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+ "pandas.core.generic.NDFrame.describe
def describe(percentiles=None, include=None, exclude=None, datetime_is_numeric: bool_t=False) -> NDFrameT
Generate descriptive statistics.\n", + "\n", + "Descriptive statistics include those that summarize the central\n", + "tendency, dispersion and shape of a\n", + "dataset's distribution, excluding ``NaN`` values.\n", + "\n", + "Analyzes both numeric and object series, as well\n", + "as ``DataFrame`` column sets of mixed data types. The output\n", + "will vary depending on what is provided. Refer to the notes\n", + "below for more detail.\n", + "\n", + "Parameters\n", + "----------\n", + "percentiles : list-like of numbers, optional\n", + " The percentiles to include in the output. All should\n", + " fall between 0 and 1. The default is\n", + " ``[.25, .5, .75]``, which returns the 25th, 50th, and\n", + " 75th percentiles.\n", + "include : 'all', list-like of dtypes or None (default), optional\n", + " A white list of data types to include in the result. Ignored\n", + " for ``Series``. Here are the options:\n", + "\n", + " - 'all' : All columns of the input will be included in the output.\n", + " - A list-like of dtypes : Limits the results to the\n", + " provided data types.\n", + " To limit the result to numeric types submit\n", + " ``numpy.number``. To limit it instead to object columns submit\n", + " the ``numpy.object`` data type. Strings\n", + " can also be used in the style of\n", + " ``select_dtypes`` (e.g. ``df.describe(include=['O'])``). To\n", + " select pandas categorical columns, use ``'category'``\n", + " - None (default) : The result will include all numeric columns.\n", + "exclude : list-like of dtypes or None (default), optional,\n", + " A black list of data types to omit from the result. Ignored\n", + " for ``Series``. Here are the options:\n", + "\n", + " - A list-like of dtypes : Excludes the provided data types\n", + " from the result. To exclude numeric types submit\n", + " ``numpy.number``. To exclude object columns submit the data\n", + " type ``numpy.object``. Strings can also be used in the style of\n", + " ``select_dtypes`` (e.g. ``df.describe(exclude=['O'])``). To\n", + " exclude pandas categorical columns, use ``'category'``\n", + " - None (default) : The result will exclude nothing.\n", + "datetime_is_numeric : bool, default False\n", + " Whether to treat datetime dtypes as numeric. This affects statistics\n", + " calculated for the column. For DataFrame input, this also\n", + " controls whether datetime columns are included by default.\n", + "\n", + " .. versionadded:: 1.1.0\n", + "\n", + "Returns\n", + "-------\n", + "Series or DataFrame\n", + " Summary statistics of the Series or Dataframe provided.\n", + "\n", + "See Also\n", + "--------\n", + "DataFrame.count: Count number of non-NA/null observations.\n", + "DataFrame.max: Maximum of the values in the object.\n", + "DataFrame.min: Minimum of the values in the object.\n", + "DataFrame.mean: Mean of the values.\n", + "DataFrame.std: Standard deviation of the observations.\n", + "DataFrame.select_dtypes: Subset of a DataFrame including/excluding\n", + " columns based on their dtype.\n", + "\n", + "Notes\n", + "-----\n", + "For numeric data, the result's index will include ``count``,\n", + "``mean``, ``std``, ``min``, ``max`` as well as lower, ``50`` and\n", + "upper percentiles. By default the lower percentile is ``25`` and the\n", + "upper percentile is ``75``. The ``50`` percentile is the\n", + "same as the median.\n", + "\n", + "For object data (e.g. strings or timestamps), the result's index\n", + "will include ``count``, ``unique``, ``top``, and ``freq``. The ``top``\n", + "is the most common value. The ``freq`` is the most common value's\n", + "frequency. Timestamps also include the ``first`` and ``last`` items.\n", + "\n", + "If multiple object values have the highest count, then the\n", + "``count`` and ``top`` results will be arbitrarily chosen from\n", + "among those with the highest count.\n", + "\n", + "For mixed data types provided via a ``DataFrame``, the default is to\n", + "return only an analysis of numeric columns. If the dataframe consists\n", + "only of object and categorical data without any numeric columns, the\n", + "default is to return an analysis of both the object and categorical\n", + "columns. If ``include='all'`` is provided as an option, the result\n", + "will include a union of attributes of each type.\n", + "\n", + "The `include` and `exclude` parameters can be used to limit\n", + "which columns in a ``DataFrame`` are analyzed for the output.\n", + "The parameters are ignored when analyzing a ``Series``.\n", + "\n", + "Examples\n", + "--------\n", + "Describing a numeric ``Series``.\n", + "\n", + ">>> s = pd.Series([1, 2, 3])\n", + ">>> s.describe()\n", + "count 3.0\n", + "mean 2.0\n", + "std 1.0\n", + "min 1.0\n", + "25% 1.5\n", + "50% 2.0\n", + "75% 2.5\n", + "max 3.0\n", + "dtype: float64\n", + "\n", + "Describing a categorical ``Series``.\n", + "\n", + ">>> s = pd.Series(['a', 'a', 'b', 'c'])\n", + ">>> s.describe()\n", + "count 4\n", + "unique 3\n", + "top a\n", + "freq 2\n", + "dtype: object\n", + "\n", + "Describing a timestamp ``Series``.\n", + "\n", + ">>> s = pd.Series([\n", + "... np.datetime64("2000-01-01"),\n", + "... np.datetime64("2010-01-01"),\n", + "... np.datetime64("2010-01-01")\n", + "... ])\n", + ">>> s.describe(datetime_is_numeric=True)\n", + "count 3\n", + "mean 2006-09-01 08:00:00\n", + "min 2000-01-01 00:00:00\n", + "25% 2004-12-31 12:00:00\n", + "50% 2010-01-01 00:00:00\n", + "75% 2010-01-01 00:00:00\n", + "max 2010-01-01 00:00:00\n", + "dtype: object\n", + "\n", + "Describing a ``DataFrame``. By default only numeric fields\n", + "are returned.\n", + "\n", + ">>> df = pd.DataFrame({'categorical': pd.Categorical(['d','e','f']),\n", + "... 'numeric': [1, 2, 3],\n", + "... 'object': ['a', 'b', 'c']\n", + "... })\n", + ">>> df.describe()\n", + " numeric\n", + "count 3.0\n", + "mean 2.0\n", + "std 1.0\n", + "min 1.0\n", + "25% 1.5\n", + "50% 2.0\n", + "75% 2.5\n", + "max 3.0\n", + "\n", + "Describing all columns of a ``DataFrame`` regardless of data type.\n", + "\n", + ">>> df.describe(include='all') # doctest: +SKIP\n", + " categorical numeric object\n", + "count 3 3.0 3\n", + "unique 3 NaN 3\n", + "top f NaN a\n", + "freq 1 NaN 1\n", + "mean NaN 2.0 NaN\n", + "std NaN 1.0 NaN\n", + "min NaN 1.0 NaN\n", + "25% NaN 1.5 NaN\n", + "50% NaN 2.0 NaN\n", + "75% NaN 2.5 NaN\n", + "max NaN 3.0 NaN\n", + "\n", + "Describing a column from a ``DataFrame`` by accessing it as\n", + "an attribute.\n", + "\n", + ">>> df.numeric.describe()\n", + "count 3.0\n", + "mean 2.0\n", + "std 1.0\n", + "min 1.0\n", + "25% 1.5\n", + "50% 2.0\n", + "75% 2.5\n", + "max 3.0\n", + "Name: numeric, dtype: float64\n", + "\n", + "Including only numeric columns in a ``DataFrame`` description.\n", + "\n", + ">>> df.describe(include=[np.number])\n", + " numeric\n", + "count 3.0\n", + "mean 2.0\n", + "std 1.0\n", + "min 1.0\n", + "25% 1.5\n", + "50% 2.0\n", + "75% 2.5\n", + "max 3.0\n", + "\n", + "Including only string columns in a ``DataFrame`` description.\n", + "\n", + ">>> df.describe(include=[object]) # doctest: +SKIP\n", + " object\n", + "count 3\n", + "unique 3\n", + "top a\n", + "freq 1\n", + "\n", + "Including only categorical columns from a ``DataFrame`` description.\n", + "\n", + ">>> df.describe(include=['category'])\n", + " categorical\n", + "count 3\n", + "unique 3\n", + "top d\n", + "freq 1\n", + "\n", + "Excluding numeric columns from a ``DataFrame`` description.\n", + "\n", + ">>> df.describe(exclude=[np.number]) # doctest: +SKIP\n", + " categorical object\n", + "count 3 3\n", + "unique 3 3\n", + "top f a\n", + "freq 1 1\n", + "\n", + "Excluding object columns from a ``DataFrame`` description.\n", + "\n", + ">>> df.describe(exclude=[object]) # doctest: +SKIP\n", + " categorical numeric\n", + "count 3 3.0\n", + "unique 3 NaN\n", + "top f NaN\n", + "freq 1 NaN\n", + "mean NaN 2.0\n", + "std NaN 1.0\n", + "min NaN 1.0\n", + "25% NaN 1.5\n", + "50% NaN 2.0\n", + "75% NaN 2.5\n", + "max NaN 3.0\n", + " \n", + "
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+ "0 Romance Istanbul Hotel \n",
+ "1 Romance Istanbul Hotel \n",
+ "2 Romance Istanbul Hotel \n",
+ "3 Romance Istanbul Hotel \n",
+ "4 Romance Istanbul Hotel \n",
+ "... ... \n",
+ "5992 Hotel Campanile Paris Bercy Village \n",
+ "5993 Hotel Campanile Paris Bercy Village \n",
+ "5994 Hotel Campanile Paris Bercy Village \n",
