-23 18:59:59,1234,Mille Et Une Saveurs,"96 Avenue Thiers, 33100 Bordeaux",33100,Bordeaux,44.843746,-0.554713,75687,Rue De La Rousselle 56,33000,Bordeaux,44.8371635,-0.5677504999999999,3850,1458,2016-07-23 19:15:16,2016-07-23 19:33:24,0
+199487,2016-07-23 19:51:51,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,75747,Rue De La Prevote 6,33000,Bordeaux,44.8440582,-0.5852999,1989,1416,2016-07-23 20:06:33,2016-07-23 20:24:50,0
+199308,2016-07-23 19:10:07,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,75694,Rue De Saincric 22,33000,Bordeaux,44.8320497,-0.5746960999999999,1830,1468,2016-07-23 19:34:10,2016-07-23 19:41:52,0
+199576,2016-07-23 20:10:03,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,75772,Avenue D'Ares 153,33200,Bordeaux,44.8370445,-0.6065231000000001,1530,1468,2016-07-23 20:23:23,2016-07-23 20:32:33,0
+199733,2016-07-23 20:44:37,1223,Bag'Elles Coffee,19 Rue Du Mirail,33000,Bordeaux,44.83419,-0.571462,75837,Place De La Bourse 18,33000,Bordeaux,44.8418608,-0.5705232,2390,1471,2016-07-23 21:15:40,2016-07-23 21:24:09,0
+199670,2016-07-23 20:32:01,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,75811,Rue De La Boetie 25,33000,Bordeaux,44.83935049999999,-0.5809105,1910,1416,2016-07-23 20:45:19,2016-07-23 20:59:44,0
+199796,2016-07-23 20:58:37,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,75860,Place Canteloup 12,33800,Bordeaux,44.8338344,-0.5656738,1650,1468,2016-07-23 21:18:56,2016-07-23 21:27:46,0
+199804,2016-07-23 21:01:08,1221,Le Veneto,25 Allee De Tourny,33000,Bordeaux,44.84473,-0.578606,75865,Rue Elie Gintrac 5,33000,Bordeaux,44.830883,-0.5716422,2610,1415,2016-07-23 21:19:11,2016-07-23 21:26:40,0
+199821,2016-07-23 21:05:09,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,75872,Cours De La Somme 24,33800,Bordeaux,44.8296549,-0.5713018,1450,1416,2016-07-23 21:17:37,2016-07-23 21:27:33,0
+199827,2016-07-23 21:06:10,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,75874,Rue Borie 44,33300,Bordeaux,44.8544655,-0.5697350999999999,1530,1426,2016-07-23 21:23:42,2016-07-23 21:31:13,0
+199839,2016-07-23 21:09:13,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,75880,Rue Bergeret 23,33000,Bordeaux,44.8322016,-0.5685524,1330,1422,2016-07-23 21:23:04,2016-07-23 21:35:34,0
+199845,2016-07-23 21:10:42,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,75882,Rue Borie 44,33300,Bordeaux,44.8544655,-0.5697350999999999,1530,1409,2016-07-23 21:26:44,2016-07-23 21:33:05,0
+199869,2016-07-23 21:15:22,1233,Punjab,39 Rue Saint Remi,33000,Bordeaux,44.841393,-0.572534,75889,Rue Du Tondu 24,33000,Bordeaux,44.832338,-0.5815905,2510,1458,2016-07-23 21:27:44,2016-07-23 21:36:29,0
+199672,2016-07-23 20:32:12,1220,Jardin Phnom Penh,1 Rue Du Cerf Volant,33000,Bordeaux,44.838287,-0.570993,75812,Rue Rene Roy De Clotte 14,33000,Bordeaux,44.8296648,-0.5755587999999999,1700,1468,2016-07-23 20:47:31,2016-07-23 20:56:44,0
+199688,2016-07-23 20:35:15,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,75819,Rue Georges Bonnac 55,33000,Bordeaux,44.840485,-0.5839241,1450,1409,2016-07-23 20:54:42,2016-07-23 21:07:39,0
+199876,2016-07-23 21:16:26,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,75893,Boulevard Godard 40,33300,Bordeaux,44.859547,-0.5891523,1420,1461,2016-07-23 21:35:05,2016-07-23 21:40:43,0
+199881,2016-07-23 21:16:57,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,75895,Rue Borie 44,33300,Bordeaux,44.8544655,-0.5697350999999999,1530,1472,2016-07-23 21:37:08,2016-07-23 21:45:52,0
+199904,2016-07-23 21:21:33,1224,Gyoza Factory,6 Rue Georges Bonnac,33000,Bordeaux,44.840355,-0.581659,75905,Rue De La Prevote 3,33000,Bordeaux,44.8441797,-0.5850267,1800,1416,2016-07-23 21:37:08,2016-07-23 21:40:57,0
+200224,2016-07-24 13:09:05,1220,Jardin Phnom Penh,1 Rue Du Cerf Volant,33000,Bordeaux,44.838287,-0.570993,4210,Rue Amedee Saint-Germain 121,33800,Bordeaux,44.8183009,-0.5637869999999999,1700,1412,2016-07-24 13:27:15,2016-07-24 13:43:32,0
+200020,2016-07-23 21:56:25,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,75951,Cite Mouneyra 6,33000,Bordeaux,44.8323473,-0.5844635,1830,1426,2016-07-23 22:15:46,2016-07-23 22:23:17,0
+200300,2016-07-24 13:46:15,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,76030,Rue Villeneuve 1,33000,Bordeaux,44.8399273,-0.5800124999999999,3820,1426,2016-07-24 14:12:45,2016-07-24 14:16:59,0
+200305,2016-07-24 13:49:25,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,76033,Rue Du Ha 54,33000,Bordeaux,44.8358976,-0.5779413999999999,1689,1405,2016-07-24 14:12:04,2016-07-24 14:15:54,0
+200800,2016-07-24 19:30:52,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,76187,Rue Judaique 213,33000,Bordeaux,44.8408287,-0.5954455,2250,1468,2016-07-24 19:50:52,2016-07-24 19:58:16,0
+200635,2016-07-24 18:56:49,1241,My Terroir,24 Place De La Ferme De Richemont,33000,Bordeaux,44.835506,-0.575218,76141,Rue Contrescarpe 9,33000,Bordeaux,44.8310904,-0.5691697,1750,1468,2016-07-24 19:09:03,2016-07-24 19:19:13,0
+200893,2016-07-24 19:46:32,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,76218,Rue Notre Dame 21,33000,Bordeaux,44.8502597,-0.5723775,1300,1415,2016-07-24 20:00:26,2016-07-24 20:09:13,0
+200747,2016-07-24 19:21:44,1216,Sushimi,8 Rue Courbin,33000,Bordeaux,44.841721,-0.572962,76172,Rue Du Pavillon 17,33000,Bordeaux,44.829336,-0.5778071,1280,1461,2016-07-24 19:43:23,2016-07-24 19:48:43,0
+200927,2016-07-24 19:50:29,1220,Jardin Phnom Penh,1 Rue Du Cerf Volant,33000,Bordeaux,44.838287,-0.570993,76233,Rue Henri Dunant 30,33100,Bordeaux,44.8394279,-0.5551889,3000,1418,2016-07-24 20:00:36,2016-07-24 20:13:52,0
+201182,2016-07-24 20:21:04,1236,Marhaba,27 Rue Des Faures,33800,Bordeaux,44.834766,-0.565754,76311,Cours Du Medoc 15Bis,33300,Bordeaux,44.8567725,-0.5650073,1250,1418,2016-07-24 20:36:08,2016-07-24 20:52:45,0
+201199,2016-07-24 20:23:58,1220,Jardin Phnom Penh,1 Rue Du Cerf Volant,33000,Bordeaux,44.838287,-0.570993,76319,Place Andre Meunier Dit Mureine 40,33800,Bordeaux,44.828553,-0.5616951,2350,1426,2016-07-24 20:36:16,2016-07-24 20:47:37,0
+201207,2016-07-24 20:24:48,1236,Marhaba,27 Rue Des Faures,33800,Bordeaux,44.834766,-0.565754,76323,Cours De L'Intendance 38,33000,Bordeaux,44.84161539999999,-0.5776260999999999,3750,1415,2016-07-24 20:44:26,2016-07-24 20:53:43,0
+200928,2016-07-24 19:50:32,1227,Cilicie,4 Rue Des Bahutiers,33000,Bordeaux,44.839531,-0.570651,76234,50 Rue Du Temps Passe 50,33000,Bordeaux,44.8512904,-0.5872427,1450,1426,2016-07-24 20:05:16,2016-07-24 20:15:12,0
+201096,2016-07-24 20:12:03,1236,Marhaba,27 Rue Des Faures,33800,Bordeaux,44.834766,-0.565754,76287,Rue De Begles 248,33800,Bordeaux,44.8188697,-0.5660468000000001,2450,1409,2016-07-24 20:28:11,2016-07-24 20:36:53,0
+201231,2016-07-24 20:26:39,1236,Marhaba,27 Rue Des Faures,33800,Bordeaux,44.834766,-0.565754,76334,Rue Du Ha 29,33000,Bordeaux,44.8361233,-0.5772771999999999,2700,1416,2016-07-24 20:41:50,2016-07-24 20:46:53,0
+201553,2016-07-24 21:08:47,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,76442,Rue Emile Fourcand 98,33000,Bordeaux,44.8473528,-0.5872161,2050,1426,2016-07-24 21:21:09,2016-07-24 21:27:17,0
+201422,2016-07-24 20:51:44,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,76396,Rue Marguerite Crauste 1,33000,Bordeaux,44.8363155,-0.5869059999999999,2250,1416,2016-07-24 21:03:56,2016-07-24 21:17:36,0
+201486,2016-07-24 20:59:54,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,76421,Rue Mouneyra 93,33000,Bordeaux,44.8323712,-0.5852105,2050,1415,2016-07-24 21:12:05,2016-07-24 21:20:29,0
+201698,2016-07-24 21:36:59,1220,Jardin Phnom Penh,1 Rue Du Cerf Volant,33000,Bordeaux,44.838287,-0.570993,76498,Rue De Blaye 19,33100,Bordeaux,44.8476772,-0.5444045,2750,1416,2016-07-24 21:49:58,2016-07-24 21:59:37,0
+201951,2016-07-25 12:09:25,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,76563,Cours De Luze 71,33300,Bordeaux,44.8578078,-0.5798426999999999,1450,1424,2016-07-25 12:29:38,2016-07-25 12:40:12,0
+201966,2016-07-25 12:17:25,1222,Les Tartines De Marine,"6 Rue Saint-Sernin, Bordeaux",33000,Bordeaux,44.839336,-0.58194,74426,Rue De Tauzia 42,33800,Bordeaux,44.8291733,-0.5581146,2950,1422,2016-07-25 12:35:30,2016-07-25 12:50:39,0
+201704,2016-07-24 21:37:53,1236,Marhaba,27 Rue Des Faures,33800,Bordeaux,44.834766,-0.565754,76501,Rue Lafaurie Monbadon 17,33000,Bordeaux,44.8435447,-0.5799662,2050,1409,2016-07-24 21:50:52,2016-07-24 22:00:14,0
+202030,2016-07-25 12:46:34,1221,Le Veneto,25 Allee De Tourny,33000,Bordeaux,44.84473,-0.578606,76581,Rue Ferrere 6 Bis,33000,Bordeaux,44.8481767,-0.5714347,1510,1465,2016-07-25 13:06:20,2016-07-25 13:17:48,0
+201756,2016-07-24 21:51:18,1218,Le Rizana,7 Rue Gaspard Philippe,33000,Bordeaux,44.833736,-0.56662,76515,Rue De La Benauge 74,33100,Bordeaux,44.8406595,-0.5551796999999999,1850,1415,2016-07-24 22:04:43,2016-07-24 22:17:25,0
+202057,2016-07-25 12:58:33,1222,Les Tartines De Marine,"6 Rue Saint-Sernin, Bordeaux",33000,Bordeaux,44.839336,-0.58194,76587,Cours Saint-Louis 38,33300,Bordeaux,44.85734619999999,-0.5703104999999999,1250,1461,2016-07-25 13:19:32,2016-07-25 13:26:35,0
+202059,2016-07-25 12:58:41,1211,Haru Haru,93 Cours Gambetta,33400,Bordeaux,44.8181798,-0.5851184,73830,Rue Courbin 8,33000,Bordeaux,44.8416582,-0.5729175,3600,1426,2016-07-25 13:21:13,2016-07-25 13:29:38,0
+202076,2016-07-25 13:07:46,1209,La Gamelle,23 Rue Des Freres Bonie,33000,Bordeaux,44.836849,-0.580108,10298,Rue Des Argentiers 16,33000,Bordeaux,44.8391736,-0.5698286,3250,1422,,,1
+202079,2016-07-25 13:10:14,1209,La Gamelle,23 Rue Des Freres Bonie,33000,Bordeaux,44.836849,-0.580108,76594,Cours Saint-Louis 38,33300,Bordeaux,44.85734619999999,-0.5703104999999999,1350,1463,,,1
+201762,2016-07-24 21:52:41,1220,Jardin Phnom Penh,1 Rue Du Cerf Volant,33000,Bordeaux,44.838287,-0.570993,76517,Rue D'Arcachon 43,33000,Bordeaux,44.8267293,-0.584368,1250,1426,2016-07-24 22:01:45,2016-07-24 22:10:58,0
+202100,2016-07-25 13:21:39,1222,Les Tartines De Marine,"6 Rue Saint-Sernin, Bordeaux",33000,Bordeaux,44.839336,-0.58194,75535,Cours D'Albret 83,33000,Bordeaux,44.83473619999999,-0.5807051999999999,1250,1407,2016-07-25 13:35:12,2016-07-25 13:39:19,0
+202389,2016-07-25 19:41:19,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,76674,Cours De La Somme 24,33800,Bordeaux,44.8296549,-0.5713018,1450,1416,2016-07-25 20:00:43,2016-07-25 20:08:36,0
+202119,2016-07-25 13:37:37,1222,Les Tartines De Marine,"6 Rue Saint-Sernin, Bordeaux",33000,Bordeaux,44.839336,-0.58194,10298,Rue Des Argentiers 16,33000,Bordeaux,44.8391736,-0.5698286,2850,1426,2016-07-25 13:52:38,2016-07-25 13:57:41,0
+202267,2016-07-25 19:11:05,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,76640,Rue De La Devise 35,33000,Bordeaux,44.8402324,-0.5723187,1650,1430,2016-07-25 19:25:08,2016-07-25 19:36:56,0
+202432,2016-07-25 19:49:41,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,76686,Rue Lafaurie Monbadon 39,33000,Bordeaux,44.8443198,-0.5798648,2440,1458,2016-07-25 20:14:45,2016-07-25 20:20:46,0
+202453,2016-07-25 19:53:34,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,76691,Rue De Begles 223,33800,Bordeaux,44.819907,-0.5659968,1350,1424,2016-07-25 20:16:46,2016-07-25 20:26:05,0
+202788,2016-07-25 20:47:48,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,76786,Rue De Leybardie 27,33300,Bordeaux,44.8613599,-0.5650568,1300,1430,2016-07-25 21:02:32,2016-07-25 21:11:06,0
+202471,2016-07-25 19:57:12,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,76697,Cours De La Marne 99,33800,Bordeaux,44.82912350000001,-0.566924,1530,1461,2016-07-25 20:11:00,2016-07-25 20:17:58,0
+202829,2016-07-25 20:54:08,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,76794,Rue De La Tour Du Pin 25,33000,Bordeaux,44.835629,-0.5652444999999999,1950,1416,2016-07-25 21:17:45,2016-07-25 21:26:38,0
+202836,2016-07-25 20:55:24,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,76796,Rue Louis Cabie 42,33800,Bordeaux,44.812272,-0.5716739,5770,1411,2016-07-25 21:12:11,2016-07-25 21:25:30,0
+202478,2016-07-25 19:58:10,1214,Koh I Noor,3 Rue Du Puits Descujols,33000,Bordeaux,44.841011,-0.570755,76700,Rue Belle Etoile 1,33800,Bordeaux,44.8290799,-0.5590144,1390,1460,2016-07-25 20:16:29,2016-07-25 20:34:09,0
+202846,2016-07-25 20:57:10,1219,La Tagliatella,14 Rue Guiraude,33000,Bordeaux,44.8393877,-0.5747810999999999,76798,Rue Leberthon 46,33000,Bordeaux,44.8291378,-0.5753912,4535,1458,2016-07-25 21:21:53,2016-07-25 21:30:30,0
+202485,2016-07-25 19:59:55,1209,La Gamelle,23 Rue Des Freres Bonie,33000,Bordeaux,44.836849,-0.580108,76703,Rue Belle Etoile 1,33800,Bordeaux,44.8290799,-0.5590144,1750,1411,2016-07-25 20:21:09,2016-07-25 20:30:42,0
+202493,2016-07-25 20:01:36,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,76706,Rue De Begles 223,33800,Bordeaux,44.819907,-0.5659968,1250,1419,2016-07-25 20:21:56,2016-07-25 20:31:58,0
+202504,2016-07-25 20:03:10,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,76710,Rue De Begles 223,33800,Bordeaux,44.819907,-0.5659968,2230,1416,2016-07-25 20:33:55,2016-07-25 20:42:53,0
+202901,2016-07-25 21:10:39,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,76813,Rue Des Trois-Conils 20,33000,Bordeaux,44.8387071,-0.5755399999999999,1550,1424,2016-07-25 21:39:56,2016-07-25 21:47:30,0
+202904,2016-07-25 21:11:03,1242,Fufu Saint Remi,37 Rue Saint Remi,33000,Bordeaux,44.841438,-0.572537,10298,Rue Des Argentiers 16,33000,Bordeaux,44.8391736,-0.5698286,2400,1460,2016-07-25 21:23:56,2016-07-25 21:33:22,0
+202907,2016-07-25 21:11:43,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,76816,Rue Puysegur 39,33800,Bordeaux,44.8211297,-0.5807266999999999,1950,1411,2016-07-25 21:46:40,2016-07-25 21:51:38,0
+202909,2016-07-25 21:12:51,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,76817,Rue Du Commandant Arnould 29,33000,Bordeaux,44.8358789,-0.5774694,1450,1416,2016-07-25 21:50:40,2016-07-25 21:57:07,0
+202536,2016-07-25 20:09:10,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,76720,Rue Jules Guesde 68,33800,Bordeaux,44.8292454,-0.563711,1350,1430,2016-07-25 20:25:11,2016-07-25 20:32:57,0
+202924,2016-07-25 21:14:37,1234,Mille Et Une Saveurs,"96 Avenue Thiers, 33100 Bordeaux",33100,Bordeaux,44.843746,-0.554713,74519,Rue Cornac 4,33000,Bordeaux,44.8509545,-0.5721066,1350,1460,,,1
+202925,2016-07-25 21:14:46,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,76822,Rue De Ruat 11,33000,Bordeaux,44.84036680000001,-0.5792899,2150,1424,2016-07-25 21:54:55,2016-07-25 22:02:05,0
+202563,2016-07-25 20:13:41,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,76730,Rue Lombard 47,33300,Bordeaux,44.8586611,-0.5630948,1450,1458,2016-07-25 20:26:07,2016-07-25 20:31:50,0
+202948,2016-07-25 21:22:54,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,74268,Place Canteloup 12,33800,Bordeaux,44.8338344,-0.5656738,2450,1458,2016-07-25 21:55:13,2016-07-25 22:03:37,0
+202998,2016-07-25 21:36:14,1232,Anh Kha,48 Rue Saint Sernin,33000,Bordeaux,44.841103,-0.582515,76838,Rue Des Argentiers 16,33000,Bordeaux,44.8391736,-0.5698286,2100,1460,2016-07-25 21:57:50,2016-07-25 22:07:17,0
+202609,2016-07-25 20:19:40,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,76739,Rue Belle Etoile 1,33800,Bordeaux,44.8290799,-0.5590144,1730,1461,2016-07-25 20:43:12,2016-07-25 20:50:26,0
+203420,2016-07-26 13:51:59,1213,Lupo,"23 Place Pey Berland, 33000 Bordeaux",33000,Bordeaux,44.837158,-0.576632,76977,Avenue Thiers 220,33100,Bordeaux,44.8474955,-0.5486833,1839,1415,2016-07-26 14:10:32,2016-07-26 14:22:09,0
+203032,2016-07-25 21:43:52,1241,My Terroir,24 Place De La Ferme De Richemont,33000,Bordeaux,44.835506,-0.575218,76851,Cours De Verdun 4,33000,Bordeaux,44.8453849,-0.5774521,1350,1416,2016-07-25 22:03:59,2016-07-25 22:10:17,0