+ "5995 Hotel Campanile Paris Bercy Village \n",
+ "5996 Hotel Campanile Paris Bercy Village \n",
+ "\n",
+ " hotel_description \\\n",
+ "0 Romance Istanbul Hotel has 39 rooms.Every room... \n",
+ "1 Romance Istanbul Hotel has 39 rooms.Every room... \n",
+ "2 Romance Istanbul Hotel has 39 rooms.Every room... \n",
+ "3 Romance Istanbul Hotel has 39 rooms.Every room... \n",
+ "4 Romance Istanbul Hotel has 39 rooms.Every room... \n",
+ "... ... \n",
+ "5992 In the east of Paris, the hotel Campanile Berc... \n",
+ "5993 In the east of Paris, the hotel Campanile Berc... \n",
+ "5994 In the east of Paris, the hotel Campanile Berc... \n",
+ "5995 In the east of Paris, the hotel Campanile Berc... \n",
+ "5996 In the east of Paris, the hotel Campanile Berc... \n",
+ "\n",
+ " review_title \\\n",
+ "0 An exceptional boutique hotel, great value for... \n",
+ "1 You can’t get better than this. \n",
+ "2 Exceeds all expectations \n",
+ "3 Great Location, Fantastic Accommodations \n",
+ "4 Perfection. It is all in the details. \n",
+ "... ... \n",
+ "5992 Nice hotel but had trouble booking in. \n",
+ "5993 Great Location \n",
+ "5994 Great location \n",
+ "5995 For one night only \n",
+ "5996 Nice hotel in Paris Bercy \n",
+ "\n",
+ " review_text rate \\\n",
+ "0 None NaN \n",
+ "1 None NaN \n",
+ "2 None NaN \n",
+ "3 None NaN \n",
+ "4 None NaN \n",
+ "... ... ... \n",
+ "5992 We had just had a very long and delayed train ... 3.0 \n",
+ "5993 We stayed at the Kyriad Hotel Paris Bercy Vill... 4.0 \n",
+ "5994 Stayed here for a few days and it is a great l... 5.0 \n",
+ "5995 We stayed here for one night on our way to Ita... 3.0 \n",
+ "5996 The Hotel is close to the metro station Cour S... 4.0 \n",
+ "\n",
+ " tripdate hotel_url \\\n",
+ "0 February 2020 https://www.tripadvisor.com/Hotel_Review-g2939... \n",
+ "1 March 2021 https://www.tripadvisor.com/Hotel_Review-g2939... \n",
+ "2 March 2021 https://www.tripadvisor.com/Hotel_Review-g2939... \n",
+ "3 August 2021 https://www.tripadvisor.com/Hotel_Review-g2939... \n",
+ "4 June 2021 https://www.tripadvisor.com/Hotel_Review-g2939... \n",
+ "... ... ... \n",
+ "5992 September 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5993 September 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5994 October 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5995 September 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5996 September 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "\n",
+ " hotel_image \\\n",
+ "0 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "1 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "2 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "3 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "4 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "... ... \n",
+ "5992 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5993 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5994 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5995 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5996 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "\n",
+ " price_range rating_value \\\n",
+ "0 $ (Based on Average Nightly Rates for a Standa... 5.0 \n",
+ "1 $ (Based on Average Nightly Rates for a Standa... 5.0 \n",
+ "2 $ (Based on Average Nightly Rates for a Standa... 5.0 \n",
+ "3 $ (Based on Average Nightly Rates for a Standa... 5.0 \n",
+ "4 $ (Based on Average Nightly Rates for a Standa... 5.0 \n",
+ "... ... ... \n",
+ "5992 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5993 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5994 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5995 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5996 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "\n",
+ " review_count street_address locality country \\\n",
+ "0 4023 Hudavendigar Cd. No:5 Sirkeci Istanbul Turkiye \n",
+ "1 4023 Hudavendigar Cd. No:5 Sirkeci Istanbul Turkiye \n",
+ "2 4023 Hudavendigar Cd. No:5 Sirkeci Istanbul Turkiye \n",
+ "3 4023 Hudavendigar Cd. No:5 Sirkeci Istanbul Turkiye \n",
+ "4 4023 Hudavendigar Cd. No:5 Sirkeci Istanbul Turkiye \n",
+ "... ... ... ... ... \n",
+ "5992 1625 17 rue Baron le Roy Paris France \n",
+ "5993 1625 17 rue Baron le Roy Paris France \n",
+ "5994 1625 17 rue Baron le Roy Paris France \n",
+ "5995 1625 17 rue Baron le Roy Paris France \n",
+ "5996 1625 17 rue Baron le Roy Paris France \n",
+ "\n",
+ " review_info \\\n",
+ "0 nan \n",
+ "1 nan \n",
+ "2 nan \n",
+ "3 nan \n",
+ "4 nan \n",
+ "... ... \n",
+ "5992 nice hotel but had trouble booking in we had j... \n",
+ "5993 great location we stayed at the kyriad hotel p... \n",
+ "5994 great location stayed here for a few days and ... \n",
+ "5995 for one night only we stayed here for one nigh... \n",
+ "5996 nice hotel in paris bercy the hotel is close t... \n",
+ "\n",
+ " hotel_info \n",
+ "0 Romance Istanbul Hotel Romance Istanbul Hotel ... \n",
+ "1 Romance Istanbul Hotel Romance Istanbul Hotel ... \n",
+ "2 Romance Istanbul Hotel Romance Istanbul Hotel ... \n",
+ "3 Romance Istanbul Hotel Romance Istanbul Hotel ... \n",
+ "4 Romance Istanbul Hotel Romance Istanbul Hotel ... \n",
+ "... ... \n",
+ "5992 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5993 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5994 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5995 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5996 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "\n",
+ "[5997 rows x 16 columns]"
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+ " | \n", + " | hotel_name | \n", + "hotel_description | \n", + "review_title | \n", + "review_text | \n", + "rate | \n", + "tripdate | \n", + "hotel_url | \n", + "hotel_image | \n", + "price_range | \n", + "rating_value | \n", + "review_count | \n", + "street_address | \n", + "locality | \n", + "country | \n", + "review_info | \n", + "hotel_info | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "Romance Istanbul Hotel | \n", + "Romance Istanbul Hotel has 39 rooms.Every room... | \n", + "An exceptional boutique hotel, great value for... | \n", + "None | \n", + "NaN | \n", + "February 2020 | \n", + "https://www.tripadvisor.com/Hotel_Review-g2939... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "5.0 | \n", + "4023 | \n", + "Hudavendigar Cd. No:5 Sirkeci | \n", + "Istanbul | \n", + "Turkiye | \n", + "nan | \n", + "Romance Istanbul Hotel Romance Istanbul Hotel ... | \n", + "
| 1 | \n", + "Romance Istanbul Hotel | \n", + "Romance Istanbul Hotel has 39 rooms.Every room... | \n", + "You can’t get better than this. | \n", + "None | \n", + "NaN | \n", + "March 2021 | \n", + "https://www.tripadvisor.com/Hotel_Review-g2939... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "5.0 | \n", + "4023 | \n", + "Hudavendigar Cd. No:5 Sirkeci | \n", + "Istanbul | \n", + "Turkiye | \n", + "nan | \n", + "Romance Istanbul Hotel Romance Istanbul Hotel ... | \n", + "
| 2 | \n", + "Romance Istanbul Hotel | \n", + "Romance Istanbul Hotel has 39 rooms.Every room... | \n", + "Exceeds all expectations | \n", + "None | \n", + "NaN | \n", + "March 2021 | \n", + "https://www.tripadvisor.com/Hotel_Review-g2939... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "5.0 | \n", + "4023 | \n", + "Hudavendigar Cd. No:5 Sirkeci | \n", + "Istanbul | \n", + "Turkiye | \n", + "nan | \n", + "Romance Istanbul Hotel Romance Istanbul Hotel ... | \n", + "
| 3 | \n", + "Romance Istanbul Hotel | \n", + "Romance Istanbul Hotel has 39 rooms.Every room... | \n", + "Great Location, Fantastic Accommodations | \n", + "None | \n", + "NaN | \n", + "August 2021 | \n", + "https://www.tripadvisor.com/Hotel_Review-g2939... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "5.0 | \n", + "4023 | \n", + "Hudavendigar Cd. No:5 Sirkeci | \n", + "Istanbul | \n", + "Turkiye | \n", + "nan | \n", + "Romance Istanbul Hotel Romance Istanbul Hotel ... | \n", + "