+203059,2016-07-25 21:53:30,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,76864,Rue Cornac 4,33000,Bordeaux,44.8509545,-0.5721066,1830,1411,2016-07-25 22:08:07,2016-07-25 22:13:50,0
+203089,2016-07-25 22:06:02,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,76871,Rue Georges Bonnac 281,33000,Bordeaux,44.8373509,-0.5948427,1750,1416,2016-07-25 22:25:26,2016-07-25 22:44:35,0
+203095,2016-07-25 22:10:00,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,22771,Rue Amedee Saint-Germain 121,33800,Bordeaux,44.8183009,-0.5637869999999999,4570,1458,2016-07-25 22:29:38,2016-07-25 22:37:30,0
+203434,2016-07-26 14:11:18,1221,Le Veneto,25 Allee De Tourny,33000,Bordeaux,44.84473,-0.578606,76981,Rue Crozilhac 4,33000,Bordeaux,44.8505297,-0.5807067,1480,1468,2016-07-26 14:34:52,2016-07-26 14:39:14,0
+203180,2016-07-26 11:41:35,1243,Bagel And Goodies,"53 Cours Le Rouzic, 33100 Bordeaux",33100,Bordeaux,44.842804,-0.550576,76908,Rue De Conde 9,33000,Bordeaux,44.8435849,-0.5733138,1270,1461,2016-07-26 11:58:23,2016-07-26 12:06:57,0
+203506,2016-07-26 18:44:03,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,77012,Rue Du Tondu 39,33000,Bordeaux,44.8320552,-0.5825760999999999,2250,1468,2016-07-26 19:05:50,2016-07-26 19:10:51,0
+203585,2016-07-26 19:14:49,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,77043,Rue Guillaume Leblanc 131,33000,Bordeaux,44.8316538,-0.5951721,1530,1419,2016-07-26 19:28:06,2016-07-26 19:37:42,0
+203290,2016-07-26 12:27:00,1219,La Tagliatella,14 Rue Guiraude,33000,Bordeaux,44.8393877,-0.5747810999999999,76943,Rue Naujac 203,33000,Bordeaux,44.85024420000001,-0.5930807,2880,1415,2016-07-26 12:50:12,2016-07-26 13:01:29,0
+203303,2016-07-26 12:32:16,1216,Sushimi,8 Rue Courbin,33000,Bordeaux,44.841721,-0.572962,76943,Rue Naujac 203,33000,Bordeaux,44.85024420000001,-0.5930807,2390,1468,2016-07-26 12:57:50,2016-07-26 13:13:14,0
+203595,2016-07-26 19:16:39,1245,Eatsalad,55 Rue Saint Remi,33000,Bordeaux,44.841286,-0.573413,77048,Rue Frere 108,33000,Bordeaux,44.8539023,-0.5798308999999999,3040,1426,2016-07-26 19:33:38,2016-07-26 19:44:58,0
+203329,2016-07-26 12:44:29,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,76953,Rue Bouthier 151,33100,Bordeaux,44.8513888,-0.5558318999999999,4550,1418,2016-07-26 13:03:32,2016-07-26 13:20:14,0
+203334,2016-07-26 12:46:11,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,76955,Rue De La Prevote 3,33000,Bordeaux,44.8441797,-0.5850267,1450,1458,2016-07-26 13:12:55,2016-07-26 13:21:16,0
+203602,2016-07-26 19:19:26,1221,Le Veneto,25 Allee De Tourny,33000,Bordeaux,44.84473,-0.578606,77048,Rue Frere 108,33000,Bordeaux,44.8539023,-0.5798308999999999,2910,1426,2016-07-26 19:38:45,2016-07-26 19:44:21,0
+203668,2016-07-26 19:32:30,1209,La Gamelle,23 Rue Des Freres Bonie,33000,Bordeaux,44.836849,-0.580108,77077,Cours De La Somme 156,33800,Bordeaux,44.8246015,-0.5725093,3100,1458,2016-07-26 19:48:50,2016-07-26 19:55:56,0
+203696,2016-07-26 19:36:01,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,77088,Rue Gensan 19,33000,Bordeaux,44.835461,-0.5668841,1450,1420,2016-07-26 19:50:43,2016-07-26 20:01:54,0
+203793,2016-07-26 19:54:41,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,77120,Rue Des Augustins 12,33000,Bordeaux,44.8323478,-0.57126,2550,1458,2016-07-26 20:24:58,2016-07-26 20:29:17,0
+203822,2016-07-26 19:58:42,1246,Thai Paradise,70 Rue Des Ayres,33000,Bordeaux,44.836327,-0.575572,77130,Quai Richelieu 17,33000,Bordeaux,44.8391694,-0.5684714,3850,1419,2016-07-26 20:15:19,2016-07-26 20:22:13,0
+203699,2016-07-26 19:36:20,1239,Tam Tam Saigon,7 Rue Paulin,33000,Bordeaux,44.846516,-0.588076,77090,Rue Ducau 61,33000,Bordeaux,44.8534777,-0.5759679999999999,2290,1471,2016-07-26 20:12:56,2016-07-26 20:18:44,0
+203825,2016-07-26 19:58:55,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,77133,Cours Xavier Arnozan 41,33000,Bordeaux,44.8492097,-0.5735707,2600,1817,2016-07-26 20:13:53,2016-07-26 20:20:12,0
+203710,2016-07-26 19:38:32,1216,Sushimi,8 Rue Courbin,33000,Bordeaux,44.841721,-0.572962,77092,Rue Vieillard 9,33300,Bordeaux,44.8607278,-0.5617738999999999,1820,1411,2016-07-26 19:58:37,2016-07-26 20:14:51,0
+203726,2016-07-26 19:41:24,1242,Fufu Saint Remi,37 Rue Saint Remi,33000,Bordeaux,44.841438,-0.572537,77096,Rue Du Puits Descazeaux 6,33000,Bordeaux,44.8367617,-0.5681312,1300,1415,2016-07-26 19:55:26,2016-07-26 20:03:00,0
+203871,2016-07-26 20:06:36,1231,Umami Ramen,8 Place Fernand Lafargue,33000,Bordeaux,44.83691,-0.573943,77151,Rue Perey 42,33000,Bordeaux,44.82424959999999,-0.5851284,3140,1415,2016-07-26 20:24:30,2016-07-26 20:36:38,0
+203744,2016-07-26 19:45:44,1208,Chez Ambre And Michel,1 Rue Matignon,33000,Bordeaux,44.850258,-0.586204,75290,Rue Du Docteur Charles Nancel Penard 21,33000,Bordeaux,44.8397886,-0.5814379,2250,1426,2016-07-26 20:05:41,2016-07-26 20:14:04,0
+203756,2016-07-26 19:48:35,1221,Le Veneto,25 Allee De Tourny,33000,Bordeaux,44.84473,-0.578606,77105,Allee Serr 59,33100,Bordeaux,44.8430048,-0.5582541,1580,1468,2016-07-26 20:14:48,2016-07-26 20:23:07,0
+203914,2016-07-26 20:13:33,1206,La Maison Du Glacier,1 Place Saint Pierre,33000,Bordeaux,44.839706,-0.570672,77174,Quai Des Chartrons 96,33300,Bordeaux,44.8552969,-0.5663155999999999,3550,1418,2016-07-26 20:25:36,2016-07-26 20:36:34,0
+203917,2016-07-26 20:14:01,1236,Marhaba,27 Rue Des Faures,33800,Bordeaux,44.834766,-0.565754,77176,Rue Monadey 3,33800,Bordeaux,44.8284338,-0.5720206,1500,1420,2016-07-26 20:28:13,2016-07-26 20:34:21,0
+204186,2016-07-26 20:47:55,1206,La Maison Du Glacier,1 Place Saint Pierre,33000,Bordeaux,44.839706,-0.570672,75905,Rue De La Prevote 3,33000,Bordeaux,44.8441797,-0.5850267,2450,1420,2016-07-26 20:55:25,2016-07-26 21:05:09,0
+203950,2016-07-26 20:18:27,1239,Tam Tam Saigon,7 Rue Paulin,33000,Bordeaux,44.846516,-0.588076,77188,Rue Robert Lateulade 5,33000,Bordeaux,44.8391431,-0.5865663999999999,2190,1426,2016-07-26 20:47:15,2016-07-26 21:07:09,0
+203984,2016-07-26 20:21:36,1208,Chez Ambre And Michel,1 Rue Matignon,33000,Bordeaux,44.850258,-0.586204,77195,Rue Pomme D'Or 42,33300,Bordeaux,44.8538481,-0.5700326000000001,1250,1471,2016-07-26 20:40:16,2016-07-26 20:48:00,0
+204194,2016-07-26 20:48:59,1208,Chez Ambre And Michel,1 Rue Matignon,33000,Bordeaux,44.850258,-0.586204,77281,Rue Du Lavoir 10,33000,Bordeaux,44.8520066,-0.5835382,2250,1471,2016-07-26 21:07:07,2016-07-26 21:11:01,0
+204210,2016-07-26 20:51:44,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,77289,Rue Ausone 29,33000,Bordeaux,44.8375476,-0.5679664,1750,1817,2016-07-26 21:13:44,2016-07-26 21:34:18,0
+204064,2016-07-26 20:32:38,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,77228,Rue Henri Guillemin 10,33300,Bordeaux,44.8635365,-0.5770312,1530,1409,2016-07-26 21:03:54,2016-07-26 21:13:39,0
+204215,2016-07-26 20:52:25,1235,Melodie,17 Rue Leupold,33000,Bordeaux,44.840603,-0.570444,77291,Rue De Vincennes 36,33000,Bordeaux,44.8393325,-0.5961301,1850,1461,2016-07-26 21:14:08,2016-07-26 21:21:21,0
+204091,2016-07-26 20:36:47,1208,Chez Ambre And Michel,1 Rue Matignon,33000,Bordeaux,44.850258,-0.586204,77239,Rue Dupaty 70,33300,Bordeaux,44.859334,-0.5619312,2450,1468,2016-07-26 20:53:51,2016-07-26 21:02:49,0
+204094,2016-07-26 20:37:13,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,77241,Rue Blanqui 57,33300,Bordeaux,44.8686512,-0.5512760999999999,2500,1411,2016-07-26 20:50:56,2016-07-26 21:08:01,0
+204109,2016-07-26 20:39:11,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,75687,Rue De La Rousselle 56,33000,Bordeaux,44.8371635,-0.5677504999999999,2250,1418,2016-07-26 20:50:55,2016-07-26 21:02:19,0
+204220,2016-07-26 20:53:48,1247,Noonies,16 Avenue Tiers,33100,Bordeaux,44.841251,-0.558816,77293,Rue Mauriac 4,33000,Bordeaux,44.8356333,-0.5673574,1450,1419,2016-07-26 21:13:07,2016-07-26 21:19:02,0
+204229,2016-07-26 20:54:38,1242,Fufu Saint Remi,37 Rue Saint Remi,33000,Bordeaux,44.841438,-0.572537,77297,Passage Moreau 3,33800,Bordeaux,44.8300096,-0.5708578000000001,1550,1472,2016-07-26 21:03:31,2016-07-26 21:16:50,0
+204120,2016-07-26 20:40:05,1246,Thai Paradise,70 Rue Des Ayres,33000,Bordeaux,44.836327,-0.575572,77250,Rue Abbe De L'Epee 85,33000,Bordeaux,44.84239119999999,-0.583046,2350,1458,2016-07-26 20:57:16,2016-07-26 21:04:41,0
+204232,2016-07-26 20:54:45,1231,Umami Ramen,8 Place Fernand Lafargue,33000,Bordeaux,44.83691,-0.573943,77299,Rue Montmejean 54,33100,Bordeaux,44.8413488,-0.5554852,3590,1418,2016-07-26 21:16:48,2016-07-26 21:24:32,0
+204295,2016-07-26 21:03:40,1232,Anh Kha,48 Rue Saint Sernin,33000,Bordeaux,44.841103,-0.582515,77324,Rue Du Palais Gallien 161,33000,Bordeaux,44.8470899,-0.5817365,1250,1420,2016-07-26 21:13:43,2016-07-26 21:17:05,0
+204515,2016-07-26 21:34:32,1215,Moon Wok,17 Place Fernand Lafargue,33000,Bordeaux,44.837299,-0.572124,77402,Rue Du Peugue 22,33000,Bordeaux,44.8328613,-0.5871291,1530,1411,2016-07-26 21:54:50,2016-07-26 22:09:15,0
+204539,2016-07-26 21:39:07,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,77409,Rue Lafayette 8,33000,Bordeaux,44.8436175,-0.5709337,2800,1458,2016-07-26 21:52:59,2016-07-26 21:57:58,0
+204306,2016-07-26 21:05:24,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,77327,Rue Henri Guillemin 10,33300,Bordeaux,44.8635365,-0.5770312,1300,1468,2016-07-26 21:14:31,2016-07-26 21:20:34,0
+204561,2016-07-26 21:44:48,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,77365,Passage Hermitte 1,33000,Bordeaux,44.8324285,-0.5953436999999999,1550,1471,2016-07-26 21:59:26,2016-07-26 22:11:23,0
+204568,2016-07-26 21:46:35,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,77422,Rue Dupaty 132,33300,Bordeaux,44.8613118,-0.5584047,5850,1461,2016-07-26 22:03:05,2016-07-26 22:07:45,0
+204357,2016-07-26 21:11:38,1231,Umami Ramen,8 Place Fernand Lafargue,33000,Bordeaux,44.83691,-0.573943,77343,Rue Bergeret 20,33000,Bordeaux,44.8326405,-0.5689734,1889,1426,2016-07-26 21:25:24,2016-07-26 21:30:44,0
+204584,2016-07-26 21:50:49,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,77386,Cours Edouard Vaillant 103,33300,Bordeaux,44.86274299999999,-0.5599192,4650,1415,2016-07-26 21:59:40,2016-07-26 22:15:56,0
+204605,2016-07-26 21:59:19,1231,Umami Ramen,8 Place Fernand Lafargue,33000,Bordeaux,44.83691,-0.573943,77438,Rue Bragard 4,33000,Bordeaux,44.8328572,-0.5701372,1850,1458,2016-07-26 22:15:43,2016-07-26 22:21:17,0
+204366,2016-07-26 21:12:47,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,77344,Rue Notre Dame 91,33000,Bordeaux,44.8525666,-0.5707285000000001,1400,1420,2016-07-26 21:28:10,2016-07-26 21:34:44,0
+204649,2016-07-26 22:17:38,1242,Fufu Saint Remi,37 Rue Saint Remi,33000,Bordeaux,44.841438,-0.572537,76864,Place Jean Moulin 4,33000,Bordeaux,44.8383642,-0.5780067,1400,1411,2016-07-26 22:30:50,2016-07-26 22:39:03,0
+204391,2016-07-26 21:16:00,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,77355,Rue Manon Cormier 40 Bis,33000,Bordeaux,44.8317588,-0.5894056999999999,2050,1409,2016-07-26 21:30:00,2016-07-26 21:40:06,0
+204421,2016-07-26 21:20:25,1208,Chez Ambre And Michel,1 Rue Matignon,33000,Bordeaux,44.850258,-0.586204,77365,Passage Hermitte 1,33000,Bordeaux,44.8324285,-0.5953436999999999,1750,1411,,,1
+204793,2016-07-27 12:03:43,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,77502,Rue Du Palais Gallien 102,33000,Bordeaux,44.8450558,-0.5813096,1500,1418,2016-07-27 12:18:46,2016-07-27 12:30:06,0
+204443,2016-07-26 21:21:27,1216,Sushimi,8 Rue Courbin,33000,Bordeaux,44.841721,-0.572962,77372,Rue Naujac 114,33000,Bordeaux,44.8485952,-0.5890605,1730,1415,2016-07-26 21:44:38,2016-07-26 21:50:49,0
+204827,2016-07-27 12:14:15,1219,La Tagliatella,14 Rue Guiraude,33000,Bordeaux,44.8393877,-0.5747810999999999,77048,Rue Frere 108,33000,Bordeaux,44.8539023,-0.5798308999999999,4640,1417,2016-07-27 12:33:54,2016-07-27 12:43:41,0
+204445,2016-07-26 21:21:41,1216,Sushimi,8 Rue Courbin,33000,Bordeaux,44.841721,-0.572962,77374,Rue Naujac 119,33000,Bordeaux,44.8490118,-0.5890955,350,1417,2016-07-26 21:42:52,2016-07-26 21:51:34,0
+204450,2016-07-26 21:22:11,1216,Sushimi,8 Rue Courbin,33000,Bordeaux,44.841721,-0.572962,77376,Rue Naujac 114,33000,Bordeaux,44.8485952,-0.5890605,1280,1415,2016-07-26 21:43:06,2016-07-26 21:50:47,0
+204470,2016-07-26 21:26:07,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,77386,Cours Edouard Vaillant 103,33300,Bordeaux,44.86274299999999,-0.5599192,4900,1468,,,1
+204856,2016-07-27 12:22:58,1242,Fufu Saint Remi,37 Rue Saint Remi,33000,Bordeaux,44.841438,-0.572537,77526,Quai Richelieu 55,33000,Bordeaux,44.8371276,-0.5666549,1250,1461,2016-07-27 12:41:40,2016-07-27 12:45:26,0
+205251,2016-07-27 19:19:42,1239,Tam Tam Saigon,7 Rue Paulin,33000,Bordeaux,44.846516,-0.588076,77668,Rue Du Pas-Saint-Georges 30,33000,Bordeaux,44.8394088,-0.571848,1789,1471,2016-07-27 19:48:26,2016-07-27 19:58:08,0
+204907,2016-07-27 12:37:24,1223,Bag'Elles Coffee,19 Rue Du Mirail,33000,Bordeaux,44.83419,-0.571462,77542,Rue Beyssac 23,33800,Bordeaux,44.8327494,-0.5635261,1480,1424,2016-07-27 12:59:50,2016-07-27 13:07:24,0
+204919,2016-07-27 12:40:49,1245,Eatsalad,55 Rue Saint Remi,33000,Bordeaux,44.841286,-0.573413,66716,Rue Des Freres Bonie 37,33000,Bordeaux,44.8366789,-0.5806582,1450,1430,2016-07-27 12:49:19,2016-07-27 12:56:34,0
+205252,2016-07-27 19:19:48,1223,Bag'Elles Coffee,19 Rue Du Mirail,33000,Bordeaux,44.83419,-0.571462,77669,Rue Saint-James 57,33000,Bordeaux,44.8352389,-0.5717896,1300,1458,2016-07-27 19:42:37,2016-07-27 19:46:56,0
+204931,2016-07-27 12:44:41,1220,Jardin Phnom Penh,1 Rue Du Cerf Volant,33000,Bordeaux,44.838287,-0.570993,77553,Rue Ramonet 24,33000,Bordeaux,44.8524202,-0.5699839999999999,1950,1418,2016-07-27 12:58:20,2016-07-27 13:11:29,0
+204938,2016-07-27 12:46:58,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,77555,Rue Dubourdieu 58,33800,Bordeaux,44.8216242,-0.5789402,1450,1471,2016-07-27 13:07:04,2016-07-27 13:16:43,0
+205276,2016-07-27 19:24:37,1219,La Tagliatella,14 Rue Guiraude,33000,Bordeaux,44.8393877,-0.5747810999999999,77676,Allee Serr 63,33100,Bordeaux,44.8430759,-0.5582185,2490,1410,2016-07-27 19:47:51,2016-07-27 19:57:52,0
+204940,2016-07-27 12:49:08,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,77556,Rue Borie 57,33300,Bordeaux,44.8550543,-0.5704612,2100,1417,2016-07-27 13:05:03,2016-07-27 13:08:36,0
+204950,2016-07-27 12:54:25,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,77559,Cours De La Somme 28,33800,Bordeaux,44.8294953,-0.5717909,2430,1458,2016-07-27 13:14:45,2016-07-27 13:22:38,0
+204954,2016-07-27 12:55:52,1243,Bagel And Goodies,"53 Cours Le Rouzic, 33100 Bordeaux",33100,Bordeaux,44.842804,-0.550576,77560,Quai De Brazza 87,33100,Bordeaux,44.8576232,-0.5465464,1450,1465,2016-07-27 13:13:21,2016-07-27 13:23:59,0
+204967,2016-07-27 12:59:22,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,4210,Rue Des Argentiers 16,33000,Bordeaux,44.8391736,-0.5698286,1450,1463,2016-07-27 13:12:34,2016-07-27 13:26:04,0
+205303,2016-07-27 19:30:58,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,77686,Cours De Quebec 23,33000,Bordeaux,44.8776932,-0.5713868,3800,1419,2016-07-27 19:58:32,2016-07-27 20:12:50,0
+205003,2016-07-27 13:22:54,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,73919,Rue Amedee Saint-Germain 121B,33800,Bordeaux,44.8182663,-0.5638276999999999,1750,1471,2016-07-27 13:36:16,2016-07-27 13:43:04,0
+205018,2016-07-27 13:32:20,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,77580,Rue Du Pere Louis Jabrun 4,33000,Bordeaux,44.8397561,-0.5765158,1250,1426,2016-07-27 13:52:49,2016-07-27 14:01:50,0
+205306,2016-07-27 19:31:29,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,77687,Cours De L'Yser 183,33800,Bordeaux,44.8228196,-0.5713121,1450,1415,2016-07-27 19:49:09,2016-07-27 19:56:25,0
+205039,2016-07-27 13:45:17,1246,Thai Paradise,70 Rue Des Ayres,33000,Bordeaux,44.836327,-0.575572,9304,Rue Des Argentiers 16,33000,Bordeaux,44.8391736,-0.5698286,2050,1417,2016-07-27 13:59:37,2016-07-27 14:05:56,0
+205315,2016-07-27 19:32:53,1208,Chez Ambre And Michel,1 Rue Matignon,33000,Bordeaux,44.850258,-0.586204,77690,Boulevard Marechal Leclerc 88,33000,Bordeaux,44.82980209999999,-0.5958214,1450,1417,2016-07-27 19:54:05,2016-07-27 20:08:24,0
+205050,2016-07-27 13:53:00,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,77591,Rue Henri Iv 59,33000,Bordeaux,44.8319225,-0.5756333,1500,1418,2016-07-27 14:02:40,2016-07-27 14:08:35,0
+205053,2016-07-27 13:56:47,1223,Bag'Elles Coffee,19 Rue Du Mirail,33000,Bordeaux,44.83419,-0.571462,77592,Cours De La Somme 218,33800,Bordeaux,44.8223315,-0.5723672,1689,1461,2016-07-27 14:15:46,2016-07-27 14:21:24,0
+205064,2016-07-27 14:04:15,1211,Haru Haru,93 Cours Gambetta,33400,Bordeaux,44.8181798,-0.5851184,77597,Cours De L'Yser 73,33800,Bordeaux,44.8271783,-0.5694722,1550,1458,2016-07-27 14:20:18,2016-07-27 14:29:45,0
+205365,2016-07-27 19:40:36,1220,Jardin Phnom Penh,1 Rue Du Cerf Volant,33000,Bordeaux,44.838287,-0.570993,77714,Rue Chantre 13,33000,Bordeaux,44.83034929999999,-0.5691102,1250,1461,2016-07-27 19:55:44,2016-07-27 20:00:46,0
+205090,2016-07-27 14:25:34,1214,Koh I Noor,3 Rue Du Puits Descujols,33000,Bordeaux,44.841011,-0.570755,77602,Rue Moulinie 30,33000,Bordeaux,44.8325768,-0.5741698,1250,1417,2016-07-27 14:42:19,2016-07-27 14:51:28,0
+205390,2016-07-27 19:43:11,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,77722,Rue De Madrid 9,33000,Bordeaux,44.8317275,-0.5957901,1500,1468,2016-07-27 20:05:41,2016-07-27 20:14:51,0
+205394,2016-07-27 19:43:45,1216,Sushimi,8 Rue Courbin,33000,Bordeaux,44.841721,-0.572962,77725,Rue Giner De Los Rios 5,33800,Bordeaux,44.8279822,-0.5719232,2310,1474,2016-07-27 20:06:15,2016-07-27 20:18:37,0
+205417,2016-07-27 19:47:45,1235,Melodie,17 Rue Leupold,33000,Bordeaux,44.840603,-0.570444,77734,Rue Villedieu 40,33000,Bordeaux,44.8309041,-0.5759581,3450,1472,2016-07-27 20:01:10,2016-07-27 20:10:00,0
+205218,2016-07-27 19:08:58,1227,Cilicie,4 Rue Des Bahutiers,33000,Bordeaux,44.839531,-0.570651,77658,Rue Carnot 67,33400,Bordeaux,44.8210682,-0.586424,3250,1409,2016-07-27 19:30:32,2016-07-27 19:47:31,0
+205224,2016-07-27 19:10:54,1218,Le Rizana,7 Rue Gaspard Philippe,33000,Bordeaux,44.833736,-0.56662,77660,Rue Carnot 2,33400,Bordeaux,44.8230567,-0.5860741,1850,1420,2016-07-27 19:38:59,2016-07-27 19:47:49,0
+205226,2016-07-27 19:11:29,1223,Bag'Elles Coffee,19 Rue Du Mirail,33000,Bordeaux,44.83419,-0.571462,77662,Cours D'Alsace-Et-Lorraine 82,33000,Bordeaux,44.8375334,-0.572369,1330,1422,2016-07-27 19:27:07,2016-07-27 19:33:12,0
+205435,2016-07-27 19:50:38,1219,La Tagliatella,14 Rue Guiraude,33000,Bordeaux,44.8393877,-0.5747810999999999,77743,Rue Leo Saignat 50,33000,Bordeaux,44.8270126,-0.5952024,2340,1458,2016-07-27 20:13:53,2016-07-27 20:24:13,0
+205496,2016-07-27 19:57:45,1227,Cilicie,4 Rue Des Bahutiers,33000,Bordeaux,44.839531,-0.570651,77765,Rue Frere 82,33000,Bordeaux,44.8533852,-0.5781620000000001,2550,1412,2016-07-27 20:18:00,2016-07-27 20:41:12,0
+205628,2016-07-27 20:13:35,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,77815,Rue Du Jardin Public 57,33000,Bordeaux,44.8525707,-0.5755049,2900,1966,2016-07-27 20:31:08,2016-07-27 20:40:04,0
+205630,2016-07-27 20:13:42,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,77816,Rue Calve 39,33000,Bordeaux,44.850965,-0.5904863,2030,1461,2016-07-27 20:46:23,2016-07-27 20:58:29,0
+205646,2016-07-27 20:16:08,1208,Chez Ambre And Michel,1 Rue Matignon,33000,Bordeaux,44.850258,-0.586204,77820,Rue Bergeret 3,33000,Bordeaux,44.8329254,-0.5695346,2750,1409,2016-07-27 20:34:44,2016-07-27 20:48:15,0
+205504,2016-07-27 19:58:54,1219,La Tagliatella,14 Rue Guiraude,33000,Bordeaux,44.8393877,-0.5747810999999999,77770,Rue Roger Allo 41,33000,Bordeaux,44.8458473,-0.5885961,1645,1917,2016-07-27 20:16:31,2016-07-27 20:25:40,0
+205514,2016-07-27 20:00:33,1246,Thai Paradise,70 Rue Des Ayres,33000,Bordeaux,44.836327,-0.575572,77777,Rue Robert Lateulade 6,33000,Bordeaux,44.8385397,-0.5861143999999999,3250,1409,2016-07-27 20:13:53,2016-07-27 20:21:00,0
+205520,2016-07-27 20:01:42,1209,La Gamelle,23 Rue Des Freres Bonie,33000,Bordeaux,44.836849,-0.580108,77780,Cours De Verdun 32,33000,Bordeaux,44.8466972,-0.5766392,1600,1817,,,1
+205546,2016-07-27 20:04:06,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,77788,Rue Pierre 36,33000,Bordeaux,44.8393653,-0.5932457,3629,1415,2016-07-27 20:32:07,2016-07-27 20:39:51,0
+205741,2016-07-27 20:24:41,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,77862,Rue Perey 42,33000,Bordeaux,44.82424959999999,-0.5851284,1550,1468,2016-07-27 20:45:09,2016-07-27 20:54:40,0
+205753,2016-07-27 20:25:49,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,77868,Rue Frere 47,33000,Bordeaux,44.8530775,-0.5762526,2010,1430,2016-07-27 20:45:18,2016-07-27 21:05:19,0
+205754,2016-07-27 20:25:55,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,77869,Rue De Begles 81,33800,Bordeaux,44.8258091,-0.5677734,1450,1474,2016-07-27 20:37:08,2016-07-27 20:51:17,0
+205758,2016-07-27 20:26:15,1250,Que Toi,39 Cours D'Alsace-Et-Lorraine,33000,Bordeaux,44.837921,-0.572655,77871,Rue Du Jardin Public 178,33300,Bordeaux,44.8578723,-0.5720590999999999,5350,1471,2016-07-27 20:43:46,2016-07-27 20:55:26,0
+205760,2016-07-27 20:26:47,1214,Koh I Noor,3 Rue Du Puits Descujols,33000,Bordeaux,44.841011,-0.570755,77872,Rue Naujac 40,33000,Bordeaux,44.84788390000001,-0.5857363999999999,1850,1420,2016-07-27 20:40:33,2016-07-27 20:48:11,0
+205767,2016-07-27 20:27:49,1208,Chez Ambre And Michel,1 Rue Matignon,33000,Bordeaux,44.850258,-0.586204,77874,Rue Ducau 70,33000,Bordeaux,44.8532956,-0.5758964999999999,1650,1917,2016-07-27 20:46:55,2016-07-27 20:52:47,0
+205568,2016-07-27 20:07:05,1235,Melodie,17 Rue Leupold,33000,Bordeaux,44.840603,-0.570444,77798,Rue Des Ayres 73,33000,Bordeaux,44.8367191,-0.5750383,2650,1411,2016-07-27 20:24:38,2016-07-27 20:33:49,0
+205571,2016-07-27 20:07:17,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,77800,Rue Lamourous 12,33000,Bordeaux,44.8295359,-0.5805296,1270,1470,2016-07-27 20:24:43,2016-07-27 20:42:07,0
+205815,2016-07-27 20:32:50,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,77897,Rue Judaique 243,33000,Bordeaux,44.8404965,-0.5974155999999999,1650,1411,2016-07-27 21:30:39,2016-07-27 21:41:48,0
+205978,2016-07-27 20:54:22,1231,Umami Ramen,8 Place Fernand Lafargue,33000,Bordeaux,44.83691,-0.573943,77971,Rue Du Marechal Joffre 52,33000,Bordeaux,44.834927,-0.5781915,1850,1422,2016-07-27 21:05:06,2016-07-27 21:13:03,0
+205827,2016-07-27 20:34:01,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,77905,Rue Malbec 57,33800,Bordeaux,44.82623419999999,-0.5624823999999999,3160,1411,2016-07-27 20:59:55,2016-07-27 21:13:09,0
+205829,2016-07-27 20:34:23,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,77907,Rue De Begles 81,33800,Bordeaux,44.8258091,-0.5677734,1850,1409,2016-07-27 20:52:54,2016-07-27 20:58:15,0
+205836,2016-07-27 20:34:53,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,77910,Rue Armand Dulamon 11,33300,Bordeaux,44.8635804,-0.5607253,1450,1966,2016-07-27 20:48:47,2016-07-27 20:57:02,0
+205841,2016-07-27 20:35:41,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,77912,Rue Mathieu 53,33000,Bordeaux,44.8309188,-0.5931757999999999,2490,1419,2016-07-27 20:51:52,2016-07-27 20:57:54,0
+205874,2016-07-27 20:40:30,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,77928,Rue De La Boetie 16,33000,Bordeaux,44.839216,-0.5806095,1450,1472,2016-07-27 21:01:40,2016-07-27 21:07:46,0
+205891,2016-07-27 20:42:30,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,77780,Cours De Verdun 32,33000,Bordeaux,44.8466972,-0.5766392,1450,1474,2016-07-27 21:04:31,2016-07-27 21:17:44,0
+205980,2016-07-27 20:54:32,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,77972,Rue Du Docteur Albert Barraud 136,33000,Bordeaux,44.8482827,-0.5829337,1260,1460,2016-07-27 21:10:00,2016-07-27 21:20:48,0
+205911,2016-07-27 20:45:51,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,77946,Rue Grangeneuve 6,33000,Bordeaux,44.8519285,-0.5791967,2650,1458,2016-07-27 21:01:38,2016-07-27 21:08:36,0
+205984,2016-07-27 20:55:27,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,77973,Rue Du Professeur Demons 12,33000,Bordeaux,44.8466116,-0.5789202999999999,5150,1917,2016-07-27 21:30:21,2016-07-27 21:38:17,0
+205923,2016-07-27 20:47:23,1250,Que Toi,39 Cours D'Alsace-Et-Lorraine,33000,Bordeaux,44.837921,-0.572655,77951,Rue De Catros 40,33000,Bordeaux,44.8544157,-0.5824753,3000,1415,2016-07-27 21:05:46,2016-07-27 21:17:19,0
+206020,2016-07-27 21:01:41,1234,Mille Et Une Saveurs,"96 Avenue Thiers, 33100 Bordeaux",33100,Bordeaux,44.843746,-0.554713,77984,Rue Rodrigues-Pereire 31,33000,Bordeaux,44.84428870000001,-0.5848409999999999,2500,1966,2016-07-27 21:21:55,2016-07-27 21:36:18,0
+205954,2016-07-27 20:51:28,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,77959,Rue Du Haillan 2,33000,Bordeaux,44.8466941,-0.5918818,2900,1471,2016-07-27 21:30:20,2016-07-27 21:38:09,0
+205959,2016-07-27 20:52:05,1242,Fufu Saint Remi,37 Rue Saint Remi,33000,Bordeaux,44.841438,-0.572537,77962,Rue Edmond Michelet 18,33000,Bordeaux,44.8400284,-0.5814081,1350,1417,2016-07-27 21:03:40,2016-07-27 21:12:04,0
+205960,2016-07-27 20:52:24,1242,Fufu Saint Remi,37 Rue Saint Remi,33000,Bordeaux,44.841438,-0.572537,77963,Cours De La Somme 134,33800,Bordeaux,44.8257984,-0.5724935,3550,1412,2016-07-27 21:06:16,2016-07-27 21:21:02,0
+206057,2016-07-27 21:05:46,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,77994,Rue De La Liberte 131,33200,Bordeaux,44.8374348,-0.6019112,1830,1817,2016-07-27 21:20:10,2016-07-27 21:34:28,0
+206352,2016-07-27 22:00:12,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,78114,Rue Des Menuts 21,33000,Bordeaux,44.8343454,-0.5679803,1789,1460,2016-07-27 22:23:23,2016-07-27 22:34:52,0
+206067,2016-07-27 21:07:01,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78000,Rue Cheverus 8,33000,Bordeaux,44.8394967,-0.575815,1310,1420,2016-07-27 21:30:30,2016-07-27 21:34:45,0
+206073,2016-07-27 21:07:39,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,77772,Rue Josephine 87,33300,Bordeaux,44.86097789999999,-0.5609343999999999,1300,1415,2016-07-27 21:23:35,2016-07-27 21:29:04,0
+206092,2016-07-27 21:09:40,1250,Que Toi,39 Cours D'Alsace-Et-Lorraine,33000,Bordeaux,44.837921,-0.572655,78008,Rue Barreyre 61,33300,Bordeaux,44.85535600000001,-0.5690356,1650,1426,2016-07-27 21:19:57,2016-07-27 21:30:36,0
+206406,2016-07-27 22:27:39,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,78129,Rue De Conde 3,33000,Bordeaux,44.8433328,-0.5732737,1450,1460,2016-07-27 22:51:25,2016-07-27 23:00:09,0
+206407,2016-07-27 22:28:33,1231,Umami Ramen,8 Place Fernand Lafargue,33000,Bordeaux,44.83691,-0.573943,78130,Rue Sainte-Catherine 154,33000,Bordeaux,44.8361307,-0.5734376999999999,2050,1412,2016-07-27 22:50:08,2016-07-27 22:58:54,0
+206130,2016-07-27 21:15:29,1226,Ici Argentine,84 Boulevard Du President Wilson,33000,Bordeaux,44.840084,-0.5994,77281,Rue Du Lavoir 20,33000,Bordeaux,44.8523132,-0.5831382,3800,1468,2016-07-27 21:34:03,2016-07-27 21:43:40,0
+206478,2016-07-28 11:36:16,1245,Eatsalad,55 Rue Saint Remi,33000,Bordeaux,44.841286,-0.573413,78162,Rue De Conde 9,33000,Bordeaux,44.8435849,-0.5733138,1730,1917,2016-07-28 11:51:10,2016-07-28 11:59:15,0
+206479,2016-07-28 11:36:38,1243,Bagel And Goodies,"53 Cours Le Rouzic, 33100 Bordeaux",33100,Bordeaux,44.842804,-0.550576,77910,Rue Armand Dulamon 11,33300,Bordeaux,44.8635804,-0.5607253,1920,1416,,,1
+206509,2016-07-28 11:49:11,1245,Eatsalad,55 Rue Saint Remi,33000,Bordeaux,44.841286,-0.573413,78170,Cours Du Marechal Foch 21,33000,Bordeaux,44.8471158,-0.5755477,2030,1417,2016-07-28 12:05:06,2016-07-28 12:13:35,0
+206515,2016-07-28 11:52:29,1239,Tam Tam Saigon,7 Rue Paulin,33000,Bordeaux,44.846516,-0.588076,78173,Place Des Basques 19,33000,Bordeaux,44.8387129,-0.5703524999999999,2670,1416,2016-07-28 12:30:00,2016-07-28 12:41:37,0
+206136,2016-07-27 21:16:51,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78022,Cours Pasteur 12,33000,Bordeaux,44.8361566,-0.5752764,1320,1410,2016-07-27 21:34:23,2016-07-27 21:38:59,0
+206151,2016-07-27 21:18:54,1221,Le Veneto,25 Allee De Tourny,33000,Bordeaux,44.84473,-0.578606,78028,Rue De La Maison Daurade 5,33000,Bordeaux,44.8418629,-0.5740972,1510,1474,2016-07-27 21:25:45,2016-07-27 21:48:39,0
+206565,2016-07-28 12:11:21,1233,Punjab,39 Rue Saint Remi,33000,Bordeaux,44.841393,-0.572534,78192,Rue Leyteire 73,33000,Bordeaux,44.8326012,-0.5697637,4050,1412,2016-07-28 12:26:42,2016-07-28 12:48:41,0
+206569,2016-07-28 12:12:06,1222,Les Tartines De Marine,"6 Rue Saint-Sernin, Bordeaux",33000,Bordeaux,44.839336,-0.58194,78195,Rue Edouard Larroque 36,33000,Bordeaux,44.8315573,-0.6022223,1850,1426,2016-07-28 12:24:16,2016-07-28 12:34:23,0
+206580,2016-07-28 12:14:57,1239,Tam Tam Saigon,7 Rue Paulin,33000,Bordeaux,44.846516,-0.588076,77048,Rue Frere 108,33000,Bordeaux,44.8539023,-0.5798308999999999,2940,1817,,,1
+206186,2016-07-27 21:24:29,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,78042,Rue Poquelin Moliere 37,33000,Bordeaux,44.8398871,-0.5787188999999999,1450,1412,2016-07-27 21:39:37,2016-07-27 21:51:58,0
+206614,2016-07-28 12:26:12,1233,Punjab,39 Rue Saint Remi,33000,Bordeaux,44.841393,-0.572534,78211,Rue Garat 11,33000,Bordeaux,44.8304779,-0.5695108,3100,1430,2016-07-28 12:40:25,2016-07-28 12:49:25,0
+206210,2016-07-27 21:31:37,1218,Le Rizana,7 Rue Gaspard Philippe,33000,Bordeaux,44.833736,-0.56662,78052,Rue Sainte-Catherine 234,33000,Bordeaux,44.8332529,-0.572593,1850,1458,2016-07-27 21:44:55,2016-07-27 21:49:55,0
+206647,2016-07-28 12:34:06,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78219,Rue Corcelle 7,33000,Bordeaux,44.8383454,-0.5712411,1250,1461,2016-07-28 12:57:08,2016-07-28 13:20:06,0
+206219,2016-07-27 21:32:33,1221,Le Veneto,25 Allee De Tourny,33000,Bordeaux,44.84473,-0.578606,78057,Rue De Cestas 18,33000,Bordeaux,44.8350231,-0.59985,4490,1461,2016-07-27 22:04:59,2016-07-27 22:12:42,0
+206222,2016-07-27 21:33:04,1226,Ici Argentine,84 Boulevard Du President Wilson,33000,Bordeaux,44.840084,-0.5994,78059,Rue Des Freres Bonie 23,33000,Bordeaux,44.836885,-0.5800599,1500,1817,2016-07-27 21:44:05,2016-07-27 21:53:02,0
+206691,2016-07-28 12:50:35,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,73919,Rue Amedee Saint-Germain 121B,33800,Bordeaux,44.8182663,-0.5638276999999999,1650,1430,2016-07-28 12:58:16,2016-07-28 13:05:57,0
+206692,2016-07-28 12:51:45,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,10298,Rue Des Argentiers 16,33000,Bordeaux,44.8391736,-0.5698286,2470,1461,2016-07-28 13:15:25,2016-07-28 13:20:13,0
+206228,2016-07-27 21:34:10,1211,Haru Haru,93 Cours Gambetta,33400,Bordeaux,44.8181798,-0.5851184,78060,Rue De Begles 375,33800,Bordeaux,44.8139493,-0.5649765,2000,1419,2016-07-27 21:46:17,2016-07-27 22:00:51,0
+206698,2016-07-28 12:52:59,1256,Pitaya Stalingrad,36 Place De Stalingrad,33100,Bordeaux,44.840912,-0.559553,78233,Quai Des Queyries 87,33100,Bordeaux,44.8490447,-0.5606165,1500,1917,2016-07-28 13:10:54,2016-07-28 13:20:24,0
+206704,2016-07-28 12:55:07,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78236,Rue Du Commandant Arnould 12,33000,Bordeaux,44.8368145,-0.5774722,1670,1817,2016-07-28 13:14:46,2016-07-28 13:18:15,0