| 4 | \n", + "Romance Istanbul Hotel | \n", + "Romance Istanbul Hotel has 39 rooms.Every room... | \n", + "Perfection. It is all in the details. | \n", + "None | \n", + "NaN | \n", + "June 2021 | \n", + "https://www.tripadvisor.com/Hotel_Review-g2939... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "5.0 | \n", + "4023 | \n", + "Hudavendigar Cd. No:5 Sirkeci | \n", + "Istanbul | \n", + "Turkiye | \n", + "nan | \n", + "Romance Istanbul Hotel Romance Istanbul Hotel ... | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 5992 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Nice hotel but had trouble booking in. | \n", + "We had just had a very long and delayed train ... | \n", + "3.0 | \n", + "September 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "nice hotel but had trouble booking in we had j... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5993 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Great Location | \n", + "We stayed at the Kyriad Hotel Paris Bercy Vill... | \n", + "4.0 | \n", + "September 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "great location we stayed at the kyriad hotel p... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5994 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Great location | \n", + "Stayed here for a few days and it is a great l... | \n", + "5.0 | \n", + "October 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "great location stayed here for a few days and ... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5995 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "For one night only | \n", + "We stayed here for one night on our way to Ita... | \n", + "3.0 | \n", + "September 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "for one night only we stayed here for one nigh... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5996 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Nice hotel in Paris Bercy | \n", + "The Hotel is close to the metro station Cour S... | \n", + "4.0 | \n", + "September 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "nice hotel in paris bercy the hotel is close t... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
5997 rows × 16 columns
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+ "5977 Hotel Campanile Paris Bercy Village \n",
+ "5978 Hotel Campanile Paris Bercy Village \n",
+ "5979 Hotel Campanile Paris Bercy Village \n",
+ "5980 Hotel Campanile Paris Bercy Village \n",
+ "5981 Hotel Campanile Paris Bercy Village \n",
+ "5982 Hotel Campanile Paris Bercy Village \n",
+ "5983 Hotel Campanile Paris Bercy Village \n",
+ "5984 Hotel Campanile Paris Bercy Village \n",
+ "5985 Hotel Campanile Paris Bercy Village \n",
+ "5986 Hotel Campanile Paris Bercy Village \n",
+ "5987 Hotel Campanile Paris Bercy Village \n",
+ "5988 Hotel Campanile Paris Bercy Village \n",
+ "5989 Hotel Campanile Paris Bercy Village \n",
+ "5990 Hotel Campanile Paris Bercy Village \n",
+ "5991 Hotel Campanile Paris Bercy Village \n",
+ "5992 Hotel Campanile Paris Bercy Village \n",
+ "5993 Hotel Campanile Paris Bercy Village \n",
+ "5994 Hotel Campanile Paris Bercy Village \n",
+ "5995 Hotel Campanile Paris Bercy Village \n",
+ "5996 Hotel Campanile Paris Bercy Village \n",
+ "\n",
+ " hotel_description \\\n",
+ "5977 In the east of Paris, the hotel Campanile Berc... \n",
+ "5978 In the east of Paris, the hotel Campanile Berc... \n",
+ "5979 In the east of Paris, the hotel Campanile Berc... \n",
+ "5980 In the east of Paris, the hotel Campanile Berc... \n",
+ "5981 In the east of Paris, the hotel Campanile Berc... \n",
+ "5982 In the east of Paris, the hotel Campanile Berc... \n",
+ "5983 In the east of Paris, the hotel Campanile Berc... \n",
+ "5984 In the east of Paris, the hotel Campanile Berc... \n",
+ "5985 In the east of Paris, the hotel Campanile Berc... \n",
+ "5986 In the east of Paris, the hotel Campanile Berc... \n",
+ "5987 In the east of Paris, the hotel Campanile Berc... \n",
+ "5988 In the east of Paris, the hotel Campanile Berc... \n",
+ "5989 In the east of Paris, the hotel Campanile Berc... \n",
+ "5990 In the east of Paris, the hotel Campanile Berc... \n",
+ "5991 In the east of Paris, the hotel Campanile Berc... \n",
+ "5992 In the east of Paris, the hotel Campanile Berc... \n",
+ "5993 In the east of Paris, the hotel Campanile Berc... \n",
+ "5994 In the east of Paris, the hotel Campanile Berc... \n",
+ "5995 In the east of Paris, the hotel Campanile Berc... \n",
+ "5996 In the east of Paris, the hotel Campanile Berc... \n",
+ "\n",
+ " review_title \\\n",
+ "5977 Kyriad Bercy Hotel Paris \n",
+ "5978 Excellent customer service \n",
+ "5979 Fantastic stay! \n",
+ "5980 Excellent reception team, nice breakfast \n",
+ "5981 On the positive side \n",
+ "5982 Recommend! \n",
+ "5983 perfect location, clean and welcoming \n",
+ "5984 A great stay \n",
+ "5985 Great city Hotel \n",
+ "5986 Good place to stay \n",
+ "5987 Very conveniently located hotel \n",
+ "5988 A gem in Paris (for the price)!! \n",
+ "5989 Average hotel in a great area of Paris \n",
+ "5990 Good hotel, not great \n",
+ "5991 Clean and comfy \n",
+ "5992 Nice hotel but had trouble booking in. \n",
+ "5993 Great Location \n",
+ "5994 Great location \n",
+ "5995 For one night only \n",
+ "5996 Nice hotel in Paris Bercy \n",
+ "\n",
+ " review_text rate \\\n",
+ "5977 Myself and my teenage daughter stayed here for... 3.0 \n",
+ "5978 I have a reservation with them in Booking.com ... 5.0 \n",
+ "5979 This hotel was lovely and in a very good locat... 5.0 \n",
+ "5980 We booked this as mystery hotel and were not d... 4.0 \n",
+ "5981 This hotel was very good for the money spent. ... 4.0 \n",
+ "5982 Amazing experience, everything was perfect, wo... 5.0 \n",
+ "5983 Only 5min away from Bercy Village with dozens ... 5.0 \n",
+ "5984 I don't usually write reviews. However, I am ... 5.0 \n",
+ "5985 We came via Eurostar and this Hotel was part o... 5.0 \n",
+ "5986 This hotel located in a very good area. We sta... 5.0 \n",
+ "5987 We had selected Kyriad Hotel via the Eurostar ... 4.0 \n",
+ "5988 This hotel is located in the Bercy area, the n... 5.0 \n",
+ "5989 Kyriad hotel is a good hotel placed in a fabul... 3.0 \n",
+ "5990 We stayed at Kyriad paris bercy village for th... 3.0 \n",
+ "5991 Nothing I can fault really. Location is great,... 5.0 \n",
+ "5992 We had just had a very long and delayed train ... 3.0 \n",
+ "5993 We stayed at the Kyriad Hotel Paris Bercy Vill... 4.0 \n",
+ "5994 Stayed here for a few days and it is a great l... 5.0 \n",
+ "5995 We stayed here for one night on our way to Ita... 3.0 \n",
+ "5996 The Hotel is close to the metro station Cour S... 4.0 \n",
+ "\n",
+ " tripdate hotel_url \\\n",
+ "5977 July 2020 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5978 March 2020 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5979 February 2020 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5980 January 2020 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5981 January 2020 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5982 February 2020 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5983 January 2020 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5984 November 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5985 November 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5986 November 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5987 November 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5988 November 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5989 November 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5990 September 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5991 November 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5992 September 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5993 September 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5994 October 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5995 September 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5996 September 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "\n",
+ " hotel_image \\\n",
+ "5977 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5978 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5979 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5980 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5981 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5982 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5983 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5984 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5985 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5986 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5987 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5988 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5989 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5990 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5991 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5992 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5993 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5994 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5995 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5996 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "\n",