+206245,2016-07-27 21:36:32,1219,La Tagliatella,14 Rue Guiraude,33000,Bordeaux,44.8393877,-0.5747810999999999,78069,Rue Mondenard 52,33000,Bordeaux,44.8460264,-0.5884206,1695,1470,2016-07-27 21:52:17,2016-07-27 22:03:19,0
+206726,2016-07-28 13:03:55,1209,La Gamelle,23 Rue Des Freres Bonie,33000,Bordeaux,44.836849,-0.580108,76838,Rue Des Argentiers 16,33000,Bordeaux,44.8391736,-0.5698286,1600,1416,2016-07-28 13:22:47,2016-07-28 13:30:38,0
+206265,2016-07-27 21:39:41,1214,Koh I Noor,3 Rue Du Puits Descujols,33000,Bordeaux,44.841011,-0.570755,78077,Rue Jardel 36,33100,Bordeaux,44.8418309,-0.5601655000000001,2039,1426,2016-07-27 21:58:41,2016-07-27 22:05:56,0
+206741,2016-07-28 13:09:18,1213,Lupo,"23 Place Pey Berland, 33000 Bordeaux",33000,Bordeaux,44.837158,-0.576632,78249,Rue Batailley 8,33000,Bordeaux,44.8386542,-0.5920658999999999,1430,1471,2016-07-28 13:24:37,2016-07-28 13:32:39,0
+206267,2016-07-27 21:39:54,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,78078,Rue Albert De Mun 8,33000,Bordeaux,44.8481127,-0.5811906000000001,2250,1917,2016-07-27 21:51:45,2016-07-27 22:00:37,0
+206751,2016-07-28 13:14:36,1233,Punjab,39 Rue Saint Remi,33000,Bordeaux,44.841393,-0.572534,78252,Rue Ulysse Gayon 26,33000,Bordeaux,44.8518779,-0.5914444999999999,2490,1430,2016-07-28 13:31:04,2016-07-28 13:43:57,0
+206271,2016-07-27 21:40:58,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78079,Rue Reniere 29,33000,Bordeaux,44.8360806,-0.56895,3150,1410,2016-07-27 22:00:02,2016-07-27 22:05:53,0
+206761,2016-07-28 13:17:33,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78255,Cours D'Alsace-Et-Lorraine 31,33000,Bordeaux,44.8380653,-0.5700327,2250,1417,2016-07-28 13:39:32,2016-07-28 13:43:09,0
+206770,2016-07-28 13:20:37,1242,Fufu Saint Remi,37 Rue Saint Remi,33000,Bordeaux,44.841438,-0.572537,75039,Rue Lafontaine 9,33800,Bordeaux,44.8268699,-0.5718456,1450,1461,2016-07-28 13:34:49,2016-07-28 13:41:59,0
+206291,2016-07-27 21:44:23,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,78086,Cours De La Somme 261,33800,Bordeaux,44.8202033,-0.5725819,3820,1415,,,1
+206784,2016-07-28 13:25:57,1221,Le Veneto,25 Allee De Tourny,33000,Bordeaux,44.84473,-0.578606,78263,Rue Mauriac 4,33000,Bordeaux,44.8356333,-0.5673574,1430,1463,2016-07-28 13:41:22,2016-07-28 13:59:39,0
+206786,2016-07-28 13:26:58,1222,Les Tartines De Marine,"6 Rue Saint-Sernin, Bordeaux",33000,Bordeaux,44.839336,-0.58194,78265,Rue Du Docteur Charles Nancel Penard 29,33000,Bordeaux,44.8393967,-0.5816392,1550,1462,2016-07-28 13:38:47,2016-07-28 13:42:05,0
+206789,2016-07-28 13:29:15,1213,Lupo,"23 Place Pey Berland, 33000 Bordeaux",33000,Bordeaux,44.837158,-0.576632,78268,Place Jean Moulin 4,33000,Bordeaux,44.8383642,-0.5780067,1900,1426,2016-07-28 13:47:03,2016-07-28 13:47:09,0
+206794,2016-07-28 13:31:57,1234,Mille Et Une Saveurs,"96 Avenue Thiers, 33100 Bordeaux",33100,Bordeaux,44.843746,-0.554713,78270,Rue Notre Dame 13,33000,Bordeaux,44.8500435,-0.5727966,1650,1917,2016-07-28 13:42:12,2016-07-28 14:00:31,0
+206311,2016-07-27 21:48:49,1242,Fufu Saint Remi,37 Rue Saint Remi,33000,Bordeaux,44.841438,-0.572537,78096,Cours Victor Hugo 92,33000,Bordeaux,44.8344979,-0.5703237999999999,1550,1474,2016-07-27 21:57:18,2016-07-27 22:08:40,0
+206807,2016-07-28 13:37:40,1216,Sushimi,8 Rue Courbin,33000,Bordeaux,44.841721,-0.572962,78277,Rue Bergeret 34,33000,Bordeaux,44.8321154,-0.568346,1280,1416,2016-07-28 13:57:07,2016-07-28 14:08:10,0
+206831,2016-07-28 13:51:21,1209,La Gamelle,23 Rue Des Freres Bonie,33000,Bordeaux,44.836849,-0.580108,78285,Rue De Conde 9,33000,Bordeaux,44.8435849,-0.5733138,1550,1409,2016-07-28 14:09:10,2016-07-28 14:17:21,0
+206834,2016-07-28 13:54:28,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,78287,Cours De Luze 71,33300,Bordeaux,44.8578078,-0.5798426999999999,1420,1817,2016-07-28 14:08:33,2016-07-28 14:29:30,0
+206850,2016-07-28 14:11:52,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,78290,Rue De Ruat 22,33000,Bordeaux,44.83991959999999,-0.5789662000000001,1500,1405,2016-07-28 14:20:27,2016-07-28 14:27:31,0
+206316,2016-07-27 21:50:46,1227,Cilicie,4 Rue Des Bahutiers,33000,Bordeaux,44.839531,-0.570651,51633,Rue Albert Pitres 38,33000,Bordeaux,44.8522358,-0.5763587,6050,1966,2016-07-27 22:12:48,2016-07-27 22:23:30,0
+206334,2016-07-27 21:56:07,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,78107,Rue Lafiteau 2,33800,Bordeaux,44.8247548,-0.5543089999999999,1950,1458,2016-07-27 22:08:52,2016-07-27 22:18:57,0
+206862,2016-07-28 14:27:13,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,78295,Rue Georges Bonnac 281,33000,Bordeaux,44.8373509,-0.5948427,2430,,,,1
+206863,2016-07-28 14:27:49,1209,La Gamelle,23 Rue Des Freres Bonie,33000,Bordeaux,44.836849,-0.580108,78296,Rue Dumaine 9,33000,Bordeaux,44.8512636,-0.5843792,1600,,,,1
+206336,2016-07-27 21:56:38,1250,Que Toi,39 Cours D'Alsace-Et-Lorraine,33000,Bordeaux,44.837921,-0.572655,78109,Avenue Vercingetorix 39,33000,Bordeaux,44.8289688,-0.6008475999999999,1550,1426,2016-07-27 22:13:10,2016-07-27 22:24:45,0
+206341,2016-07-27 21:57:56,1211,Haru Haru,93 Cours Gambetta,33400,Bordeaux,44.8181798,-0.5851184,78110,Route De Toulouse 141,33400,Bordeaux,44.8098132,-0.5744535,2250,1412,2016-07-27 22:15:43,2016-07-27 22:36:05,0
+207120,2016-07-28 19:32:38,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,78400,Rue Julie 12,33800,Bordeaux,44.8278151,-0.5716082,2500,1418,2016-07-28 19:40:55,2016-07-28 19:45:36,0
+206961,2016-07-28 18:58:30,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,78332,Rue Berruer 140,33000,Bordeaux,44.8325533,-0.6053062,1450,1407,2016-07-28 19:12:34,2016-07-28 19:29:08,0
+206968,2016-07-28 18:59:35,1242,Fufu Saint Remi,37 Rue Saint Remi,33000,Bordeaux,44.841438,-0.572537,78337,Cours De L'Argonne 133,33000,Bordeaux,44.8267816,-0.5766757,2550,1422,2016-07-28 19:07:49,2016-07-28 19:21:49,0
+206985,2016-07-28 19:03:10,1214,Koh I Noor,3 Rue Du Puits Descujols,33000,Bordeaux,44.841011,-0.570755,77740,Rue Vital Carles 16,33000,Bordeaux,44.8409704,-0.5783828,3550,1420,2016-07-28 19:29:33,2016-07-28 19:38:11,0
+207008,2016-07-28 19:08:39,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,78353,Cours Xavier Arnozan 16,33000,Bordeaux,44.8486769,-0.5738774999999999,2150,1412,2016-07-28 19:39:14,2016-07-28 19:55:56,0
+207011,2016-07-28 19:09:49,1245,Eatsalad,55 Rue Saint Remi,33000,Bordeaux,44.841286,-0.573413,76720,Rue Jules Guesde 68,33800,Bordeaux,44.8292454,-0.563711,1540,1420,2016-07-28 19:49:54,2016-07-28 19:58:17,0
+207012,2016-07-28 19:10:27,1208,Chez Ambre And Michel,1 Rue Matignon,33000,Bordeaux,44.850258,-0.586204,78355,Rue Delord 97,33300,Bordeaux,44.8617642,-0.5602136,2350,1471,2016-07-28 19:29:26,2016-07-28 19:40:57,0
+207024,2016-07-28 19:13:27,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,78361,Cours Saint-Louis 139,33300,Bordeaux,44.8617212,-0.5679938,4250,1410,2016-07-28 19:32:09,2016-07-28 19:39:25,0
+207129,2016-07-28 19:34:41,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,78402,Place Pey Berland 12,33000,Bordeaux,44.8384243,-0.5767298,2110,1407,2016-07-28 19:49:15,2016-07-28 20:01:12,0
+207131,2016-07-28 19:35:00,1227,Cilicie,4 Rue Des Bahutiers,33000,Bordeaux,44.839531,-0.570651,74966,Rue Sainte-Catherine 137,33000,Bordeaux,44.83651589999999,-0.5739832000000001,3250,1412,,,1
+207073,2016-07-28 19:22:22,1242,Fufu Saint Remi,37 Rue Saint Remi,33000,Bordeaux,44.841438,-0.572537,78384,Rue Castillon 20,33000,Bordeaux,44.8404581,-0.5758994,1550,1817,2016-07-28 19:38:58,2016-07-28 19:45:50,0
+207225,2016-07-28 19:50:52,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78435,Cours De Verdun 136,33000,Bordeaux,44.852142,-0.5733604,1250,1407,2016-07-28 20:11:05,2016-07-28 20:21:16,0
+207079,2016-07-28 19:23:50,1258,Pitaya Saint-Remi,42 Rue Saint Remi,33000,Bordeaux,44.84127,-0.572691,78387,Rue Judaique 207,33000,Bordeaux,44.8408778,-0.5951913999999999,2350,1430,2016-07-28 19:37:34,2016-07-28 19:44:59,0
+207461,2016-07-28 20:18:02,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,78530,Rue Rosa Bonheur 18,33000,Bordeaux,44.8491669,-0.5880926,1989,1471,2016-07-28 20:56:16,2016-07-28 21:10:59,0
+207476,2016-07-28 20:19:00,1233,Punjab,39 Rue Saint Remi,33000,Bordeaux,44.841393,-0.572534,78537,Rue De Landiras 24,33000,Bordeaux,44.8292767,-0.5847496,3660,1422,2016-07-28 20:35:35,2016-07-28 20:54:17,0
+207490,2016-07-28 20:21:35,1208,Chez Ambre And Michel,1 Rue Matignon,33000,Bordeaux,44.850258,-0.586204,78541,Rue Marengo 12,33000,Bordeaux,44.8335207,-0.5687675,1450,1418,2016-07-28 20:50:35,2016-07-28 21:04:50,0
+207507,2016-07-28 20:24:06,1213,Lupo,"23 Place Pey Berland, 33000 Bordeaux",33000,Bordeaux,44.837158,-0.576632,78546,Rue Jean Jacques Rousseau 7,33000,Bordeaux,44.84354159999999,-0.5778329,2160,1416,2016-07-28 20:43:28,2016-07-28 20:49:21,0
+207245,2016-07-28 19:53:18,1213,Lupo,"23 Place Pey Berland, 33000 Bordeaux",33000,Bordeaux,44.837158,-0.576632,78446,Rue Bouquiere 44,33000,Bordeaux,44.8364828,-0.5697892,1360,1410,2016-07-28 20:14:12,2016-07-28 20:18:17,0
+207530,2016-07-28 20:26:34,1236,Marhaba,27 Rue Des Faures,33800,Bordeaux,44.834766,-0.565754,78560,Cours De L'Yser 135,33800,Bordeaux,44.82485740000001,-0.5705146,2450,1461,2016-07-28 20:47:15,2016-07-28 20:50:50,0
+207263,2016-07-28 19:55:23,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,78454,Rue Du Docteur Albert Barraud 133,33000,Bordeaux,44.84833219999999,-0.5836110999999999,4850,1415,2016-07-28 20:09:35,2016-07-28 20:17:48,0
+207545,2016-07-28 20:27:43,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,77666,Rue Du Xiv Juillet 116,33400,Bordeaux,44.8205734,-0.5884878,1600,1422,2016-07-28 20:45:21,2016-07-28 21:01:05,0
+207547,2016-07-28 20:27:45,1242,Fufu Saint Remi,37 Rue Saint Remi,33000,Bordeaux,44.841438,-0.572537,78565,Rue Abbe De L'Epee 58,33000,Bordeaux,44.8416727,-0.5826009999999999,2550,1407,2016-07-28 20:39:08,2016-07-28 20:47:38,0
+207550,2016-07-28 20:28:20,1222,Les Tartines De Marine,"6 Rue Saint-Sernin, Bordeaux",33000,Bordeaux,44.839336,-0.58194,78195,Rue De La Demi Lune 18,33400,Bordeaux,44.8205633,-0.5878728,2550,1426,2016-07-28 20:52:46,2016-07-28 21:09:55,0
+207551,2016-07-28 20:28:24,1241,My Terroir,24 Place De La Ferme De Richemont,33000,Bordeaux,44.835506,-0.575218,78567,Rue Bigot 10,33000,Bordeaux,44.8318092,-0.5692421999999999,3950,1415,2016-07-28 20:39:54,2016-07-28 20:45:40,0
+207554,2016-07-28 20:28:49,1223,Bag'Elles Coffee,19 Rue Du Mirail,33000,Bordeaux,44.83419,-0.571462,78568,Rue Commandant Charcot 37,33000,Bordeaux,44.8262919,-0.5889038,1260,1458,2016-07-28 20:49:11,2016-07-28 20:59:55,0
+207265,2016-07-28 19:55:41,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,78455,Allee Serr 63,33100,Bordeaux,44.8430759,-0.5582185,2450,1412,2016-07-28 20:13:08,2016-07-28 20:34:39,0
+207283,2016-07-28 19:57:13,1216,Sushimi,8 Rue Courbin,33000,Bordeaux,44.841721,-0.572962,78461,Cours Balguerie Stuttenberg 125,33300,Bordeaux,44.8599903,-0.5651621,1370,1460,2016-07-28 20:13:09,2016-07-28 20:27:13,0
+207583,2016-07-28 20:32:49,1236,Marhaba,27 Rue Des Faures,33800,Bordeaux,44.834766,-0.565754,78580,Rue Casteja 10,33000,Bordeaux,44.8425388,-0.5821083,5000,1430,2016-07-28 20:58:29,2016-07-28 21:09:27,0
+207595,2016-07-28 20:34:21,1250,Que Toi,39 Cours D'Alsace-Et-Lorraine,33000,Bordeaux,44.837921,-0.572655,78586,Impasse Sainte-Ursule 18,33000,Bordeaux,44.8317342,-0.5848804,3250,2013,2016-07-28 20:44:16,2016-07-28 21:02:01,0
+207285,2016-07-28 19:57:33,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,77048,Rue Frere 108,33000,Bordeaux,44.8539023,-0.5798308999999999,5150,1418,2016-07-28 20:12:24,2016-07-28 20:18:49,0
+207297,2016-07-28 19:58:39,1232,Anh Kha,48 Rue Saint Sernin,33000,Bordeaux,44.841103,-0.582515,78467,Cours De L'Argonne 60,33000,Bordeaux,44.8285656,-0.5741868,3050,1458,2016-07-28 20:20:01,2016-07-28 20:26:47,0
+207637,2016-07-28 20:39:04,1233,Punjab,39 Rue Saint Remi,33000,Bordeaux,44.841393,-0.572534,78598,Avenue Thiers 226,33100,Bordeaux,44.8480225,-0.5485361,6300,1405,2016-07-28 20:52:26,2016-07-28 21:04:13,0
+207313,2016-07-28 20:00:31,1259,Perditempo,25 Quai Richelieu,33000,Bordeaux,44.838787,-0.568008,25864,Rue Teulere 7,33000,Bordeaux,44.8358028,-0.5699863,3600,1426,2016-07-28 20:29:25,2016-07-28 20:33:32,0
+207654,2016-07-28 20:41:02,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,78603,Rue Turenne 49,33000,Bordeaux,44.8460455,-0.5830609999999999,1600,1412,2016-07-28 21:05:11,2016-07-28 21:20:35,0
+207670,2016-07-28 20:42:50,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,78608,Rue Poyenne 27,33300,Bordeaux,44.8564324,-0.5655224,2450,1416,2016-07-28 21:14:31,2016-07-28 21:20:14,0
+207677,2016-07-28 20:43:49,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78611,Rue Notre Dame 15,33000,Bordeaux,44.8500308,-0.5724791,1290,1409,2016-07-28 20:53:10,2016-07-28 21:12:11,0
+207336,2016-07-28 20:03:35,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78483,Rue Paul Denuce 5,33800,Bordeaux,44.8233937,-0.5790662,2260,1817,2016-07-28 20:15:10,2016-07-28 20:24:55,0
+207695,2016-07-28 20:46:02,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,78618,Rue De Suzon 230,33400,Bordeaux,44.8120343,-0.5779974,1450,1461,2016-07-28 21:04:12,2016-07-28 21:10:54,0
+207700,2016-07-28 20:46:45,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,78621,Cours Balguerie Stuttenberg 286,33300,Bordeaux,44.8638811,-0.5589876000000001,1850,1416,2016-07-28 21:14:25,2016-07-28 21:24:13,0
+207351,2016-07-28 20:05:21,1219,La Tagliatella,14 Rue Guiraude,33000,Bordeaux,44.8393877,-0.5747810999999999,78489,Rue De Metz 17,33000,Bordeaux,44.8378442,-0.5971111,2395,1471,2016-07-28 20:28:56,2016-07-28 20:40:53,0
+207711,2016-07-28 20:47:57,1239,Tam Tam Saigon,7 Rue Paulin,33000,Bordeaux,44.846516,-0.588076,78629,Avenue De Tivoli 117,33110,Bordeaux,44.8619123,-0.5929316,5630,1471,2016-07-28 21:36:38,2016-07-28 21:46:22,0
+207718,2016-07-28 20:48:33,1221,Le Veneto,25 Allee De Tourny,33000,Bordeaux,44.84473,-0.578606,78633,Cours De L'Intendance 26,33000,Bordeaux,44.8415735,-0.5766424,3390,1407,2016-07-28 21:09:26,2016-07-28 21:18:30,0
+207719,2016-07-28 20:48:37,1208,Chez Ambre And Michel,1 Rue Matignon,33000,Bordeaux,44.850258,-0.586204,78634,Rue Bergeret 20,33000,Bordeaux,44.8326405,-0.5689734,1550,1430,2016-07-28 21:17:02,2016-07-28 21:31:20,0
+207727,2016-07-28 20:49:32,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,78639,Rue Permentade 32,33000,Bordeaux,44.8325401,-0.5683798,1450,1420,2016-07-28 21:06:11,2016-07-28 21:15:23,0
+207729,2016-07-28 20:49:49,1246,Thai Paradise,70 Rue Des Ayres,33000,Bordeaux,44.836327,-0.575572,78641,Rue Milliere 35,33000,Bordeaux,44.8297433,-0.5767682,4150,1415,2016-07-28 21:07:04,2016-07-28 21:15:24,0
+207730,2016-07-28 20:49:58,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,78642,Rue Du Tondu 158,33000,Bordeaux,44.8286112,-0.5876055,2450,1458,2016-07-28 21:05:41,2016-07-28 21:17:08,0
+207353,2016-07-28 20:05:28,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78490,Rue Castelnau D'Auros 6,33000,Bordeaux,44.841255,-0.5817717,1270,2013,2016-07-28 20:19:12,2016-07-28 20:26:57,0
+207366,2016-07-28 20:06:39,1233,Punjab,39 Rue Saint Remi,33000,Bordeaux,44.841393,-0.572534,75889,Rue Du Tondu 24,33000,Bordeaux,44.832338,-0.5815905,1860,1420,2016-07-28 20:22:15,2016-07-28 20:37:09,0
+207754,2016-07-28 20:52:56,1211,Haru Haru,93 Cours Gambetta,33400,Bordeaux,44.8181798,-0.5851184,78650,Rue Sainte-Catherine 221,33000,Bordeaux,44.8333233,-0.5732607,1950,1426,2016-07-28 21:14:18,2016-07-28 21:29:20,0
+207764,2016-07-28 20:53:44,1239,Tam Tam Saigon,7 Rue Paulin,33000,Bordeaux,44.846516,-0.588076,78655,Avenue Sadi Carnot 8,33110,Bordeaux,44.8638177,-0.5940788,1450,1460,2016-07-28 21:35:00,2016-07-28 21:47:37,0
+207377,2016-07-28 20:08:10,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,77409,Rue Lafayette 8,33000,Bordeaux,44.8436175,-0.5709337,2420,1422,2016-07-28 20:19:51,2016-07-28 20:27:43,0
+207805,2016-07-28 20:59:56,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78671,Rue Pelleport 108,33800,Bordeaux,44.8221305,-0.5625848999999999,1560,1817,2016-07-28 21:08:40,2016-07-28 21:26:41,0
+207808,2016-07-28 21:00:06,1242,Fufu Saint Remi,37 Rue Saint Remi,33000,Bordeaux,44.841438,-0.572537,78673,Rue Pascal Mothes 1,33800,Bordeaux,44.8246358,-0.5724106999999999,3150,1407,2016-07-28 21:20:49,2016-07-28 21:32:43,0
+207382,2016-07-28 20:08:40,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78498,Rue Lafayette 8,33000,Bordeaux,44.8436175,-0.5709337,2420,1422,,,1
+207825,2016-07-28 21:02:41,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78680,Rue Pelleport 108,33800,Bordeaux,44.8221305,-0.5625848999999999,1490,1817,2016-07-28 21:13:02,2016-07-28 21:26:41,0
+207398,2016-07-28 20:10:50,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,78506,Cours D'Albret 100,33000,Bordeaux,44.8327483,-0.5794673,3050,1430,2016-07-28 20:27:52,2016-07-28 20:33:37,0
+207437,2016-07-28 20:15:30,1247,Noonies,16 Avenue Tiers,33100,Bordeaux,44.841251,-0.558816,78519,Rue Borie 57,33300,Bordeaux,44.8550543,-0.5704612,1590,1412,2016-07-28 20:40:50,2016-07-28 20:57:16,0
+207834,2016-07-28 21:04:00,1222,Les Tartines De Marine,"6 Rue Saint-Sernin, Bordeaux",33000,Bordeaux,44.839336,-0.58194,78685,Rue Bergeret 3,33000,Bordeaux,44.8329254,-0.5695346,2850,1412,2016-07-28 21:29:59,2016-07-28 21:47:34,0
+207438,2016-07-28 20:15:36,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78520,Rue Sainte-Colombe 8,33000,Bordeaux,44.8371882,-0.5699911999999999,1340,1426,2016-07-28 20:39:20,2016-07-28 20:42:36,0
+207440,2016-07-28 20:15:43,1231,Umami Ramen,8 Place Fernand Lafargue,33000,Bordeaux,44.83691,-0.573943,78521,Rue Edouard Mayaudon 36,33100,Bordeaux,44.8481926,-0.5489845,3650,1410,2016-07-28 20:32:21,2016-07-28 20:43:22,0
+207885,2016-07-28 21:11:48,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,78702,Rue Furtado 3,33800,Bordeaux,44.82517439999999,-0.562736,1550,1426,2016-07-28 21:26:22,2016-07-28 21:37:10,0
+207444,2016-07-28 20:16:12,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,78523,Boulevard George V 21,33000,Bordeaux,44.82691579999999,-0.5918899,2500,1420,2016-07-28 20:31:07,2016-07-28 20:42:26,0
+207908,2016-07-28 21:15:01,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78709,Cours Pasteur 21 Bis,33000,Bordeaux,44.8356037,-0.5756361999999999,2130,1422,2016-07-28 21:24:38,2016-07-28 21:31:39,0
+207450,2016-07-28 20:17:00,1211,Haru Haru,93 Cours Gambetta,33400,Bordeaux,44.8181798,-0.5851184,78525,Rue De Metz 17,33000,Bordeaux,44.8378442,-0.5971111,1750,1817,2016-07-28 20:30:27,2016-07-28 20:50:46,0
+208201,2016-07-28 22:25:16,1239,Tam Tam Saigon,7 Rue Paulin,33000,Bordeaux,44.846516,-0.588076,78823,Rue De La Croix Blanche 22,33000,Bordeaux,44.8441355,-0.5898898,4690,1416,2016-07-28 22:50:17,2016-07-28 22:55:36,0
+207926,2016-07-28 21:17:02,1233,Punjab,39 Rue Saint Remi,33000,Bordeaux,44.841393,-0.572534,78715,Rue Turenne 14,33000,Bordeaux,44.8457902,-0.5812155999999999,2550,2013,2016-07-28 21:38:36,2016-07-28 21:46:52,0
+207942,2016-07-28 21:19:07,1231,Umami Ramen,8 Place Fernand Lafargue,33000,Bordeaux,44.83691,-0.573943,78720,Rue Des Sablieres 63,33800,Bordeaux,44.8247479,-0.5757321,1360,1420,2016-07-28 21:32:28,2016-07-28 21:51:04,0
+208314,2016-07-29 11:45:59,1239,Tam Tam Saigon,7 Rue Paulin,33000,Bordeaux,44.846516,-0.588076,78878,Rue Lecocq 130,33000,Bordeaux,44.8328744,-0.5897378,8370,1418,2016-07-29 12:32:50,2016-07-29 12:40:37,0
+207987,2016-07-28 21:26:38,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78740,Rue Ravez 20,33000,Bordeaux,44.83644630000001,-0.5724156,2280,1458,2016-07-28 21:36:36,2016-07-28 21:43:38,0
+207988,2016-07-28 21:27:01,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78741,Rue Jean De Malet 1,33800,Bordeaux,44.8301777,-0.5654178,2110,1458,2016-07-28 21:40:29,2016-07-28 21:50:06,0
+207989,2016-07-28 21:27:03,1214,Koh I Noor,3 Rue Du Puits Descujols,33000,Bordeaux,44.841011,-0.570755,78742,Rue Judaique 268,33000,Bordeaux,44.8400846,-0.597563,1900,1415,2016-07-28 21:41:00,2016-07-28 21:50:53,0
+208018,2016-07-28 21:33:02,1242,Fufu Saint Remi,37 Rue Saint Remi,33000,Bordeaux,44.841438,-0.572537,78757,Rue Ausone 30,33000,Bordeaux,44.8377437,-0.5677322,1450,1416,2016-07-28 21:43:49,2016-07-28 21:49:43,0
+208358,2016-07-29 12:04:44,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,78896,Rue Turenne 279,33000,Bordeaux,44.8497522,-0.5954946999999999,4300,1817,2016-07-29 12:37:27,2016-07-29 12:51:39,0
+208100,2016-07-28 21:49:11,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,78785,Rue Le Reynard 6,33800,Bordeaux,44.8336251,-0.5638126999999999,1830,2013,2016-07-28 22:02:32,2016-07-28 22:16:22,0
+208107,2016-07-28 21:51:29,1256,Pitaya Stalingrad,36 Place De Stalingrad,33100,Bordeaux,44.840912,-0.559553,78788,Rue Porte De La Monnaie 29,33800,Bordeaux,44.8321496,-0.5631799,2350,1416,2016-07-28 22:06:40,2016-07-28 22:13:43,0
+208112,2016-07-28 21:52:36,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78790,Cours De La Marne 71,33800,Bordeaux,44.8297535,-0.5685724,4090,1817,2016-07-28 22:05:01,2016-07-28 22:11:28,0
+208366,2016-07-29 12:06:46,1231,Umami Ramen,8 Place Fernand Lafargue,33000,Bordeaux,44.83691,-0.573943,2377,Rue Malbec 35,33800,Bordeaux,44.8268294,-0.5619661,2750,1465,2016-07-29 12:19:57,2016-07-29 12:33:00,0
+208118,2016-07-28 21:54:54,1218,Le Rizana,7 Rue Gaspard Philippe,33000,Bordeaux,44.833736,-0.56662,78792,Rue De La Benauge 175,33100,Bordeaux,44.8415454,-0.5502176,2650,1817,2016-07-28 22:18:24,2016-07-28 22:30:22,0
+208392,2016-07-29 12:16:06,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,78913,Rue Charles Marionneau 4,33000,Bordeaux,44.8419347,-0.5864636,1450,1461,2016-07-29 12:49:48,2016-07-29 12:54:20,0
+208145,2016-07-28 22:04:36,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78799,Cours De L'Yser 186,33800,Bordeaux,44.822439,-0.5706013999999999,2410,1409,2016-07-28 22:27:58,2016-07-28 22:36:31,0
+208147,2016-07-28 22:05:05,1218,Le Rizana,7 Rue Gaspard Philippe,33000,Bordeaux,44.833736,-0.56662,78800,Rue Terrasson 90,33800,Bordeaux,44.8202167,-0.5767623,1450,2013,2016-07-28 22:28:16,2016-07-28 22:37:28,0
+208393,2016-07-29 12:16:09,1260,L'Epicerie Bordelaise,14 Rue Ravez,33000,Bordeaux,44.837101,-0.57272,78914,Rue Sainte-Colombe 6,33000,Bordeaux,44.8373396,-0.5699076,1450,1420,2016-07-29 12:31:37,2016-07-29 12:35:26,0
+208399,2016-07-29 12:17:53,1223,Bag'Elles Coffee,19 Rue Du Mirail,33000,Bordeaux,44.83419,-0.571462,73919,Rue Amedee Saint-Germain 121B,33800,Bordeaux,44.8182663,-0.5638276999999999,2760,1462,2016-07-29 12:33:58,2016-07-29 12:43:42,0
+208176,2016-07-28 22:13:41,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78811,Place Fernand Lafargue 7,33000,Bordeaux,44.8368697,-0.5716759,2060,1460,2016-07-28 22:32:55,2016-07-28 22:39:50,0
+208417,2016-07-29 12:21:44,1256,Pitaya Stalingrad,36 Place De Stalingrad,33100,Bordeaux,44.840912,-0.559553,78923,Rue De La Rousselle 74,33000,Bordeaux,44.8368599,-0.5670333,3250,1471,2016-07-29 13:16:11,2016-07-29 13:20:49,0
+208191,2016-07-28 22:19:36,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78818,Rue Barreyre 57,33300,Bordeaux,44.8553864,-0.5687884000000001,2030,1458,2016-07-28 22:31:15,2016-07-28 22:40:34,0
+208436,2016-07-29 12:28:54,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78929,Rue Dublan 13,33800,Bordeaux,44.8277396,-0.5732661,3030,1420,2016-07-29 12:51:18,2016-07-29 12:58:35,0
+208572,2016-07-29 13:13:37,1250,Que Toi,39 Cours D'Alsace-Et-Lorraine,33000,Bordeaux,44.837921,-0.572655,78975,Cours De L'Argonne 133,33000,Bordeaux,44.8267816,-0.5766757,2050,1430,2016-07-29 13:19:00,2016-07-29 13:33:16,0
+208437,2016-07-29 12:30:11,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,77151,Rue Perey 42,33000,Bordeaux,44.82424959999999,-0.5851284,2200,1416,2016-07-29 12:58:45,2016-07-29 13:08:29,0
+208594,2016-07-29 13:29:11,1216,Sushimi,8 Rue Courbin,33000,Bordeaux,44.841721,-0.572962,78983,Rue De La Porte Dijeaux 68,33000,Bordeaux,44.8407296,-0.5788188,1320,1420,,,1
+208600,2016-07-29 13:32:40,1213,Lupo,"23 Place Pey Berland, 33000 Bordeaux",33000,Bordeaux,44.837158,-0.576632,78984,Rue Sainte-Catherine 220,33000,Bordeaux,44.8336525,-0.5730919999999999,1360,1463,2016-07-29 13:44:18,2016-07-29 13:52:07,0
+208602,2016-07-29 13:36:14,1221,Le Veneto,25 Allee De Tourny,33000,Bordeaux,44.84473,-0.578606,78985,Rue Du Jardin Public 107,33000,Bordeaux,44.8540971,-0.5746055,2910,1471,2016-07-29 13:48:57,2016-07-29 14:05:12,0
+208438,2016-07-29 12:30:27,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,78930,Rue Du Loup 64,33000,Bordeaux,44.8379284,-0.5744606999999999,1750,1465,2016-07-29 12:56:00,2016-07-29 13:05:43,0
+208608,2016-07-29 13:41:29,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78989,Rue De La Rousselle 39,33000,Bordeaux,44.8370395,-0.5683842,2160,1465,2016-07-29 14:05:32,2016-07-29 14:09:13,0
+208451,2016-07-29 12:36:04,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,78854,Rue Mandron 87,33000,Bordeaux,44.8538185,-0.5811208,1450,1414,2016-07-29 12:49:50,2016-07-29 13:23:52,0
+208617,2016-07-29 13:44:37,1242,Fufu Saint Remi,37 Rue Saint Remi,33000,Bordeaux,44.841438,-0.572537,78994,Rue Du Mirail 48,33000,Bordeaux,44.833023,-0.5708925,1450,1430,2016-07-29 13:53:57,2016-07-29 14:03:30,0
+208620,2016-07-29 13:46:59,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,78996,Rue De Carros 11,33800,Bordeaux,44.8205624,-0.5786616,1350,1418,2016-07-29 14:10:36,2016-07-29 14:15:52,0
+208457,2016-07-29 12:37:16,1235,Melodie,17 Rue Leupold,33000,Bordeaux,44.840603,-0.570444,78938,Cours De La Marne 190,33800,Bordeaux,44.82803639999999,-0.5596099999999999,3450,1418,2016-07-29 12:54:09,2016-07-29 13:02:05,0
+208461,2016-07-29 12:38:14,1222,Les Tartines De Marine,"6 Rue Saint-Sernin, Bordeaux",33000,Bordeaux,44.839336,-0.58194,78940,Rue Edouard Larroque 36,33000,Bordeaux,44.8315573,-0.6022223,1550,1462,2016-07-29 12:58:44,2016-07-29 13:07:00,0
+208465,2016-07-29 12:40:38,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78942,Rue Sainte-Catherine 115,33000,Bordeaux,44.8374691,-0.5738075,1370,1430,2016-07-29 13:06:37,2016-07-29 13:09:45,0
+208697,2016-07-29 18:33:10,1226,Ici Argentine,84 Boulevard Du President Wilson,33000,Bordeaux,44.840084,-0.5994,79026,Cours Marc Nouaux 86,33000,Bordeaux,44.8471704,-0.5969618999999999,7000,1420,2016-07-29 19:00:13,2016-07-29 19:06:53,0
+208698,2016-07-29 18:33:21,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,77614,Rue De Laseppe 42,33000,Bordeaux,44.8529914,-0.5836756,4500,1998,2016-07-29 18:53:49,2016-07-29 19:11:06,0
+208705,2016-07-29 18:39:03,1242,Fufu Saint Remi,37 Rue Saint Remi,33000,Bordeaux,44.841438,-0.572537,79028,Rue Monadey 29,33800,Bordeaux,44.8283983,-0.5708394999999999,2950,1405,2016-07-29 18:50:34,2016-07-29 19:01:25,0
+208494,2016-07-29 12:47:48,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,78947,Rue De Gironde 37,33300,Bordeaux,44.8646468,-0.5518704999999999,2950,1424,2016-07-29 12:57:27,2016-07-29 13:05:45,0
+208724,2016-07-29 18:48:53,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,79034,Rue Constantin 37,33000,Bordeaux,44.8506478,-0.5738262000000001,1540,1412,2016-07-29 19:08:20,2016-07-29 19:22:10,0
+208521,2016-07-29 12:55:52,1223,Bag'Elles Coffee,19 Rue Du Mirail,33000,Bordeaux,44.83419,-0.571462,78957,Rue Amedee Saint-Germain 57,33800,Bordeaux,44.8229738,-0.5592062999999999,3500,1418,2016-07-29 13:19:20,2016-07-29 13:29:07,0
+208783,2016-07-29 19:08:38,1242,Fufu Saint Remi,37 Rue Saint Remi,33000,Bordeaux,44.841438,-0.572537,78337,Cours De L'Argonne 133,33000,Bordeaux,44.8267816,-0.5766757,1500,1403,2016-07-29 19:15:54,2016-07-29 19:23:32,0
+208800,2016-07-29 19:13:21,1205,Taj Mahal,24 Rue Du Parlement Sainte-Catherine,33000,Bordeaux,44.840405,-0.57394,79072,Rue Duplessy 22,33000,Bordeaux,44.848126,-0.5804165,4590,1405,2016-07-29 19:34:14,2016-07-29 19:40:37,0
+208524,2016-07-29 12:56:08,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,78958,Cours Aristide Briand 59,33000,Bordeaux,44.8313421,-0.5761406,2050,1461,2016-07-29 13:17:23,2016-07-29 13:34:47,0
+208531,2016-07-29 12:58:44,1209,La Gamelle,23 Rue Des Freres Bonie,33000,Bordeaux,44.836849,-0.580108,10298,Rue Des Argentiers 16,33000,Bordeaux,44.8391736,-0.5698286,1689,1817,2016-07-29 13:05:41,2016-07-29 13:15:32,0
+208854,2016-07-29 19:22:27,1216,Sushimi,8 Rue Courbin,33000,Bordeaux,44.841721,-0.572962,79092,Cours Du Medoc 15Bis,33300,Bordeaux,44.8567725,-0.5650073,1410,1420,2016-07-29 19:51:49,2016-07-29 20:03:29,0
+208547,2016-07-29 13:04:55,1260,L'Epicerie Bordelaise,14 Rue Ravez,33000,Bordeaux,44.837101,-0.57272,78965,Rue Monadey 12,33800,Bordeaux,44.8288059,-0.5715572,2550,1420,2016-07-29 13:16:05,2016-07-29 13:25:11,0
+208865,2016-07-29 19:25:06,1215,Moon Wok,17 Place Fernand Lafargue,33000,Bordeaux,44.837299,-0.572124,79097,Rue Carnot 1,33400,Bordeaux,44.8229657,-0.5861759999999999,3050,1817,2016-07-29 19:48:48,2016-07-29 19:59:54,0
+208963,2016-07-29 19:42:25,1219,La Tagliatella,14 Rue Guiraude,33000,Bordeaux,44.8393877,-0.5747810999999999,79128,Rue Pauline Kergomard 35,33800,Bordeaux,44.823186,-0.574915,3180,1422,2016-07-29 20:01:47,2016-07-29 20:14:20,0
+208912,2016-07-29 19:34:58,1205,Taj Mahal,24 Rue Du Parlement Sainte-Catherine,33000,Bordeaux,44.840405,-0.57394,79109,Avenue Charles De Gaulle 114,33200,Bordeaux,44.8494454,-0.6033054999999999,3650,1415,2016-07-29 19:51:02,2016-07-29 20:01:33,0
+208932,2016-07-29 19:37:35,1223,Bag'Elles Coffee,19 Rue Du Mirail,33000,Bordeaux,44.83419,-0.571462,79116,Rue Giner De Los Rios 50,33800,Bordeaux,44.8280535,-0.5693978,1450,1917,2016-07-29 19:52:20,2016-07-29 19:57:25,0
+208938,2016-07-29 19:38:09,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,79119,Rue Maryse Bastie 20,33300,Bordeaux,44.86264569999999,-0.5795558,2150,1405,2016-07-29 19:50:58,2016-07-29 20:06:24,0
+208979,2016-07-29 19:44:36,1260,L'Epicerie Bordelaise,14 Rue Ravez,33000,Bordeaux,44.837101,-0.57272,79135,Rue Georges Bonnac 177,33000,Bordeaux,44.8387976,-0.5898502,1630,1430,2016-07-29 19:50:53,2016-07-29 19:59:58,0
+209324,2016-07-29 20:24:47,1214,Koh I Noor,3 Rue Du Puits Descujols,33000,Bordeaux,44.841011,-0.570755,79257,Passage Birly 50,33800,Bordeaux,44.8218884,-0.5746236000000001,2290,1917,2016-07-29 20:46:59,2016-07-29 20:59:22,0
+208986,2016-07-29 19:44:54,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,79139,Rue Vilaris 19 Bis,33800,Bordeaux,44.825563,-0.5636495,2850,1817,2016-07-29 20:06:29,2016-07-29 20:21:52,0
+209342,2016-07-29 20:26:14,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79265,Rue Saint-Sernin 20,33000,Bordeaux,44.8398386,-0.5819402,2130,1412,2016-07-29 20:39:58,2016-07-29 20:54:23,0
+208987,2016-07-29 19:44:55,1227,Cilicie,4 Rue Des Bahutiers,33000,Bordeaux,44.839531,-0.570651,79140,Cours Journu Auber 18,33300,Bordeaux,44.8582889,-0.5682868,2450,1416,2016-07-29 20:01:30,2016-07-29 20:20:04,0
+209350,2016-07-29 20:27:27,1205,Taj Mahal,24 Rue Du Parlement Sainte-Catherine,33000,Bordeaux,44.840405,-0.57394,79268,Rue De Cardoze 14,33200,Bordeaux,44.83799339999999,-0.6021928999999999,2800,1403,2016-07-29 20:46:15,2016-07-29 20:55:17,0