+ " price_range rating_value \\\n",
+ "5977 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5978 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5979 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5980 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5981 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5982 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5983 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5984 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5985 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5986 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5987 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5988 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5989 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5990 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5991 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5992 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5993 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5994 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5995 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5996 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "\n",
+ " review_count street_address locality country \\\n",
+ "5977 1625 17 rue Baron le Roy Paris France \n",
+ "5978 1625 17 rue Baron le Roy Paris France \n",
+ "5979 1625 17 rue Baron le Roy Paris France \n",
+ "5980 1625 17 rue Baron le Roy Paris France \n",
+ "5981 1625 17 rue Baron le Roy Paris France \n",
+ "5982 1625 17 rue Baron le Roy Paris France \n",
+ "5983 1625 17 rue Baron le Roy Paris France \n",
+ "5984 1625 17 rue Baron le Roy Paris France \n",
+ "5985 1625 17 rue Baron le Roy Paris France \n",
+ "5986 1625 17 rue Baron le Roy Paris France \n",
+ "5987 1625 17 rue Baron le Roy Paris France \n",
+ "5988 1625 17 rue Baron le Roy Paris France \n",
+ "5989 1625 17 rue Baron le Roy Paris France \n",
+ "5990 1625 17 rue Baron le Roy Paris France \n",
+ "5991 1625 17 rue Baron le Roy Paris France \n",
+ "5992 1625 17 rue Baron le Roy Paris France \n",
+ "5993 1625 17 rue Baron le Roy Paris France \n",
+ "5994 1625 17 rue Baron le Roy Paris France \n",
+ "5995 1625 17 rue Baron le Roy Paris France \n",
+ "5996 1625 17 rue Baron le Roy Paris France \n",
+ "\n",
+ " review_info \\\n",
+ "5977 kyriad bercy hotel paris myself and my teenage... \n",
+ "5978 excellent customer service i have a reservatio... \n",
+ "5979 fantastic stay this hotel was lovely and in a ... \n",
+ "5980 excellent reception team nice breakfast we boo... \n",
+ "5981 on the positive side this hotel was very good ... \n",
+ "5982 recommend amazing experience everything was pe... \n",
+ "5983 perfect location clean and welcoming only 5min... \n",
+ "5984 a great stay i dont usually write reviews how... \n",
+ "5985 great city hotel we came via eurostar and this... \n",
+ "5986 good place to stay this hotel located in a ver... \n",
+ "5987 very conveniently located hotel we had selecte... \n",
+ "5988 a gem in paris for the price this hotel is loc... \n",
+ "5989 average hotel in a great area of paris kyriad ... \n",
+ "5990 good hotel not great we stayed at kyriad paris... \n",
+ "5991 clean and comfy nothing i can fault really loc... \n",
+ "5992 nice hotel but had trouble booking in we had j... \n",
+ "5993 great location we stayed at the kyriad hotel p... \n",
+ "5994 great location stayed here for a few days and ... \n",
+ "5995 for one night only we stayed here for one nigh... \n",
+ "5996 nice hotel in paris bercy the hotel is close t... \n",
+ "\n",
+ " hotel_info \n",
+ "5977 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5978 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5979 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5980 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5981 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5982 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5983 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5984 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5985 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5986 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5987 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5988 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5989 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5990 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5991 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5992 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5993 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5994 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5995 Hotel Campanile Paris Bercy Village In the eas... \n",
+ "5996 Hotel Campanile Paris Bercy Village In the eas... "
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "test_dt = df_combined[-20:]\n",
+ "test_dt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 356
+ },
+ "id": "kdhNsoWyWRkw",
+ "outputId": "5ea4f904-4cca-4a6b-b666-be4620f053ff"
+ },
+ "outputs": [
+ {
+ "ename": "AttributeError",
+ "evalue": "module 'numpy.linalg._umath_linalg' has no attribute '_ilp64'",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
\n",
+ " \n",
+ " | \n", + " | hotel_name | \n", + "hotel_description | \n", + "review_title | \n", + "review_text | \n", + "rate | \n", + "tripdate | \n", + "hotel_url | \n", + "hotel_image | \n", + "price_range | \n", + "rating_value | \n", + "review_count | \n", + "street_address | \n", + "locality | \n", + "country | \n", + "review_info | \n", + "hotel_info | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5977 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Kyriad Bercy Hotel Paris | \n", + "Myself and my teenage daughter stayed here for... | \n", + "3.0 | \n", + "July 2020 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "kyriad bercy hotel paris myself and my teenage... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5978 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Excellent customer service | \n", + "I have a reservation with them in Booking.com ... | \n", + "5.0 | \n", + "March 2020 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "excellent customer service i have a reservatio... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5979 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Fantastic stay! | \n", + "This hotel was lovely and in a very good locat... | \n", + "5.0 | \n", + "February 2020 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "fantastic stay this hotel was lovely and in a ... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5980 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Excellent reception team, nice breakfast | \n", + "We booked this as mystery hotel and were not d... | \n", + "4.0 | \n", + "January 2020 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "excellent reception team nice breakfast we boo... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5981 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "On the positive side | \n", + "This hotel was very good for the money spent. ... | \n", + "4.0 | \n", + "January 2020 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "on the positive side this hotel was very good ... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5982 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Recommend! | \n", + "Amazing experience, everything was perfect, wo... | \n", + "5.0 | \n", + "February 2020 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "recommend amazing experience everything was pe... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5983 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "perfect location, clean and welcoming | \n", + "Only 5min away from Bercy Village with dozens ... | \n", + "5.0 | \n", + "January 2020 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "perfect location clean and welcoming only 5min... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5984 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "A great stay | \n", + "I don't usually write reviews. However, I am ... | \n", + "5.0 | \n", + "November 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "a great stay i dont usually write reviews how... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5985 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Great city Hotel | \n", + "We came via Eurostar and this Hotel was part o... | \n", + "5.0 | \n", + "November 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "great city hotel we came via eurostar and this... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5986 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Good place to stay | \n", + "This hotel located in a very good area. We sta... | \n", + "5.0 | \n", + "November 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "good place to stay this hotel located in a ver... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5987 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Very conveniently located hotel | \n", + "We had selected Kyriad Hotel via the Eurostar ... | \n", + "4.0 | \n", + "November 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "very conveniently located hotel we had selecte... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5988 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "A gem in Paris (for the price)!! | \n", + "This hotel is located in the Bercy area, the n... | \n", + "5.0 | \n", + "November 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "a gem in paris for the price this hotel is loc... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5989 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Average hotel in a great area of Paris | \n", + "Kyriad hotel is a good hotel placed in a fabul... | \n", + "3.0 | \n", + "November 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "average hotel in a great area of paris kyriad ... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5990 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Good hotel, not great | \n", + "We stayed at Kyriad paris bercy village for th... | \n", + "3.0 | \n", + "September 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "good hotel not great we stayed at kyriad paris... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5991 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Clean and comfy | \n", + "Nothing I can fault really. Location is great,... | \n", + "5.0 | \n", + "November 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "clean and comfy nothing i can fault really loc... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5992 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Nice hotel but had trouble booking in. | \n", + "We had just had a very long and delayed train ... | \n", + "3.0 | \n", + "September 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "nice hotel but had trouble booking in we had j... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5993 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Great Location | \n", + "We stayed at the Kyriad Hotel Paris Bercy Vill... | \n", + "4.0 | \n", + "September 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "great location we stayed at the kyriad hotel p... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5994 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Great location | \n", + "Stayed here for a few days and it is a great l... | \n", + "5.0 | \n", + "October 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "great location stayed here for a few days and ... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5995 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "For one night only | \n", + "We stayed here for one night on our way to Ita... | \n", + "3.0 | \n", + "September 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "for one night only we stayed here for one nigh... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
| 5996 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Nice hotel in Paris Bercy | \n", + "The Hotel is close to the metro station Cour S... | \n", + "4.0 | \n", + "September 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "nice hotel in paris bercy the hotel is close t... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "
\n",
+ "
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+ " hotel_name \\\n",
+ "5977 Hotel Campanile Paris Bercy Village \n",
+ "5978 Hotel Campanile Paris Bercy Village \n",
+ "5979 Hotel Campanile Paris Bercy Village \n",
+ "5980 Hotel Campanile Paris Bercy Village \n",
+ "5981 Hotel Campanile Paris Bercy Village \n",
+ "5982 Hotel Campanile Paris Bercy Village \n",
+ "5983 Hotel Campanile Paris Bercy Village \n",
+ "5984 Hotel Campanile Paris Bercy Village \n",
+ "5985 Hotel Campanile Paris Bercy Village \n",
+ "5986 Hotel Campanile Paris Bercy Village \n",
+ "5987 Hotel Campanile Paris Bercy Village \n",
+ "5988 Hotel Campanile Paris Bercy Village \n",
+ "5989 Hotel Campanile Paris Bercy Village \n",
+ "5990 Hotel Campanile Paris Bercy Village \n",
+ "5991 Hotel Campanile Paris Bercy Village \n",
+ "5992 Hotel Campanile Paris Bercy Village \n",
+ "5993 Hotel Campanile Paris Bercy Village \n",
+ "5994 Hotel Campanile Paris Bercy Village \n",
+ "5995 Hotel Campanile Paris Bercy Village \n",
+ "5996 Hotel Campanile Paris Bercy Village \n",
+ "\n",
+ " hotel_description \\\n",
+ "5977 In the east of Paris, the hotel Campanile Berc... \n",
+ "5978 In the east of Paris, the hotel Campanile Berc... \n",
+ "5979 In the east of Paris, the hotel Campanile Berc... \n",
+ "5980 In the east of Paris, the hotel Campanile Berc... \n",
+ "5981 In the east of Paris, the hotel Campanile Berc... \n",
+ "5982 In the east of Paris, the hotel Campanile Berc... \n",
+ "5983 In the east of Paris, the hotel Campanile Berc... \n",
+ "5984 In the east of Paris, the hotel Campanile Berc... \n",
+ "5985 In the east of Paris, the hotel Campanile Berc... \n",
+ "5986 In the east of Paris, the hotel Campanile Berc... \n",
+ "5987 In the east of Paris, the hotel Campanile Berc... \n",
+ "5988 In the east of Paris, the hotel Campanile Berc... \n",
+ "5989 In the east of Paris, the hotel Campanile Berc... \n",
+ "5990 In the east of Paris, the hotel Campanile Berc... \n",
+ "5991 In the east of Paris, the hotel Campanile Berc... \n",
+ "5992 In the east of Paris, the hotel Campanile Berc... \n",
+ "5993 In the east of Paris, the hotel Campanile Berc... \n",
+ "5994 In the east of Paris, the hotel Campanile Berc... \n",
+ "5995 In the east of Paris, the hotel Campanile Berc... \n",
+ "5996 In the east of Paris, the hotel Campanile Berc... \n",
+ "\n",
+ " review_title \\\n",
+ "5977 Kyriad Bercy Hotel Paris \n",
+ "5978 Excellent customer service \n",
+ "5979 Fantastic stay! \n",
+ "5980 Excellent reception team, nice breakfast \n",
+ "5981 On the positive side \n",
+ "5982 Recommend! \n",
+ "5983 perfect location, clean and welcoming \n",
+ "5984 A great stay \n",
+ "5985 Great city Hotel \n",
+ "5986 Good place to stay \n",
+ "5987 Very conveniently located hotel \n",
+ "5988 A gem in Paris (for the price)!! \n",
+ "5989 Average hotel in a great area of Paris \n",
+ "5990 Good hotel, not great \n",
+ "5991 Clean and comfy \n",
+ "5992 Nice hotel but had trouble booking in. \n",
+ "5993 Great Location \n",
+ "5994 Great location \n",
+ "5995 For one night only \n",
+ "5996 Nice hotel in Paris Bercy \n",
+ "\n",
+ " review_text rate \\\n",
+ "5977 Myself and my teenage daughter stayed here for... 3.0 \n",
+ "5978 I have a reservation with them in Booking.com ... 5.0 \n",
+ "5979 This hotel was lovely and in a very good locat... 5.0 \n",
+ "5980 We booked this as mystery hotel and were not d... 4.0 \n",
+ "5981 This hotel was very good for the money spent. ... 4.0 \n",
+ "5982 Amazing experience, everything was perfect, wo... 5.0 \n",
+ "5983 Only 5min away from Bercy Village with dozens ... 5.0 \n",
+ "5984 I don't usually write reviews. However, I am ... 5.0 \n",
+ "5985 We came via Eurostar and this Hotel was part o... 5.0 \n",
+ "5986 This hotel located in a very good area. We sta... 5.0 \n",
+ "5987 We had selected Kyriad Hotel via the Eurostar ... 4.0 \n",
+ "5988 This hotel is located in the Bercy area, the n... 5.0 \n",
+ "5989 Kyriad hotel is a good hotel placed in a fabul... 3.0 \n",
+ "5990 We stayed at Kyriad paris bercy village for th... 3.0 \n",
+ "5991 Nothing I can fault really. Location is great,... 5.0 \n",
+ "5992 We had just had a very long and delayed train ... 3.0 \n",
+ "5993 We stayed at the Kyriad Hotel Paris Bercy Vill... 4.0 \n",
+ "5994 Stayed here for a few days and it is a great l... 5.0 \n",
+ "5995 We stayed here for one night on our way to Ita... 3.0 \n",
+ "5996 The Hotel is close to the metro station Cour S... 4.0 \n",
+ "\n",
+ " tripdate hotel_url \\\n",