+209013,2016-07-29 19:48:56,1233,Punjab,39 Rue Saint Remi,33000,Bordeaux,44.841393,-0.572534,79145,Rue De Lalande 41,33000,Bordeaux,44.8335047,-0.5753986999999999,1500,1412,2016-07-29 20:02:36,2016-07-29 20:19:50,0
+209363,2016-07-29 20:28:57,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,79215,Rue Saint Remi 66,33000,Bordeaux,44.8411214,-0.5739778000000001,1570,1426,,,1
+209387,2016-07-29 20:31:06,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79284,Rue Fonfrede 11,33800,Bordeaux,44.8256705,-0.5719398,1370,1420,2016-07-29 20:50:49,2016-07-29 20:58:06,0
+209390,2016-07-29 20:31:24,1250,Que Toi,39 Cours D'Alsace-Et-Lorraine,33000,Bordeaux,44.837921,-0.572655,79287,Quai Richelieu 55,33000,Bordeaux,44.8371276,-0.5666549,1550,1416,2016-07-29 20:40:39,2016-07-29 20:43:24,0
+209017,2016-07-29 19:50:05,1246,Thai Paradise,70 Rue Des Ayres,33000,Bordeaux,44.836327,-0.575572,79147,Rue Du Muguet 17,33000,Bordeaux,44.8367251,-0.5686976,3850,1410,2016-07-29 20:09:56,2016-07-29 20:15:21,0
+209403,2016-07-29 20:33:44,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,79293,Rue Sanche De Pomiers 30,33000,Bordeaux,44.8318677,-0.5689497,1989,1412,2016-07-29 20:59:11,2016-07-29 21:10:33,0
+209405,2016-07-29 20:33:53,1229,Les Mijotes Du Bocal,2 Bis Rue De Cursol,33000,Bordeaux,44.834278,-0.57038,79295,Place Pierre Jacques Dormoy 18,33800,Bordeaux,44.82643909999999,-0.5639328,1950,1409,2016-07-29 20:54:43,,1
+209412,2016-07-29 20:35:34,1263,Noorn Akorn,8 Cours D'Albret,33000,Bordeaux,44.838734,-0.581611,79298,Rue Verteuil 1,33000,Bordeaux,44.8389448,-0.5809113,2750,1430,2016-07-29 20:50:11,2016-07-29 20:54:31,0
+209027,2016-07-29 19:51:27,1231,Umami Ramen,8 Place Fernand Lafargue,33000,Bordeaux,44.83691,-0.573943,79151,Rue Emile Zola 34,33400,Bordeaux,44.8231508,-0.5887801,3800,1403,2016-07-29 19:58:07,2016-07-29 20:09:35,0
+209426,2016-07-29 20:37:08,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79303,Cours Aristide Briand 102 B,33000,Bordeaux,44.8313444,-0.5745409,1470,1405,2016-07-29 20:49:00,2016-07-29 20:54:35,0
+209432,2016-07-29 20:38:21,1209,La Gamelle,23 Rue Des Freres Bonie,33000,Bordeaux,44.836849,-0.580108,79307,Rue Albert De Mun 26,33000,Bordeaux,44.8487459,-0.5816116,2039,1430,,,1
+209033,2016-07-29 19:51:49,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,79153,Rue Barreyre 182,33300,Bordeaux,44.8584901,-0.5739877999999999,3950,1416,2016-07-29 20:11:01,2016-07-29 20:15:20,0
+209095,2016-07-29 19:57:33,1250,Que Toi,39 Cours D'Alsace-Et-Lorraine,33000,Bordeaux,44.837921,-0.572655,79169,Rue Barreyre 61,33300,Bordeaux,44.85535600000001,-0.5690356,2650,1998,2016-07-29 20:07:50,2016-07-29 20:20:29,0
+209479,2016-07-29 20:43:10,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79324,Cours Victor Hugo 150,33000,Bordeaux,44.8348979,-0.5741788,1600,1415,2016-07-29 21:04:33,2016-07-29 21:09:33,0
+209499,2016-07-29 20:45:12,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,79334,Rue Latour 5,33000,Bordeaux,44.8504343,-0.5704513,1450,1998,2016-07-29 20:57:05,2016-07-29 21:04:42,0
+209185,2016-07-29 20:07:11,1205,Taj Mahal,24 Rue Du Parlement Sainte-Catherine,33000,Bordeaux,44.840405,-0.57394,79207,Rue De Tauzia 45,33800,Bordeaux,44.8291658,-0.558665,2400,1430,2016-07-29 20:15:02,2016-07-29 20:29:29,0
+209543,2016-07-29 20:49:50,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79357,Rue Rene Roy De Clotte 17,33000,Bordeaux,44.8295877,-0.5754490999999999,1440,1817,2016-07-29 21:05:31,2016-07-29 21:14:56,0
+209562,2016-07-29 20:51:58,1206,La Maison Du Glacier,1 Place Saint Pierre,33000,Bordeaux,44.839706,-0.570672,79369,Rue Jean Burguet 8,33000,Bordeaux,44.8344422,-0.5781535,1650,1415,2016-07-29 21:01:23,2016-07-29 21:17:30,0
+209569,2016-07-29 20:52:49,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,79372,Rue Boudet 35,33000,Bordeaux,44.8473251,-0.5759476,1340,1458,2016-07-29 21:18:56,2016-07-29 21:25:06,0
+209591,2016-07-29 20:55:38,1220,Jardin Phnom Penh,1 Rue Du Cerf Volant,33000,Bordeaux,44.838287,-0.570993,79382,Rue De La Fraternite 35,33400,Bordeaux,44.8199976,-0.5817819,1950,1470,2016-07-29 21:06:11,2016-07-29 21:20:43,0
+209592,2016-07-29 20:55:39,1236,Marhaba,27 Rue Des Faures,33800,Bordeaux,44.834766,-0.565754,79383,Place Nansouty 234,33800,Bordeaux,44.8204061,-0.5716893,5750,1412,2016-07-29 21:15:56,2016-07-29 21:30:18,0
+209593,2016-07-29 20:56:04,1221,Le Veneto,25 Allee De Tourny,33000,Bordeaux,44.84473,-0.578606,79384,Quai Des Chartrons 95,33300,Bordeaux,44.8546068,-0.5657744,1330,1430,2016-07-29 21:07:05,2016-07-29 21:28:11,0
+209191,2016-07-29 20:07:53,1213,Lupo,"23 Place Pey Berland, 33000 Bordeaux",33000,Bordeaux,44.837158,-0.576632,79211,Rue Minvielle 30,33000,Bordeaux,44.8536486,-0.5723744,2160,1424,2016-07-29 20:18:19,2016-07-29 20:27:07,0
+209635,2016-07-29 21:00:46,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,79399,Rue Beyssac 22,33800,Bordeaux,44.8327439,-0.5633967,2050,1917,2016-07-29 21:20:12,2016-07-29 21:34:39,0
+209651,2016-07-29 21:02:42,1211,Haru Haru,93 Cours Gambetta,33400,Bordeaux,44.8181798,-0.5851184,79404,Cours De La Somme 134,33800,Bordeaux,44.8257984,-0.5724935,4050,1420,2016-07-29 21:16:19,2016-07-29 21:26:29,0
+209653,2016-07-29 21:02:44,1260,L'Epicerie Bordelaise,14 Rue Ravez,33000,Bordeaux,44.837101,-0.57272,79406,Rue Tanesse 13,33000,Bordeaux,44.8314504,-0.5775499,1350,1461,2016-07-29 21:12:36,2016-07-29 21:16:37,0
+209206,2016-07-29 20:08:38,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,79215,Rue Saint Remi 66,33000,Bordeaux,44.8411214,-0.5739778000000001,1820,1403,2016-07-29 20:16:36,2016-07-29 20:38:06,0
+209666,2016-07-29 21:03:45,1216,Sushimi,8 Rue Courbin,33000,Bordeaux,44.841721,-0.572962,79412,Rue Camille Sauvageau 73,33800,Bordeaux,44.83221109999999,-0.5635616999999999,4180,1416,2016-07-29 21:30:40,2016-07-29 21:38:59,0
+209671,2016-07-29 21:04:22,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79414,Rue Des Trois-Conils 20,33000,Bordeaux,44.8387071,-0.5755399999999999,3760,1409,2016-07-29 21:28:28,2016-07-29 21:31:16,0
+209216,2016-07-29 20:10:03,1223,Bag'Elles Coffee,19 Rue Du Mirail,33000,Bordeaux,44.83419,-0.571462,77625,Rue De Grassi 23,33000,Bordeaux,44.8405499,-0.5771273,3210,1420,2016-07-29 20:25:33,2016-07-29 20:32:26,0
+209679,2016-07-29 21:05:23,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,79416,Rue Heriard Dubreuil 25,33000,Bordeaux,44.8479427,-0.5928829999999999,4390,1458,2016-07-29 21:27:24,2016-07-29 21:32:43,0
+209234,2016-07-29 20:12:59,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,79222,Cours Saint-Louis 16,33300,Bordeaux,44.8563692,-0.5708489,2130,1458,2016-07-29 20:30:45,2016-07-29 20:38:52,0
+209689,2016-07-29 21:06:48,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79419,Rue Servandoni 64,33000,Bordeaux,44.8337777,-0.5840013000000001,3810,1409,2016-07-29 21:44:26,2016-07-29 21:50:59,0
+209254,2016-07-29 20:15:20,1211,Haru Haru,93 Cours Gambetta,33400,Bordeaux,44.8181798,-0.5851184,79228,Rue Valentin Hauy 1,33000,Bordeaux,44.8347436,-0.6018987,1450,1422,2016-07-29 20:26:46,2016-07-29 20:41:31,0
+209692,2016-07-29 21:07:00,1239,Tam Tam Saigon,7 Rue Paulin,33000,Bordeaux,44.846516,-0.588076,79420,Rue Du Bocage 57,33200,Bordeaux,44.8541641,-0.5983086,1490,1426,,,1
+209697,2016-07-29 21:08:08,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,79422,Rue Colbert 5,33000,Bordeaux,44.8465328,-0.588842,3529,1403,2016-07-29 21:34:58,2016-07-29 21:43:14,0
+209711,2016-07-29 21:09:18,1214,Koh I Noor,3 Rue Du Puits Descujols,33000,Bordeaux,44.841011,-0.570755,79428,Rue Des Bahutiers 35,33000,Bordeaux,44.83866769999999,-0.5709273,2880,1998,2016-07-29 21:32:45,2016-07-29 21:38:25,0
+209255,2016-07-29 20:15:22,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79229,Rue De Laseppe 70,33000,Bordeaux,44.8529788,-0.5850312,2390,1410,2016-07-29 20:27:53,2016-07-29 20:37:57,0
+209256,2016-07-29 20:15:49,1235,Melodie,17 Rue Leupold,33000,Bordeaux,44.840603,-0.570444,79230,Rue Naujac 178,33000,Bordeaux,44.8495864,-0.5924585,1850,1415,2016-07-29 20:27:04,2016-07-29 20:35:23,0
+209735,2016-07-29 21:11:37,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79439,Rue Servandoni 66,33000,Bordeaux,44.8338125,-0.584163,1250,1472,2016-07-29 21:33:16,2016-07-29 21:40:08,0
+209257,2016-07-29 20:15:54,1223,Bag'Elles Coffee,19 Rue Du Mirail,33000,Bordeaux,44.83419,-0.571462,79231,Rue Bergeon 2,33800,Bordeaux,44.8298519,-0.5697599,1830,1409,2016-07-29 20:39:21,2016-07-29 20:42:58,0
+209260,2016-07-29 20:16:00,1219,La Tagliatella,14 Rue Guiraude,33000,Bordeaux,44.8393877,-0.5747810999999999,79232,Avenue De Tivoli 14,33110,Bordeaux,44.8576458,-0.5915104,2440,1472,2016-07-29 20:31:39,2016-07-29 20:43:27,0
+209781,2016-07-29 21:18:00,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,76838,Rue Des Argentiers 16,33000,Bordeaux,44.8391736,-0.5698286,6000,1426,2016-07-29 21:28:05,2016-07-29 21:54:56,0
+209785,2016-07-29 21:18:25,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,79460,Rue Jean Jacques Rousseau 7,33000,Bordeaux,44.84354159999999,-0.5778329,1600,1430,2016-07-29 21:36:16,2016-07-29 21:44:17,0
+209266,2016-07-29 20:16:54,1211,Haru Haru,93 Cours Gambetta,33400,Bordeaux,44.8181798,-0.5851184,79233,Rue Du Professeur Daguin 50,33800,Bordeaux,44.8142965,-0.5620291,2050,1902,2016-07-29 20:51:50,2016-07-29 20:59:58,0
+209795,2016-07-29 21:20:46,1234,Mille Et Une Saveurs,"96 Avenue Thiers, 33100 Bordeaux",33100,Bordeaux,44.843746,-0.554713,79463,Rue Du Chai Des Farines 17,33000,Bordeaux,44.8390942,-0.5693821,4350,1817,2016-07-29 21:47:28,2016-07-29 21:56:42,0
+209267,2016-07-29 20:16:56,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,79234,Rue Condorcet 43,33000,Bordeaux,44.857335,-0.5776279999999999,2050,1998,2016-07-29 20:32:25,2016-07-29 20:40:21,0
+209808,2016-07-29 21:22:30,1260,L'Epicerie Bordelaise,14 Rue Ravez,33000,Bordeaux,44.837101,-0.57272,79469,Rue Fondaudege 144,33000,Bordeaux,44.8489417,-0.5846662,1650,1471,2016-07-29 21:34:51,2016-07-29 21:51:25,0
+209270,2016-07-29 20:17:35,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,79235,Place Gavinies 20,33000,Bordeaux,44.8328338,-0.5946578,1600,1426,2016-07-29 20:28:05,2016-07-29 20:41:01,0
+209826,2016-07-29 21:25:15,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79474,Cours Pasteur 40,33000,Bordeaux,44.8329886,-0.573878,2690,1998,2016-07-29 21:51:13,2016-07-29 22:07:15,0
+209280,2016-07-29 20:19:07,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,79240,Rue Pourmann 9,33300,Bordeaux,44.8677266,-0.5489567,1250,1424,2016-07-29 20:33:37,2016-07-29 20:46:12,0
+209843,2016-07-29 21:27:36,1223,Bag'Elles Coffee,19 Rue Du Mirail,33000,Bordeaux,44.83419,-0.571462,79307,Rue Albert De Mun 26,33000,Bordeaux,44.8487459,-0.5816116,2230,1470,2016-07-29 21:49:49,2016-07-29 21:59:13,0
+209844,2016-07-29 21:27:56,1241,My Terroir,24 Place De La Ferme De Richemont,33000,Bordeaux,44.835506,-0.575218,79481,Cours De L'Argonne 17,33000,Bordeaux,44.829904,-0.5734106,1750,1415,2016-07-29 21:44:18,2016-07-29 21:49:10,0
+209858,2016-07-29 21:29:39,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,79486,Rue De Leybardie 27,33300,Bordeaux,44.8613599,-0.5650568,1350,1410,2016-07-29 21:56:54,2016-07-29 22:16:36,0
+209289,2016-07-29 20:20:01,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79243,Rue Judaique 213,33000,Bordeaux,44.8408287,-0.5954455,1900,1471,2016-07-29 20:34:10,2016-07-29 20:44:35,0
+209859,2016-07-29 21:29:42,1213,Lupo,"23 Place Pey Berland, 33000 Bordeaux",33000,Bordeaux,44.837158,-0.576632,79487,Rue Ernest Renan 55,33000,Bordeaux,44.84949839999999,-0.5923147,2380,1409,,,1
+209860,2016-07-29 21:29:46,1245,Eatsalad,55 Rue Saint Remi,33000,Bordeaux,44.841286,-0.573413,79488,Rue Turenne 127,33000,Bordeaux,44.8467424,-0.5870031,1450,1471,2016-07-29 21:41:00,2016-07-29 21:57:30,0
+209873,2016-07-29 21:31:33,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,79494,Rue De Cauderes 34,33400,Bordeaux,44.81545440000001,-0.5744315,1340,1472,2016-07-29 21:45:51,2016-07-29 21:59:13,0
+209290,2016-07-29 20:20:03,1211,Haru Haru,93 Cours Gambetta,33400,Bordeaux,44.8181798,-0.5851184,79244,Rue Roustaing 59,33400,Bordeaux,44.8175414,-0.590035,3050,1817,2016-07-29 20:32:42,2016-07-29 20:37:47,0
+209878,2016-07-29 21:33:02,1250,Que Toi,39 Cours D'Alsace-Et-Lorraine,33000,Bordeaux,44.837921,-0.572655,79496,Rue Bertrand De Goth 89,33800,Bordeaux,44.8200043,-0.5775741,2350,1817,2016-07-29 21:59:07,2016-07-29 22:22:26,0
+209886,2016-07-29 21:33:44,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79500,Rue Charles Marionneau 41,33000,Bordeaux,44.8404897,-0.5868244,4010,1430,2016-07-29 22:02:26,2016-07-29 22:12:39,0
+209888,2016-07-29 21:34:35,1221,Le Veneto,25 Allee De Tourny,33000,Bordeaux,44.84473,-0.578606,79501,Rue Des Argentiers 1,33000,Bordeaux,44.8395709,-0.5703804,1810,1458,2016-07-29 21:40:26,2016-07-29 22:08:36,0
+209900,2016-07-29 21:36:36,1223,Bag'Elles Coffee,19 Rue Du Mirail,33000,Bordeaux,44.83419,-0.571462,79507,Rue Theresia Cabarrus 53,33000,Bordeaux,44.8238595,-0.5966503,1860,1415,2016-07-29 22:12:00,2016-07-29 22:36:03,0
+209294,2016-07-29 20:20:29,1221,Le Veneto,25 Allee De Tourny,33000,Bordeaux,44.84473,-0.578606,79246,Rue Du Docteur Charles Nancel Penard 21,33000,Bordeaux,44.8397886,-0.5814379,1530,1420,2016-07-29 20:40:08,2016-07-29 20:47:05,0
+209910,2016-07-29 21:37:54,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79512,Rue Tustal 19,33000,Bordeaux,44.838474,-0.5752626,1570,1426,2016-07-29 22:02:58,2016-07-29 22:09:28,0
+210051,2016-07-29 22:09:51,1236,Marhaba,27 Rue Des Faures,33800,Bordeaux,44.834766,-0.565754,77984,Rue Rodrigues-Pereire 31,33000,Bordeaux,44.84428870000001,-0.5848409999999999,3400,1409,2016-07-29 22:30:54,2016-07-29 22:39:56,0
+209936,2016-07-29 21:41:35,1231,Umami Ramen,8 Place Fernand Lafargue,33000,Bordeaux,44.83691,-0.573943,79525,Rue Esprit Des Lois 14,33000,Bordeaux,44.8429576,-0.5723083,3200,1426,2016-07-29 22:08:53,2016-07-29 22:17:59,0
+209939,2016-07-29 21:42:00,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,79528,Rue Edmond Costedoat 29,33000,Bordeaux,44.8310742,-0.5784439,3250,1817,2016-07-29 22:09:33,2016-07-29 22:15:31,0
+209947,2016-07-29 21:45:07,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,79531,Passage Lafontaine 10,33800,Bordeaux,44.8266776,-0.5713045,1450,1472,2016-07-29 22:08:51,2016-07-29 22:13:05,0
+209948,2016-07-29 21:45:07,1205,Taj Mahal,24 Rue Du Parlement Sainte-Catherine,33000,Bordeaux,44.840405,-0.57394,79532,Rue Henri Iv 29,33000,Bordeaux,44.8322203,-0.5768331,3590,1409,2016-07-29 22:00:33,2016-07-29 22:08:07,0
+210068,2016-07-29 22:19:05,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,79576,Rue Emile Fourcand 87,33000,Bordeaux,44.8477529,-0.5870999,1650,1426,2016-07-29 22:33:53,2016-07-29 22:42:58,0
+209991,2016-07-29 21:54:10,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79551,Rue Milliere 35,33000,Bordeaux,44.8297433,-0.5767682,1450,1416,2016-07-29 22:19:58,2016-07-29 22:29:14,0
+210080,2016-07-29 22:22:02,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,4420,Rue Tustal 19,33000,Bordeaux,44.838474,-0.5752626,2400,1472,2016-07-29 22:41:21,2016-07-29 22:45:05,0
+210025,2016-07-29 22:02:31,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,79563,Rue Tastet 18,33000,Bordeaux,44.8353074,-0.5814444999999999,1300,1470,2016-07-29 22:19:43,2016-07-29 22:31:42,0
+210142,2016-07-30 11:44:52,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,79604,Rue Permentade 43,33000,Bordeaux,44.8325515,-0.569302,1540,1458,2016-07-30 12:02:31,2016-07-30 12:09:54,0
+210217,2016-07-30 12:24:28,1264,Koeben,32 Rue De Palais Gallien,33000,Bordeaux,44.8428,-0.581592,79628,Rue De Landiras 36,33000,Bordeaux,44.82899099999999,-0.5849419,6640,1471,2016-07-30 13:09:49,2016-07-30 13:21:29,0