+ "5977 July 2020 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5978 March 2020 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5979 February 2020 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5980 January 2020 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5981 January 2020 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5982 February 2020 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5983 January 2020 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5984 November 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5985 November 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5986 November 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5987 November 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5988 November 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5989 November 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5990 September 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5991 November 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5992 September 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5993 September 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5994 October 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5995 September 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5996 September 2019 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "\n",
+ " hotel_image \\\n",
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+ "5978 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5979 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5980 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5981 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5982 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5983 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5984 https://media-cdn.tripadvisor.com/media/photo-... \n",
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+ "5988 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5989 https://media-cdn.tripadvisor.com/media/photo-... \n",
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+ "5992 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5993 https://media-cdn.tripadvisor.com/media/photo-... \n",
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+ "5995 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5996 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "\n",
+ " price_range rating_value \\\n",
+ "5977 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5978 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5979 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5980 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5981 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5982 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5983 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5984 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5985 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5986 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5987 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5988 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5989 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5990 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5991 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5992 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5993 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5994 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5995 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "5996 $ (Based on Average Nightly Rates for a Standa... 4.0 \n",
+ "\n",
+ " review_count street_address locality country \\\n",
+ "5977 1625 17 rue Baron le Roy Paris France \n",
+ "5978 1625 17 rue Baron le Roy Paris France \n",
+ "5979 1625 17 rue Baron le Roy Paris France \n",
+ "5980 1625 17 rue Baron le Roy Paris France \n",
+ "5981 1625 17 rue Baron le Roy Paris France \n",
+ "5982 1625 17 rue Baron le Roy Paris France \n",
+ "5983 1625 17 rue Baron le Roy Paris France \n",
+ "5984 1625 17 rue Baron le Roy Paris France \n",
+ "5985 1625 17 rue Baron le Roy Paris France \n",
+ "5986 1625 17 rue Baron le Roy Paris France \n",
+ "5987 1625 17 rue Baron le Roy Paris France \n",
+ "5988 1625 17 rue Baron le Roy Paris France \n",
+ "5989 1625 17 rue Baron le Roy Paris France \n",
+ "5990 1625 17 rue Baron le Roy Paris France \n",
+ "5991 1625 17 rue Baron le Roy Paris France \n",
+ "5992 1625 17 rue Baron le Roy Paris France \n",
+ "5993 1625 17 rue Baron le Roy Paris France \n",
+ "5994 1625 17 rue Baron le Roy Paris France \n",
+ "5995 1625 17 rue Baron le Roy Paris France \n",
+ "5996 1625 17 rue Baron le Roy Paris France \n",
+ "\n",
+ " review_info \\\n",
+ "5977 kyriad bercy hotel paris myself and my teenage... \n",
+ "5978 excellent customer service i have a reservatio... \n",
+ "5979 fantastic stay this hotel was lovely and in a ... \n",
+ "5980 excellent reception team nice breakfast we boo... \n",
+ "5981 on the positive side this hotel was very good ... \n",
+ "5982 recommend amazing experience everything was pe... \n",
+ "5983 perfect location clean and welcoming only 5min... \n",
+ "5984 a great stay i dont usually write reviews how... \n",
+ "5985 great city hotel we came via eurostar and this... \n",
+ "5986 good place to stay this hotel located in a ver... \n",
+ "5987 very conveniently located hotel we had selecte... \n",
+ "5988 a gem in paris for the price this hotel is loc... \n",
+ "5989 average hotel in a great area of paris kyriad ... \n",
+ "5990 good hotel not great we stayed at kyriad paris... \n",
+ "5991 clean and comfy nothing i can fault really loc... \n",
+ "5992 nice hotel but had trouble booking in we had j... \n",
+ "5993 great location we stayed at the kyriad hotel p... \n",
+ "5994 great location stayed here for a few days and ... \n",
+ "5995 for one night only we stayed here for one nigh... \n",
+ "5996 nice hotel in paris bercy the hotel is close t... \n",
+ "\n",
+ " hotel_info \\\n",
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+ "5996 Hotel Campanile Paris Bercy Village In the eas... \n",
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+ ],
+ "source": [
+ "test_dt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 304
+ },
+ "id": "ICocSZVXtrDe",
+ "outputId": "43f40625-3fb2-4034-83dd-0f2d1eb946c2"
+ },
+ "outputs": [
+ {
+ "ename": "KeyboardInterrupt",
+ "evalue": "",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
\n",
+ " \n",
+ " | \n", + " | hotel_name | \n", + "hotel_description | \n", + "review_title | \n", + "review_text | \n", + "rate | \n", + "tripdate | \n", + "hotel_url | \n", + "hotel_image | \n", + "price_range | \n", + "rating_value | \n", + "review_count | \n", + "street_address | \n", + "locality | \n", + "country | \n", + "review_info | \n", + "hotel_info | \n", + "embed_1 | \n", + "embed_2 | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5977 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Kyriad Bercy Hotel Paris | \n", + "Myself and my teenage daughter stayed here for... | \n", + "3.0 | \n", + "July 2020 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "kyriad bercy hotel paris myself and my teenage... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "[0.0053078486, -0.014447695, 0.0038470232, 0.0... | \n", + "[0.0055098273, -0.044080723, 0.011860878, 0.08... | \n", + "
| 5978 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Excellent customer service | \n", + "I have a reservation with them in Booking.com ... | \n", + "5.0 | \n", + "March 2020 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "excellent customer service i have a reservatio... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "[0.0049453448, -0.0023506915, -0.004336413, 0.... | \n", + "[0.0055098273, -0.044080723, 0.011860878, 0.08... | \n", + "
| 5979 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Fantastic stay! | \n", + "This hotel was lovely and in a very good locat... | \n", + "5.0 | \n", + "February 2020 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "fantastic stay this hotel was lovely and in a ... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "[-0.022850059, -0.0487052, -0.0015445792, 0.03... | \n", + "[0.0055098273, -0.044080723, 0.011860878, 0.08... | \n", + "
| 5980 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Excellent reception team, nice breakfast | \n", + "We booked this as mystery hotel and were not d... | \n", + "4.0 | \n", + "January 2020 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "excellent reception team nice breakfast we boo... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "[0.024521174, -0.03356217, 0.016213352, 0.0803... | \n", + "[0.0055098273, -0.044080723, 0.011860878, 0.08... | \n", + "
| 5981 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "On the positive side | \n", + "This hotel was very good for the money spent. ... | \n", + "4.0 | \n", + "January 2020 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "on the positive side this hotel was very good ... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "[-0.038305234, 0.017031254, 0.008352881, 0.051... | \n", + "[0.0055098273, -0.044080723, 0.011860878, 0.08... | \n", + "
| 5982 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Recommend! | \n", + "Amazing experience, everything was perfect, wo... | \n", + "5.0 | \n", + "February 2020 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "recommend amazing experience everything was pe... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "[-0.003848171, -0.023780435, 0.017891532, 0.02... | \n", + "[0.0055098273, -0.044080723, 0.011860878, 0.08... | \n", + "
| 5983 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "perfect location, clean and welcoming | \n", + "Only 5min away from Bercy Village with dozens ... | \n", + "5.0 | \n", + "January 2020 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "perfect location clean and welcoming only 5min... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "[-0.03350181, -0.04346627, 0.016963577, 0.0795... | \n", + "[0.0055098273, -0.044080723, 0.011860878, 0.08... | \n", + "
| 5984 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "A great stay | \n", + "I don't usually write reviews. However, I am ... | \n", + "5.0 | \n", + "November 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "a great stay i dont usually write reviews how... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "[-0.012432012, -0.035502333, 0.011709777, 0.08... | \n", + "[0.0055098273, -0.044080723, 0.011860878, 0.08... | \n", + "
| 5985 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Great city Hotel | \n", + "We came via Eurostar and this Hotel was part o... | \n", + "5.0 | \n", + "November 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "great city hotel we came via eurostar and this... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "[-0.019161653, -0.027909609, 0.013313228, 0.08... | \n", + "[0.0055098273, -0.044080723, 0.011860878, 0.08... | \n", + "
| 5986 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Good place to stay | \n", + "This hotel located in a very good area. We sta... | \n", + "5.0 | \n", + "November 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "good place to stay this hotel located in a ver... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "[0.018544666, -0.07385674, 0.00022794593, 0.02... | \n", + "[0.0055098273, -0.044080723, 0.011860878, 0.08... | \n", + "
| 5987 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Very conveniently located hotel | \n", + "We had selected Kyriad Hotel via the Eurostar ... | \n", + "4.0 | \n", + "November 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "very conveniently located hotel we had selecte... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "[-0.0010898937, -0.0186181, 0.0058286926, 0.02... | \n", + "[0.0055098273, -0.044080723, 0.011860878, 0.08... | \n", + "
| 5988 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "A gem in Paris (for the price)!! | \n", + "This hotel is located in the Bercy area, the n... | \n", + "5.0 | \n", + "November 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "a gem in paris for the price this hotel is loc... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "[-0.00019215255, -0.042734552, 0.01846412, 0.0... | \n", + "[0.0055098273, -0.044080723, 0.011860878, 0.08... | \n", + "
| 5989 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Average hotel in a great area of Paris | \n", + "Kyriad hotel is a good hotel placed in a fabul... | \n", + "3.0 | \n", + "November 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "average hotel in a great area of paris kyriad ... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "[-0.009388709, -0.039457876, 0.020500658, 0.04... | \n", + "[0.0055098273, -0.044080723, 0.011860878, 0.08... | \n", + "
| 5990 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Good hotel, not great | \n", + "We stayed at Kyriad paris bercy village for th... | \n", + "3.0 | \n", + "September 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "good hotel not great we stayed at kyriad paris... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "[0.015159702, -0.028592592, 0.016128678, 0.063... | \n", + "[0.0055098273, -0.044080723, 0.011860878, 0.08... | \n", + "
| 5991 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Clean and comfy | \n", + "Nothing I can fault really. Location is great,... | \n", + "5.0 | \n", + "November 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "clean and comfy nothing i can fault really loc... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "[-0.039042037, -0.018973708, -0.011135213, 0.0... | \n", + "[0.0055098273, -0.044080723, 0.011860878, 0.08... | \n", + "
| 5992 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Nice hotel but had trouble booking in. | \n", + "We had just had a very long and delayed train ... | \n", + "3.0 | \n", + "September 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "nice hotel but had trouble booking in we had j... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "[0.019159589, -0.03804933, -0.0139713045, 0.06... | \n", + "[0.0055098273, -0.044080723, 0.011860878, 0.08... | \n", + "
| 5993 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Great Location | \n", + "We stayed at the Kyriad Hotel Paris Bercy Vill... | \n", + "4.0 | \n", + "September 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "great location we stayed at the kyriad hotel p... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "[-0.018198008, -0.012747932, 0.018207619, 0.06... | \n", + "[0.0055098273, -0.044080723, 0.011860878, 0.08... | \n", + "
| 5994 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Great location | \n", + "Stayed here for a few days and it is a great l... | \n", + "5.0 | \n", + "October 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "great location stayed here for a few days and ... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "[-0.054591767, -0.02885944, 0.013679957, 0.070... | \n", + "[0.0055098273, -0.044080723, 0.011860878, 0.08... | \n", + "
| 5995 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "For one night only | \n", + "We stayed here for one night on our way to Ita... | \n", + "3.0 | \n", + "September 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "for one night only we stayed here for one nigh... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "[-0.024700547, -0.02557564, 0.00232916, 0.0568... | \n", + "[0.0055098273, -0.044080723, 0.011860878, 0.08... | \n", + "
| 5996 | \n", + "Hotel Campanile Paris Bercy Village | \n", + "In the east of Paris, the hotel Campanile Berc... | \n", + "Nice hotel in Paris Bercy | \n", + "The Hotel is close to the metro station Cour S... | \n", + "4.0 | \n", + "September 2019 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "4.0 | \n", + "1625 | \n", + "17 rue Baron le Roy | \n", + "Paris | \n", + "France | \n", + "nice hotel in paris bercy the hotel is close t... | \n", + "Hotel Campanile Paris Bercy Village In the eas... | \n", + "[-0.012824107, -0.027617063, 0.014790822, 0.07... | \n", + "[0.0055098273, -0.044080723, 0.011860878, 0.08... | \n", + "
\n",
+ "
\n"
+ ],
+ "text/plain": [
+ " hotel_name hotel_description \\\n",
+ "0 Romance Istanbul Hotel Romance Istanbul Hotel has 39 rooms.Every room... \n",
+ "1 Romance Istanbul Hotel Romance Istanbul Hotel has 39 rooms.Every room... \n",
+ "2 Romance Istanbul Hotel Romance Istanbul Hotel has 39 rooms.Every room... \n",
+ "3 Romance Istanbul Hotel Romance Istanbul Hotel has 39 rooms.Every room... \n",
+ "4 Romance Istanbul Hotel Romance Istanbul Hotel has 39 rooms.Every room... \n",
+ "\n",
+ " review_title review_text rate \\\n",
+ "0 An exceptional boutique hotel, great value for... None NaN \n",
+ "1 You can’t get better than this. None NaN \n",
+ "2 Exceeds all expectations None NaN \n",
+ "3 Great Location, Fantastic Accommodations None NaN \n",
+ "4 Perfection. It is all in the details. None NaN \n",
+ "\n",
+ " tripdate hotel_url \\\n",
+ "0 February 2020 https://www.tripadvisor.com/Hotel_Review-g2939... \n",
+ "1 March 2021 https://www.tripadvisor.com/Hotel_Review-g2939... \n",
+ "2 March 2021 https://www.tripadvisor.com/Hotel_Review-g2939... \n",
+ "3 August 2021 https://www.tripadvisor.com/Hotel_Review-g2939... \n",