+210441,2016-07-30 13:41:02,1258,Pitaya Saint-Remi,42 Rue Saint Remi,33000,Bordeaux,44.84127,-0.572691,79695,Rue Du Jardin Public 107,33000,Bordeaux,44.8540971,-0.5746055,2300,1416,2016-07-30 13:52:23,2016-07-30 13:58:24,0
+210454,2016-07-30 13:46:26,1222,Les Tartines De Marine,"6 Rue Saint-Sernin, Bordeaux",33000,Bordeaux,44.839336,-0.58194,78195,Rue Edouard Larroque 36,33000,Bordeaux,44.8315573,-0.6022223,1850,1407,2016-07-30 13:56:11,2016-07-30 14:06:33,0
+210459,2016-07-30 13:48:15,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79700,Rue De La Fusterie 9,33000,Bordeaux,44.835886,-0.5659738,1490,1430,2016-07-30 14:01:04,2016-07-30 14:08:06,0
+210460,2016-07-30 13:48:30,1250,Que Toi,39 Cours D'Alsace-Et-Lorraine,33000,Bordeaux,44.837921,-0.572655,79701,Rue Beaubadat 5,33000,Bordeaux,44.8393017,-0.5777057999999999,2400,1462,2016-07-30 13:55:18,2016-07-30 14:12:12,0
+210473,2016-07-30 13:52:33,1245,Eatsalad,55 Rue Saint Remi,33000,Bordeaux,44.841286,-0.573413,79708,Rue Donissan 65,33000,Bordeaux,44.8287407,-0.5749175,1830,1462,2016-07-30 14:07:52,2016-07-30 14:19:16,0
+210476,2016-07-30 13:53:01,1220,Jardin Phnom Penh,1 Rue Du Cerf Volant,33000,Bordeaux,44.838287,-0.570993,79709,Rue Laclotte 13,33000,Bordeaux,44.8485326,-0.5816281,1950,1416,2016-07-30 14:07:47,2016-07-30 14:15:52,0
+210483,2016-07-30 13:55:26,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79713,Rue Tastet 17,33000,Bordeaux,44.8352922,-0.5819312999999999,2320,1430,2016-07-30 14:11:29,2016-07-30 14:23:13,0
+210229,2016-07-30 12:28:06,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,79629,Rue Du Loup 38,33000,Bordeaux,44.8378633,-0.5733415000000001,1450,1462,2016-07-30 12:36:17,2016-07-30 12:40:33,0
+210510,2016-07-30 14:05:02,1260,L'Epicerie Bordelaise,14 Rue Ravez,33000,Bordeaux,44.837101,-0.57272,79720,Cours De La Marne 71,33000,Bordeaux,44.8299256,-0.5684971999999999,3800,1462,2016-07-30 14:24:32,2016-07-30 14:30:46,0
+210239,2016-07-30 12:30:49,1216,Sushimi,8 Rue Courbin,33000,Bordeaux,44.841721,-0.572962,79632,Rue Sauteyron 39,33000,Bordeaux,44.83046359999999,-0.5744745,2790,1462,2016-07-30 12:44:20,2016-07-30 12:51:23,0
+210523,2016-07-30 14:12:28,1266,Sambo'S Shop,8 Rue Jean Burguet,33000,Bordeaux,44.834511,-0.578444,79728,Rue Saint-Nicolas 20,33800,Bordeaux,44.82736449999999,-0.5748215999999999,2750,1430,2016-07-30 14:26:44,2016-07-30 14:33:21,0
+210250,2016-07-30 12:33:41,1265,Chez Frango,23 Cours Portal,33000,Bordeaux,44.853027,-0.573322,79635,Cours Edouard Vaillant 35,33300,Bordeaux,44.8606007,-0.5582429999999999,1600,1405,2016-07-30 12:56:01,2016-07-30 13:03:56,0
+210256,2016-07-30 12:35:31,1260,L'Epicerie Bordelaise,14 Rue Ravez,33000,Bordeaux,44.837101,-0.57272,79637,Rue Des Sablieres 41,33800,Bordeaux,44.825741,-0.5761274,1600,1430,2016-07-30 12:43:33,2016-07-30 12:54:26,0
+210258,2016-07-30 12:36:24,1265,Chez Frango,23 Cours Portal,33000,Bordeaux,44.853027,-0.573322,79639,Rue Prunier 101,33300,Bordeaux,44.8599122,-0.5739065999999999,2100,1420,2016-07-30 12:57:07,2016-07-30 13:02:57,0
+210586,2016-07-30 15:04:30,1260,L'Epicerie Bordelaise,14 Rue Ravez,33000,Bordeaux,44.837101,-0.57272,75905,Rue De La Prevote 3,33000,Bordeaux,44.8441797,-0.5850267,1650,1902,2016-07-30 15:18:29,2016-07-30 15:27:14,0
+210270,2016-07-30 12:41:00,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,79644,Rue Lecocq 72 Ter,33000,Bordeaux,44.8344849,-0.5854412,1730,1461,2016-07-30 13:04:02,2016-07-30 13:06:47,0
+210296,2016-07-30 12:49:27,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,79653,Avenue Charles De Gaulle 78,33200,Bordeaux,44.8490356,-0.601607,1250,1403,2016-07-30 13:01:17,2016-07-30 13:11:24,0
+210650,2016-07-30 16:46:33,1267,Lekkers,68 Quai Des Chartrons,33300,Bordeaux,44.853039,-0.56808,79770,Rue De Tivoli 42,33000,Bordeaux,44.8548974,-0.5906612,1910,1902,,,1
+210660,2016-07-30 17:07:41,1213,Lupo,"23 Place Pey Berland, 33000 Bordeaux",33000,Bordeaux,44.837158,-0.576632,78268,Quai Louis Xviii 5,33000,Bordeaux,44.8439813,-0.5709155,1789,1917,,,1
+210303,2016-07-30 12:51:46,1266,Sambo'S Shop,8 Rue Jean Burguet,33000,Bordeaux,44.834511,-0.578444,79656,Cite Mouneyra 6,33000,Bordeaux,44.8323473,-0.5844635,2050,1417,2016-07-30 13:10:07,2016-07-30 13:16:14,0
+210305,2016-07-30 12:51:56,1260,L'Epicerie Bordelaise,14 Rue Ravez,33000,Bordeaux,44.837101,-0.57272,79657,Rue Fonfrede 72,33800,Bordeaux,44.8255934,-0.5687881,2550,1458,2016-07-30 13:00:49,2016-07-30 13:13:32,0
+210314,2016-07-30 12:54:30,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78930,Rue Du Loup 64,33000,Bordeaux,44.8379284,-0.5744606999999999,2060,1416,2016-07-30 13:19:15,2016-07-30 13:28:05,0
+210320,2016-07-30 12:56:08,1258,Pitaya Saint-Remi,42 Rue Saint Remi,33000,Bordeaux,44.84127,-0.572691,79661,Rue Capdeville 50,33000,Bordeaux,44.8439792,-0.5884277,2000,1416,2016-07-30 13:13:03,2016-07-30 13:33:39,0
+210738,2016-07-30 18:36:49,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,75192,Rue Cruchinet 3 Bis,33800,Bordeaux,44.8282803,-0.5740767999999999,1450,1426,2016-07-30 18:58:05,2016-07-30 19:04:57,0
+210740,2016-07-30 18:37:20,1215,Moon Wok,17 Place Fernand Lafargue,33000,Bordeaux,44.837299,-0.572124,79812,Rue Theresia Cabarrus 53,33000,Bordeaux,44.8238595,-0.5966503,1290,1430,2016-07-30 18:50:09,2016-07-30 19:05:07,0
+210344,2016-07-30 13:01:48,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79670,Rue De Lalande 22,33000,Bordeaux,44.8340583,-0.5749860999999999,1490,1462,2016-07-30 13:10:37,2016-07-30 13:19:38,0
+210760,2016-07-30 18:46:02,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,79594,Rue Bernard Adour 72,33200,Bordeaux,44.8385352,-0.6030561999999999,2070,1407,2016-07-30 19:04:03,2016-07-30 19:15:06,0
+210772,2016-07-30 18:50:33,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,79828,Rue Thiac 41,33000,Bordeaux,44.843956,-0.5843895,6020,1414,2016-07-30 19:21:59,2016-07-30 19:35:21,0
+210353,2016-07-30 13:04:13,1231,Umami Ramen,8 Place Fernand Lafargue,33000,Bordeaux,44.83691,-0.573943,77592,Cours De La Somme 218,33800,Bordeaux,44.8223315,-0.5723672,2650,1462,2016-07-30 13:15:49,2016-07-30 13:26:03,0
+210397,2016-07-30 13:21:36,1242,Fufu Saint Remi,37 Rue Saint Remi,33000,Bordeaux,44.841438,-0.572537,79680,Rue Poquelin Moliere 4,33000,Bordeaux,44.8399797,-0.5762754,1550,1405,2016-07-30 13:36:04,2016-07-30 13:40:41,0
+210831,2016-07-30 19:10:00,1205,Taj Mahal,24 Rue Du Parlement Sainte-Catherine,33000,Bordeaux,44.840405,-0.57394,79846,Rue Tiffonet 3,33800,Bordeaux,44.82997080000001,-0.5721143,3940,1902,2016-07-30 19:26:24,2016-07-30 19:42:45,0
+210400,2016-07-30 13:22:45,1223,Bag'Elles Coffee,19 Rue Du Mirail,33000,Bordeaux,44.83419,-0.571462,79681,Rue Saumenude 4,33800,Bordeaux,44.8320106,-0.5668432999999999,1300,1430,2016-07-30 13:51:13,2016-07-30 13:56:21,0
+210868,2016-07-30 19:16:40,1265,Chez Frango,23 Cours Portal,33000,Bordeaux,44.853027,-0.573322,79861,Rue Vital Mareille 7,33300,Bordeaux,44.8663259,-0.5727107,1850,1403,2016-07-30 19:28:53,2016-07-30 19:36:24,0
+210407,2016-07-30 13:25:44,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,79684,Rue Castillon 48,33110,Bordeaux,44.859618,-0.593731,1750,1424,2016-07-30 13:36:21,2016-07-30 13:48:23,0
+210875,2016-07-30 19:17:48,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,79865,Rue Casteja 10,33000,Bordeaux,44.8425388,-0.5821083,2210,1414,2016-07-30 19:50:09,2016-07-30 20:01:14,0
+210414,2016-07-30 13:29:24,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79686,Rue Courbin 7,33000,Bordeaux,44.8415367,-0.5730461,1810,1461,2016-07-30 13:54:31,2016-07-30 13:57:26,0
+210890,2016-07-30 19:21:13,1250,Que Toi,39 Cours D'Alsace-Et-Lorraine,33000,Bordeaux,44.837921,-0.572655,79870,Cours De La Somme 25,33000,Bordeaux,44.8293983,-0.5725353,1650,2007,2016-07-30 19:27:33,2016-07-30 19:42:57,0
+210903,2016-07-30 19:23:56,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79876,Cours Pasteur 25,33000,Bordeaux,44.8354524,-0.5754927,3779,1426,2016-07-30 19:34:47,2016-07-30 19:38:49,0
+210415,2016-07-30 13:29:25,1245,Eatsalad,55 Rue Saint Remi,33000,Bordeaux,44.841286,-0.573413,78940,Rue Edouard Larroque 36,33000,Bordeaux,44.8315573,-0.6022223,1540,1461,2016-07-30 14:04:21,2016-07-30 14:14:03,0
+211164,2016-07-30 20:03:28,1265,Chez Frango,23 Cours Portal,33000,Bordeaux,44.853027,-0.573322,79229,Rue De Laseppe 70,33000,Bordeaux,44.8529788,-0.5850312,5650,1407,2016-07-30 20:27:41,2016-07-30 20:36:23,0
+210926,2016-07-30 19:28:06,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,79890,Avenue Du President Robert Schuman 100,33110,Bordeaux,44.8577966,-0.5965661999999999,2700,1403,2016-07-30 19:46:31,2016-07-30 19:54:57,0
+210933,2016-07-30 19:28:54,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,79893,Rue Babin 36,33000,Bordeaux,44.822148,-0.5970131,1950,1420,2016-07-30 19:45:56,2016-07-30 19:55:21,0
+210945,2016-07-30 19:30:39,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,79900,Rue Du Couvent 16,33000,Bordeaux,44.8507446,-0.5710947,1650,1416,2016-07-30 19:46:00,2016-07-30 19:49:15,0
+210953,2016-07-30 19:31:59,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79905,Rue Hippolyte Minier 33,33800,Bordeaux,44.8235407,-0.5678198999999999,1480,1462,2016-07-30 19:45:23,2016-07-30 19:58:26,0
+210958,2016-07-30 19:32:38,1219,La Tagliatella,14 Rue Guiraude,33000,Bordeaux,44.8393877,-0.5747810999999999,79906,Cours Du Medoc 75,33300,Bordeaux,44.8595135,-0.567983,1989,1422,2016-07-30 19:50:06,2016-07-30 20:07:45,0
+210959,2016-07-30 19:32:47,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79907,Cours De La Marne 15,33800,Bordeaux,44.830309,-0.5712351,1330,1462,2016-07-30 19:45:28,2016-07-30 19:53:40,0
+211198,2016-07-30 20:07:49,1256,Pitaya Stalingrad,36 Place De Stalingrad,33100,Bordeaux,44.840912,-0.559553,80014,Rue Laplace 14,33100,Bordeaux,44.8479178,-0.5379524,3250,2007,2016-07-30 20:24:57,2016-07-30 20:57:12,0
+210963,2016-07-30 19:33:23,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,79911,Rue Georges Bonnac 74,33000,Bordeaux,44.8397053,-0.5855431,1450,1417,2016-07-30 19:51:43,2016-07-30 20:04:26,0
+210964,2016-07-30 19:33:29,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,79912,Rue Judaique 96,33000,Bordeaux,44.8411608,-0.5865775999999999,2500,1416,2016-07-30 19:45:54,2016-07-30 19:56:19,0
+210982,2016-07-30 19:35:50,1221,Le Veneto,25 Allee De Tourny,33000,Bordeaux,44.84473,-0.578606,79920,Rue Gaspard Philippe 3,33000,Bordeaux,44.833956,-0.566577,2910,2013,2016-07-30 19:55:16,2016-07-30 20:15:48,0
+211218,2016-07-30 20:10:33,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,80022,Rue Giner De Los Rios 25,33800,Bordeaux,44.82787,-0.5710516,2350,1420,2016-07-30 20:29:17,2016-07-30 20:34:50,0
+210997,2016-07-30 19:39:46,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,79929,Rue Servandoni 64,33000,Bordeaux,44.8337777,-0.5840013000000001,2130,1471,2016-07-30 19:57:04,2016-07-30 20:02:55,0
+210999,2016-07-30 19:40:01,1211,Haru Haru,93 Cours Gambetta,33400,Bordeaux,44.8181798,-0.5851184,79931,Rue Des Trois-Conils 10,33000,Bordeaux,44.8387233,-0.5749896999999999,1950,1817,2016-07-30 19:55:54,2016-07-30 20:07:35,0
+211004,2016-07-30 19:41:01,1260,L'Epicerie Bordelaise,14 Rue Ravez,33000,Bordeaux,44.837101,-0.57272,79934,Cours D'Albret 83,33000,Bordeaux,44.83473619999999,-0.5807051999999999,1350,1426,2016-07-30 19:50:30,2016-07-30 19:54:24,0
+211009,2016-07-30 19:41:49,1205,Taj Mahal,24 Rue Du Parlement Sainte-Catherine,33000,Bordeaux,44.840405,-0.57394,79936,Rue Neuve 14,33000,Bordeaux,44.83716260000001,-0.5692237,6240,1415,2016-07-30 20:00:20,2016-07-30 20:09:16,0
+211224,2016-07-30 20:11:05,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,80026,Rue Dupaty 127,33300,Bordeaux,44.8610947,-0.5590109,3050,1403,2016-07-30 20:24:43,2016-07-30 20:32:19,0
+211022,2016-07-30 19:44:20,1258,Pitaya Saint-Remi,42 Rue Saint Remi,33000,Bordeaux,44.84127,-0.572691,79941,Rue De La Vieille Tour 14,33000,Bordeaux,44.8411971,-0.5796273,1300,1411,2016-07-30 20:06:16,2016-07-30 20:12:02,0
+211229,2016-07-30 20:11:34,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,80029,Rue Guadet 18,33000,Bordeaux,44.8534528,-0.5787933,1590,1817,2016-07-30 20:27:23,2016-07-30 20:38:22,0
+211233,2016-07-30 20:11:55,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,80031,Place Saint-Pierre 1,33000,Bordeaux,44.8396897,-0.5706097,1350,1462,2016-07-30 20:22:40,2016-07-30 20:24:45,0
+211052,2016-07-30 19:47:44,1242,Fufu Saint Remi,37 Rue Saint Remi,33000,Bordeaux,44.841438,-0.572537,74791,Cours D'Albret 83,33000,Bordeaux,44.83473619999999,-0.5807051999999999,1050,1424,2016-07-30 19:59:28,2016-07-30 20:06:35,0
+211055,2016-07-30 19:47:53,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79951,Rue Matignon 19,33000,Bordeaux,44.850675,-0.5852400999999999,2020,1407,2016-07-30 20:03:24,2016-07-30 20:15:49,0
+211064,2016-07-30 19:49:13,1211,Haru Haru,93 Cours Gambetta,33400,Bordeaux,44.8181798,-0.5851184,79956,Rue Jules Ferry 8,33400,Bordeaux,44.8186746,-0.5802976,1650,1420,2016-07-30 20:00:41,2016-07-30 20:04:44,0
+211075,2016-07-30 19:51:38,1260,L'Epicerie Bordelaise,14 Rue Ravez,33000,Bordeaux,44.837101,-0.57272,79964,Rue Desse 52,33000,Bordeaux,44.8284946,-0.588137,2100,1461,2016-07-30 20:03:36,2016-07-30 20:23:05,0
+211242,2016-07-30 20:12:51,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,80036,Cours De L'Argonne 134,33800,Bordeaux,44.8263696,-0.5767346,2300,1458,2016-07-30 20:30:03,2016-07-30 20:36:34,0
+211269,2016-07-30 20:15:40,1221,Le Veneto,25 Allee De Tourny,33000,Bordeaux,44.84473,-0.578606,80044,Cours De L'Intendance 62,33000,Bordeaux,44.8416129,-0.5791577,1330,1430,2016-07-30 20:25:24,2016-07-30 20:44:55,0
+211102,2016-07-30 19:56:43,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,79974,Rue De Lurbe 22,33000,Bordeaux,44.8431163,-0.580502,1550,1430,2016-07-30 20:11:35,2016-07-30 20:21:24,0
+211115,2016-07-30 19:58:13,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,78989,Rue De La Rousselle 39,33000,Bordeaux,44.8370395,-0.5683842,1939,1817,2016-07-30 20:16:46,2016-07-30 20:23:14,0
+211120,2016-07-30 19:59:14,1227,Cilicie,4 Rue Des Bahutiers,33000,Bordeaux,44.839531,-0.570651,79982,Rue Calve 39,33000,Bordeaux,44.850965,-0.5904863,3450,1415,2016-07-30 20:21:14,2016-07-30 20:31:33,0
+211281,2016-07-30 20:17:36,1225,Billy Factory,5 Place Louis Barthou,33000,Bordeaux,44.827942,-0.59441,80050,Rue Saint-Remi 25,33000,Bordeaux,44.84142869999999,-0.5719069,1650,1470,2016-07-30 20:47:01,2016-07-30 21:08:53,0
+211132,2016-07-30 20:00:22,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,79989,Rue Maurice 47,33300,Bordeaux,44.8587196,-0.5637679,1450,1403,2016-07-30 20:13:28,2016-07-30 20:29:10,0
+211134,2016-07-30 20:00:35,1214,Koh I Noor,3 Rue Du Puits Descujols,33000,Bordeaux,44.841011,-0.570755,79990,Rue Batailley 5,33000,Bordeaux,44.8385634,-0.5927257,3340,1998,2016-07-30 20:14:34,2016-07-30 20:32:27,0
+211138,2016-07-30 20:00:57,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,79992,Rue De Pessac 18-20,33000,Bordeaux,44.8306244,-0.5791144000000001,3550,1461,2016-07-30 20:11:46,2016-07-30 20:28:05,0
+211139,2016-07-30 20:01:02,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,79993,Rue Du Mirail 19,33000,Bordeaux,44.8341514,-0.5713275999999999,1400,2013,2016-07-30 20:24:15,2016-07-30 20:29:31,0
+211147,2016-07-30 20:02:02,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,79996,Rue Henri Iv 68,33000,Bordeaux,44.83197639999999,-0.5750737,1340,1458,2016-07-30 20:21:22,2016-07-30 20:26:32,0
+211152,2016-07-30 20:02:22,1256,Pitaya Stalingrad,36 Place De Stalingrad,33100,Bordeaux,44.840912,-0.559553,79998,Hlm Midi 3,33270,Bordeaux,44.8377811,-0.5398575999999999,3250,2007,2016-07-30 20:25:10,2016-07-30 20:38:25,0
+211283,2016-07-30 20:17:44,1227,Cilicie,4 Rue Des Bahutiers,33000,Bordeaux,44.839531,-0.570651,80051,Place De La Victoire 16,33000,Bordeaux,44.8304515,-0.5731404,1450,1462,2016-07-30 20:30:59,2016-07-30 20:46:10,0
+211153,2016-07-30 20:02:38,1267,Lekkers,68 Quai Des Chartrons,33300,Bordeaux,44.853039,-0.56808,78788,Rue Porte De La Monnaie 29,33800,Bordeaux,44.8321496,-0.5631799,2190,1422,,,1
+211288,2016-07-30 20:18:11,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,80053,Rue Barrau 5,33000,Bordeaux,44.8260581,-0.5782250999999999,2490,1409,2016-07-30 20:40:14,2016-07-30 20:47:55,0
+211301,2016-07-30 20:20:53,1263,Noorn Akorn,8 Cours D'Albret,33000,Bordeaux,44.838734,-0.581611,80061,Cours D'Alsace-Et-Lorraine 7,33000,Bordeaux,44.8380932,-0.5680670999999999,3750,1411,2016-07-30 20:35:45,2016-07-30 20:49:45,0
+211304,2016-07-30 20:21:06,1220,Jardin Phnom Penh,1 Rue Du Cerf Volant,33000,Bordeaux,44.838287,-0.570993,80062,Rue Minvielle 24,33000,Bordeaux,44.8533359,-0.5722665000000001,3000,2013,2016-07-30 20:46:30,2016-07-30 20:59:14,0
+211553,2016-07-30 20:50:28,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,80184,Rue Honore Picon 18,33100,Bordeaux,44.8415421,-0.5598141999999999,5180,1417,2016-07-30 21:33:02,2016-07-30 21:44:09,0
+211554,2016-07-30 20:50:34,1214,Koh I Noor,3 Rue Du Puits Descujols,33000,Bordeaux,44.841011,-0.570755,80185,Passage Hermitte 76,33000,Bordeaux,44.8323778,-0.5979375,2540,1470,2016-07-30 21:14:19,2016-07-30 21:29:16,0
+211555,2016-07-30 20:50:37,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,80186,Rue De La Ville De Mirmont 10,33000,Bordeaux,44.84692930000001,-0.5795985,3429,1409,2016-07-30 21:17:18,2016-07-30 21:33:37,0
+211306,2016-07-30 20:21:10,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,80063,Cours De L'Argonne 14,33000,Bordeaux,44.8298523,-0.5729818,1250,1458,2016-07-30 20:45:27,2016-07-30 20:50:41,0
+211309,2016-07-30 20:21:31,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,80065,Rue Turenne 60,33000,Bordeaux,44.8456362,-0.5839462999999999,2190,1424,2016-07-30 20:44:49,2016-07-30 20:50:16,0
+211311,2016-07-30 20:21:41,1239,Tam Tam Saigon,7 Rue Paulin,33000,Bordeaux,44.846516,-0.588076,80066,Rue De Riviere 14 Bis,33000,Bordeaux,44.8545895,-0.5888850999999999,1450,1415,2016-07-30 20:37:39,2016-07-30 20:47:48,0
+211590,2016-07-30 20:54:42,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,80204,Rue Du Jardin Public 183,33300,Bordeaux,44.8566262,-0.5733922,1550,1415,2016-07-30 21:12:01,2016-07-30 21:16:21,0
+211593,2016-07-30 20:55:11,1239,Tam Tam Saigon,7 Rue Paulin,33000,Bordeaux,44.846516,-0.588076,80206,Rue Pierre 48,33000,Bordeaux,44.83888109999999,-0.5931356999999999,3640,1424,2016-07-30 21:22:09,2016-07-30 21:27:48,0
+211315,2016-07-30 20:21:58,1231,Umami Ramen,8 Place Fernand Lafargue,33000,Bordeaux,44.83691,-0.573943,80068,Rue Toulouse Lautrec 12,33000,Bordeaux,44.8401153,-0.5807992,2850,1471,2016-07-30 20:36:25,2016-07-30 20:47:29,0
+211596,2016-07-30 20:55:46,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,80207,Cours De La Marne 71,33800,Bordeaux,44.8297535,-0.5685724,2260,1414,2016-07-30 21:17:59,2016-07-30 21:25:04,0
+211604,2016-07-30 20:57:10,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,80213,Rue Sauteyron 42,33000,Bordeaux,44.8309061,-0.5743011,2540,1462,2016-07-30 21:19:03,2016-07-30 21:24:21,0
+211320,2016-07-30 20:22:52,1214,Koh I Noor,3 Rue Du Puits Descujols,33000,Bordeaux,44.841011,-0.570755,80072,Rue Du Tondu 95,33000,Bordeaux,44.8306107,-0.584649,4150,1416,2016-07-30 20:40:37,2016-07-30 20:53:09,0
+211620,2016-07-30 20:59:12,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,80220,Rue Lefol 17,33800,Bordeaux,44.822116,-0.5640639,2830,1416,2016-07-30 21:37:15,2016-07-30 21:47:33,0
+211335,2016-07-30 20:24:11,1246,Thai Paradise,70 Rue Des Ayres,33000,Bordeaux,44.836327,-0.575572,80079,Avenue Jeanne D'Arc 20,33000,Bordeaux,44.8267427,-0.593746,1950,1998,,,1
+211626,2016-07-30 20:59:59,1217,Henny'S Burger,22 Rue Fondaudege,33000,Bordeaux,44.845875,-0.579345,80224,Rue Cadroin 52,33000,Bordeaux,44.8280881,-0.5768124,3520,1430,2016-07-30 21:34:45,2016-07-30 21:47:07,0
+211638,2016-07-30 21:01:57,1245,Eatsalad,55 Rue Saint Remi,33000,Bordeaux,44.841286,-0.573413,80228,Cours De L'Argonne 63,33000,Bordeaux,44.8286506,-0.5746177,2130,1416,2016-07-30 21:11:05,2016-07-30 21:45:42,0
+211657,2016-07-30 21:04:25,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,79528,Rue Edmond Costedoat 29,33000,Bordeaux,44.8310742,-0.5784439,2720,2013,2016-07-30 21:33:26,2016-07-30 21:42:03,0
+211359,2016-07-30 20:27:07,1221,Le Veneto,25 Allee De Tourny,33000,Bordeaux,44.84473,-0.578606,79219,Rue Du Pont De La Mousque 24,33000,Bordeaux,44.8418427,-0.5727019999999999,4590,1817,2016-07-30 20:48:18,2016-07-30 20:55:12,0
+211673,2016-07-30 21:05:57,1266,Sambo'S Shop,8 Rue Jean Burguet,33000,Bordeaux,44.834511,-0.578444,80242,Rue Lafontaine 35,33800,Bordeaux,44.8268384,-0.5708527,3690,1471,2016-07-30 21:27:01,2016-07-30 21:33:00,0
+211687,2016-07-30 21:07:51,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,80247,Cours De L'Yser 205,33800,Bordeaux,44.8220466,-0.5715914999999999,1480,1420,2016-07-30 21:34:54,2016-07-30 21:44:07,0
+211363,2016-07-30 20:27:45,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,80095,Rue De La Porte Saint-Jean 8,33000,Bordeaux,44.837728,-0.5682188,2400,1817,2016-07-30 20:42:51,2016-07-30 21:01:17,0
+211694,2016-07-30 21:09:38,1244,Fufu Chartrons,71 Cours Portal,33300,Bordeaux,44.85516,-0.572128,80251,Rue Delord 68,33300,Bordeaux,44.8605192,-0.5597696999999999,1850,1415,2016-07-30 21:22:25,2016-07-30 21:26:54,0
+211380,2016-07-30 20:30:03,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,80104,Rue Du Docteur Albert Barraud 143,33000,Bordeaux,44.8484576,-0.5831115,1490,1461,2016-07-30 20:50:57,2016-07-30 20:58:50,0
+211386,2016-07-30 20:30:34,1227,Cilicie,4 Rue Des Bahutiers,33000,Bordeaux,44.839531,-0.570651,80108,Place Charles Gruet 22,33000,Bordeaux,44.8466782,-0.5809398,4250,1422,2016-07-30 20:43:46,2016-07-30 20:59:31,0
+211753,2016-07-30 21:20:02,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,80273,Rue Du Chai Des Farines 22,33000,Bordeaux,44.8391999,-0.5689409,3240,1458,2016-07-30 21:41:43,2016-07-30 21:45:44,0
+211388,2016-07-30 20:30:59,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,80109,Allee D'Orleans 28,33000,Bordeaux,44.8436986,-0.5727521,2130,1414,2016-07-30 20:49:12,2016-07-30 20:58:19,0
+211759,2016-07-30 21:20:32,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,80277,Cours De La Somme 127,33800,Bordeaux,44.8257462,-0.5732807,2980,1817,2016-07-30 21:46:13,2016-07-30 21:56:24,0
+211767,2016-07-30 21:21:58,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,80280,Rue De Lescure 26,33000,Bordeaux,44.8328755,-0.6005678,1739,1410,2016-07-30 21:46:04,2016-07-30 22:04:43,0
+211397,2016-07-30 20:31:55,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,80111,Rue Des Trois-Conils 4,33000,Bordeaux,44.8388325,-0.5746124,1420,1417,2016-07-30 20:46:18,2016-07-30 20:51:03,0
+211770,2016-07-30 21:22:34,1219,La Tagliatella,14 Rue Guiraude,33000,Bordeaux,44.8393877,-0.5747810999999999,74631,Rue Saint-Jean 85,33800,Bordeaux,44.8248735,-0.5683764,1800,1998,2016-07-30 21:41:41,2016-07-30 21:54:29,0
+211786,2016-07-30 21:24:08,1258,Pitaya Saint-Remi,42 Rue Saint Remi,33000,Bordeaux,44.84127,-0.572691,80288,Rue De Lyon 65,33000,Bordeaux,44.8479107,-0.5920831,2300,1462,2016-07-30 21:33:42,2016-07-30 21:41:45,0
+211405,2016-07-30 20:32:53,1215,Moon Wok,17 Place Fernand Lafargue,33000,Bordeaux,44.837299,-0.572124,80114,Rue Jean Dollfus 2,33100,Bordeaux,44.8458207,-0.5572484,2580,1410,2016-07-30 20:50:34,2016-07-30 20:58:30,0
+211791,2016-07-30 21:25:33,1223,Bag'Elles Coffee,19 Rue Du Mirail,33000,Bordeaux,44.83419,-0.571462,80292,Rue Pauline Kergomard 3,33800,Bordeaux,44.82313449999999,-0.5768487000000001,1440,1817,2016-07-30 21:51:11,2016-07-30 22:00:44,0
+211802,2016-07-30 21:26:59,1250,Que Toi,39 Cours D'Alsace-Et-Lorraine,33000,Bordeaux,44.837921,-0.572655,80299,Rue De Lalande 54,33000,Bordeaux,44.8328105,-0.5750839999999999,3100,1416,2016-07-30 22:01:34,2016-07-30 22:08:09,0
+211408,2016-07-30 20:33:26,1258,Pitaya Saint-Remi,42 Rue Saint Remi,33000,Bordeaux,44.84127,-0.572691,80116,Rue Binaud 42,33300,Bordeaux,44.8584843,-0.5703737999999999,1450,2013,2016-07-30 20:50:32,2016-07-30 21:04:59,0
+211811,2016-07-30 21:29:15,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,80303,Passage Birly 28,33800,Bordeaux,44.8210383,-0.5745384,2860,1471,2016-07-30 21:56:38,2016-07-30 22:07:10,0
+211817,2016-07-30 21:30:19,1260,L'Epicerie Bordelaise,14 Rue Ravez,33000,Bordeaux,44.837101,-0.57272,80307,Rue Jean Soula 24,33000,Bordeaux,44.8417678,-0.5902303,4900,2013,2016-07-30 21:50:53,2016-07-30 22:12:54,0
+211822,2016-07-30 21:31:27,1265,Chez Frango,23 Cours Portal,33000,Bordeaux,44.853027,-0.573322,80311,Rue Du Professeur Demons 4,33000,Bordeaux,44.846326,-0.5792183,4050,1415,2016-07-30 21:49:19,2016-07-30 21:53:32,0
+211824,2016-07-30 21:31:42,1258,Pitaya Saint-Remi,42 Rue Saint Remi,33000,Bordeaux,44.84127,-0.572691,80312,Rue Thiac 24,33000,Bordeaux,44.8436228,-0.5830795,1450,1424,2016-07-30 21:40:35,2016-07-30 21:45:45,0
+211410,2016-07-30 20:33:36,1221,Le Veneto,25 Allee De Tourny,33000,Bordeaux,44.84473,-0.578606,80118,Rue Du Palais Gallien 157,33000,Bordeaux,44.8470835,-0.5819766,2110,1424,2016-07-30 20:54:16,2016-07-30 20:58:39,0
+211834,2016-07-30 21:33:48,1212,Cote Terrasse,198 Cours De L'Argonne,33800,Bordeaux,44.824543,-0.578545,78506,Cours D'Albret 100,33000,Bordeaux,44.8327483,-0.5794673,2950,1470,2016-07-30 21:53:21,2016-07-30 22:05:03,0
+211838,2016-07-30 21:34:15,1207,Le Jardin Pekinois,9 Rue Des Freres Bonie,33000,Bordeaux,44.837078,-0.579572,80307,Rue Jean Soula 24,33000,Bordeaux,44.8417678,-0.5902303,2200,2013,2016-07-30 22:05:25,2016-07-30 22:11:41,0
+211845,2016-07-30 21:35:38,1260,L'Epicerie Bordelaise,14 Rue Ravez,33000,Bordeaux,44.837101,-0.57272,80322,Place Paul Et Jean Paul Avisseau 12,33300,Bordeaux,44.8553722,-0.5670307,5050,1424,2016-07-30 22:03:22,2016-07-30 22:13:35,0
+211414,2016-07-30 20:34:02,1234,Mille Et Une Saveurs,"96 Avenue Thiers, 33100 Bordeaux",33100,Bordeaux,44.843746,-0.554713,80119,Rue Gay Lussac 20,33100,Bordeaux,44.8479962,-0.5389155999999999,2320,1407,2016-07-30 20:54:50,2016-07-30 21:06:37,0
+211415,2016-07-30 20:34:16,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,80120,Rue Saint-Nicolas 28,33800,Bordeaux,44.8274105,-0.5744838,3350,1462,2016-07-30 20:45:57,2016-07-30 20:53:25,0
+211873,2016-07-30 21:42:41,1234,Mille Et Une Saveurs,"96 Avenue Thiers, 33100 Bordeaux",33100,Bordeaux,44.843746,-0.554713,80336,Rue Saint-James 16,33000,Bordeaux,44.8363773,-0.5713289000000001,1700,1458,2016-07-30 22:30:53,2016-07-30 22:36:00,0
+211428,2016-07-30 20:35:51,1223,Bag'Elles Coffee,19 Rue Du Mirail,33000,Bordeaux,44.83419,-0.571462,80131,Rue Moulinie 34,33000,Bordeaux,44.8325767,-0.5743935,1830,1458,2016-07-30 20:55:55,2016-07-30 20:59:15,0
+211884,2016-07-30 21:45:16,1215,Moon Wok,17 Place Fernand Lafargue,33000,Bordeaux,44.837299,-0.572124,80341,Avenue Emile Counord 66,33300,Bordeaux,44.8583131,-0.5747824,1510,1422,2016-07-30 22:19:06,2016-07-30 22:32:43,0
+211886,2016-07-30 21:45:22,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,80342,Rue De Lurbe 42,33000,Bordeaux,44.84320169999999,-0.5813754,1260,1462,2016-07-30 22:09:17,2016-07-30 22:15:13,0
+211887,2016-07-30 21:45:36,1258,Pitaya Saint-Remi,42 Rue Saint Remi,33000,Bordeaux,44.84127,-0.572691,80343,Place De La Bourse 1,33000,Bordeaux,44.8410114,-0.5698930999999999,1450,1415,2016-07-30 22:01:24,2016-07-30 22:20:26,0
+211448,2016-07-30 20:37:32,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,80138,Rue De La Rousselle 39,33000,Bordeaux,44.8370395,-0.5683842,1300,1458,2016-07-30 20:52:59,2016-07-30 21:08:09,0
+211919,2016-07-30 21:52:34,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,80357,Cours De L'Yser 59,33800,Bordeaux,44.82763749999999,-0.5692632,4530,1415,2016-07-30 22:24:57,2016-07-30 22:31:10,0
+211458,2016-07-30 20:38:38,1236,Marhaba,27 Rue Des Faures,33800,Bordeaux,44.834766,-0.565754,80142,Rue Du Loup 80,33000,Bordeaux,44.8375925,-0.5751784999999999,3050,1420,2016-07-30 21:08:35,2016-07-30 21:13:31,0
+211937,2016-07-30 21:56:30,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,80364,Rue De Begles 207,33800,Bordeaux,44.8204686,-0.5658826,1550,1998,2016-07-30 22:09:49,2016-07-30 22:20:30,0
+211959,2016-07-30 22:07:41,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,80374,Rue Cornac 4,33000,Bordeaux,44.8509545,-0.5721066,1730,1409,2016-07-30 22:24:02,2016-07-30 22:42:09,0
+211961,2016-07-30 22:08:35,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,80376,Rue Mauriac 4,33000,Bordeaux,44.8356333,-0.5673574,2110,1817,2016-07-30 22:25:56,2016-07-30 22:34:44,0
+211470,2016-07-30 20:40:06,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,80150,Rue Bertrand De Goth 77,33800,Bordeaux,44.8206584,-0.5781041,1450,1403,2016-07-30 21:04:27,2016-07-30 21:11:31,0
+211483,2016-07-30 20:41:19,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,80154,Cours Georges Clemenceau 19,33000,Bordeaux,44.8426144,-0.5797966,4370,1417,2016-07-30 20:58:38,2016-07-30 21:05:40,0
+211990,2016-07-30 22:15:41,1231,Umami Ramen,8 Place Fernand Lafargue,33000,Bordeaux,44.83691,-0.573943,79140,Cours Journu Auber 18B,33300,Bordeaux,44.8583873,-0.5683251,2150,1471,2016-07-30 22:27:42,2016-07-30 22:39:56,0
+212001,2016-07-30 22:21:42,1205,Taj Mahal,24 Rue Du Parlement Sainte-Catherine,33000,Bordeaux,44.840405,-0.57394,80396,Cours De L'Argonne 38,33000,Bordeaux,44.829183,-0.5735610999999999,2050,1416,2016-07-30 22:42:26,2016-07-30 22:56:09,0
+212010,2016-07-30 22:25:20,1205,Taj Mahal,24 Rue Du Parlement Sainte-Catherine,33000,Bordeaux,44.840405,-0.57394,80400,Boulevard President Franklin Roosevelt 15,33400,Bordeaux,44.82059090000001,-0.5820482,2000,1410,2016-07-30 22:43:33,2016-07-30 23:02:32,0
+212012,2016-07-30 22:25:58,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,80401,Rue Neuve 39,33000,Bordeaux,44.8362618,-0.5694502,1450,1415,2016-07-30 22:40:48,2016-07-30 22:46:24,0
+211488,2016-07-30 20:42:34,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,80158,Rue Cazemajor 13,33800,Bordeaux,44.825148,-0.5676435,1450,1998,2016-07-30 21:04:11,2016-07-30 21:14:31,0
+212021,2016-07-30 22:29:52,1249,Pitaya Sainte Catherine,275 Rue Sainte Catherine,33000,Bordeaux,44.831692,-0.573207,80400,Boulevard President Franklin Roosevelt 15,33400,Bordeaux,44.82059090000001,-0.5820482,2250,1410,2016-07-30 22:50:16,2016-07-30 23:02:54,0
+211501,2016-07-30 20:44:50,1204,Max A Table,36 Rue Cornac,33000,Bordeaux,44.851402,-0.57587,80163,Rue Marsan 22,33300,Bordeaux,44.8561327,-0.576172,1250,1415,2016-07-30 21:02:32,2016-07-30 21:06:19,0
+211508,2016-07-30 20:45:55,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,80168,Rue Des Sablieres 42,33800,Bordeaux,44.825488,-0.5752645,1680,1461,2016-07-30 21:13:31,2016-07-30 21:19:45,0
+211510,2016-07-30 20:46:05,1219,La Tagliatella,14 Rue Guiraude,33000,Bordeaux,44.8393877,-0.5747810999999999,80169,Rue Pasteur 35,33200,Bordeaux,44.8450528,-0.6011569999999999,4085,1411,2016-07-30 21:11:00,2016-07-30 21:23:24,0
+211519,2016-07-30 20:46:55,1254,Funky Burger,5 Rue Du Loup,33000,Bordeaux,44.838081,-0.572281,80172,Rue Monadey 28,33800,Bordeaux,44.8288161,-0.5707895,2050,1817,2016-07-30 21:05:46,2016-07-30 21:14:07,0