+ "4 June 2021 https://www.tripadvisor.com/Hotel_Review-g2939... \n",
+ "\n",
+ " hotel_image \\\n",
+ "0 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "1 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "2 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "3 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "4 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "\n",
+ " price_range rating_value \\\n",
+ "0 $ (Based on Average Nightly Rates for a Standa... 5.0 \n",
+ "1 $ (Based on Average Nightly Rates for a Standa... 5.0 \n",
+ "2 $ (Based on Average Nightly Rates for a Standa... 5.0 \n",
+ "3 $ (Based on Average Nightly Rates for a Standa... 5.0 \n",
+ "4 $ (Based on Average Nightly Rates for a Standa... 5.0 \n",
+ "\n",
+ " review_count street_address locality country review_info \\\n",
+ "0 4023 Hudavendigar Cd. No:5 Sirkeci Istanbul Turkiye nan \n",
+ "1 4023 Hudavendigar Cd. No:5 Sirkeci Istanbul Turkiye nan \n",
+ "2 4023 Hudavendigar Cd. No:5 Sirkeci Istanbul Turkiye nan \n",
+ "3 4023 Hudavendigar Cd. No:5 Sirkeci Istanbul Turkiye nan \n",
+ "4 4023 Hudavendigar Cd. No:5 Sirkeci Istanbul Turkiye nan \n",
+ "\n",
+ " hotel_info \\\n",
+ "0 Romance Istanbul Hotel Romance Istanbul Hotel ... \n",
+ "1 Romance Istanbul Hotel Romance Istanbul Hotel ... \n",
+ "2 Romance Istanbul Hotel Romance Istanbul Hotel ... \n",
+ "3 Romance Istanbul Hotel Romance Istanbul Hotel ... \n",
+ "4 Romance Istanbul Hotel Romance Istanbul Hotel ... \n",
+ "\n",
+ " embed_1 \\\n",
+ "0 [-0.023187159, 0.051497463, -0.0023922175, -0.... \n",
+ "1 [-0.023187159, 0.051497463, -0.0023922175, -0.... \n",
+ "2 [-0.023187159, 0.051497463, -0.0023922175, -0.... \n",
+ "3 [-0.023187159, 0.051497463, -0.0023922175, -0.... \n",
+ "4 [-0.023187159, 0.051497463, -0.0023922175, -0.... \n",
+ "\n",
+ " embed_2 \n",
+ "0 [0.009530647, -0.07076493, -0.009004908, 0.049... \n",
+ "1 [0.009530647, -0.07076493, -0.009004908, 0.049... \n",
+ "2 [0.009530647, -0.07076493, -0.009004908, 0.049... \n",
+ "3 [0.009530647, -0.07076493, -0.009004908, 0.049... \n",
+ "4 [0.009530647, -0.07076493, -0.009004908, 0.049... "
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "df = pd.read_pickle('/content/data.pkl')\n",
+ "df.head(5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {
+ "id": "CInlemX5vKnl"
+ },
+ "outputs": [],
+ "source": [
+ "\n",
+ "# search through the reviews for a specific product\n",
+ "def search_reviews(df, query, n=5, pprint=True):\n",
+ " query_embedding = embedder.encode(query,show_progress_bar=True) #encode the query\n",
+ " df[\"rev_sim_score\"] = df.embed_1.apply(lambda x: cosine_similarity(x, query_embedding.reshape(768,-1))) #similarity against each doc\n",
+ "\n",
+ " review_results = (\n",
+ " df.sort_values(\"rev_sim_score\", ascending=False) # re-rank\n",
+ " .head(n))\n",
+ "\n",
+ " return review_results"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {
+ "id": "pNg7KTKEgb1Q"
+ },
+ "outputs": [],
+ "source": [
+ "\n",
+ "# search through the hotels for a specific hotel\n",
+ "def hotel_info(df, query, n=5, pprint=True):\n",
+ " query_embedding = embedder.encode(query,show_progress_bar=True) #encode the query\n",
+ " df[\"hotel_sim_score\"] = df.embed_2.apply(lambda x: cosine_similarity(x, query_embedding.reshape(768,-1))) #similarity against each doc\n",
+ "\n",
+ " hotel_results = (\n",
+ " df.sort_values(\"hotel_sim_score\", ascending=False) # re-rank\n",
+ " .head(n))\n",
+ "\n",
+ " return hotel_results"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {
+ "id": "F-5oKwzAh7a9"
+ },
+ "outputs": [],
+ "source": [
+ "query1 = 'close to Louvre and great food nearby but not too expensive'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 297
+ },
+ "id": "_hTAezfF3rjO",
+ "outputId": "d4d6cf0a-5e2d-49da-dbd9-eb8dd4f871e5"
+ },
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'embedder' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
\n",
+ " \n",
+ " | \n", + " | hotel_name | \n", + "hotel_description | \n", + "review_title | \n", + "review_text | \n", + "rate | \n", + "tripdate | \n", + "hotel_url | \n", + "hotel_image | \n", + "price_range | \n", + "rating_value | \n", + "review_count | \n", + "street_address | \n", + "locality | \n", + "country | \n", + "review_info | \n", + "hotel_info | \n", + "embed_1 | \n", + "embed_2 | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "Romance Istanbul Hotel | \n", + "Romance Istanbul Hotel has 39 rooms.Every room... | \n", + "An exceptional boutique hotel, great value for... | \n", + "None | \n", + "NaN | \n", + "February 2020 | \n", + "https://www.tripadvisor.com/Hotel_Review-g2939... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "5.0 | \n", + "4023 | \n", + "Hudavendigar Cd. No:5 Sirkeci | \n", + "Istanbul | \n", + "Turkiye | \n", + "nan | \n", + "Romance Istanbul Hotel Romance Istanbul Hotel ... | \n", + "[-0.023187159, 0.051497463, -0.0023922175, -0.... | \n", + "[0.009530647, -0.07076493, -0.009004908, 0.049... | \n", + "
| 1 | \n", + "Romance Istanbul Hotel | \n", + "Romance Istanbul Hotel has 39 rooms.Every room... | \n", + "You can’t get better than this. | \n", + "None | \n", + "NaN | \n", + "March 2021 | \n", + "https://www.tripadvisor.com/Hotel_Review-g2939... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "5.0 | \n", + "4023 | \n", + "Hudavendigar Cd. No:5 Sirkeci | \n", + "Istanbul | \n", + "Turkiye | \n", + "nan | \n", + "Romance Istanbul Hotel Romance Istanbul Hotel ... | \n", + "[-0.023187159, 0.051497463, -0.0023922175, -0.... | \n", + "[0.009530647, -0.07076493, -0.009004908, 0.049... | \n", + "
| 2 | \n", + "Romance Istanbul Hotel | \n", + "Romance Istanbul Hotel has 39 rooms.Every room... | \n", + "Exceeds all expectations | \n", + "None | \n", + "NaN | \n", + "March 2021 | \n", + "https://www.tripadvisor.com/Hotel_Review-g2939... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "5.0 | \n", + "4023 | \n", + "Hudavendigar Cd. No:5 Sirkeci | \n", + "Istanbul | \n", + "Turkiye | \n", + "nan | \n", + "Romance Istanbul Hotel Romance Istanbul Hotel ... | \n", + "[-0.023187159, 0.051497463, -0.0023922175, -0.... | \n", + "[0.009530647, -0.07076493, -0.009004908, 0.049... | \n", + "
| 3 | \n", + "Romance Istanbul Hotel | \n", + "Romance Istanbul Hotel has 39 rooms.Every room... | \n", + "Great Location, Fantastic Accommodations | \n", + "None | \n", + "NaN | \n", + "August 2021 | \n", + "https://www.tripadvisor.com/Hotel_Review-g2939... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "5.0 | \n", + "4023 | \n", + "Hudavendigar Cd. No:5 Sirkeci | \n", + "Istanbul | \n", + "Turkiye | \n", + "nan | \n", + "Romance Istanbul Hotel Romance Istanbul Hotel ... | \n", + "[-0.023187159, 0.051497463, -0.0023922175, -0.... | \n", + "[0.009530647, -0.07076493, -0.009004908, 0.049... | \n", + "
| 4 | \n", + "Romance Istanbul Hotel | \n", + "Romance Istanbul Hotel has 39 rooms.Every room... | \n", + "Perfection. It is all in the details. | \n", + "None | \n", + "NaN | \n", + "June 2021 | \n", + "https://www.tripadvisor.com/Hotel_Review-g2939... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "5.0 | \n", + "4023 | \n", + "Hudavendigar Cd. No:5 Sirkeci | \n", + "Istanbul | \n", + "Turkiye | \n", + "nan | \n", + "Romance Istanbul Hotel Romance Istanbul Hotel ... | \n", + "[-0.023187159, 0.051497463, -0.0023922175, -0.... | \n", + "[0.009530647, -0.07076493, -0.009004908, 0.049... | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
\n",
+ " \n",
+ " \n"
+ ],
+ "text/plain": [
+ " hotel_name \\\n",
+ "5803 Hotel Square Louvois \n",
+ "5402 Hotel Moliere \n",
+ "4922 La Maison Favart \n",
+ "4925 La Maison Favart \n",
+ "4814 Hotel Malte - Astotel \n",
+ "\n",
+ " hotel_description \\\n",
+ "5803 Its location in the heart of Paris’ 2nd arrond... \n",
+ "5402 New four star boutique hotel in chic 1st arron... \n",
+ "4922 La Maison Favart opened on April, 13th 2012 af... \n",
+ "4925 La Maison Favart opened on April, 13th 2012 af... \n",
+ "4814 Located in the 2nd district next to the Stock ... \n",
+ "\n",
+ " review_title \\\n",
+ "5803 Nice hotel within walking distance to the Louvre \n",
+ "5402 Very nice Hotel near the Louvre \n",
+ "4922 Wonderful hotel near the Louvre \n",
+ "4925 Fantastic location \n",
+ "4814 Comfortable option in a convenient location \n",
+ "\n",
+ " review_text rate tripdate \\\n",
+ "5803 Lovely stylish hotel with friendly staff and g... 5.0 October 2023 \n",
+ "5402 The hotel is very clean. Our room was very nic... 5.0 December 2023 \n",
+ "4922 We stayed at the Maison Favart for three days.... 5.0 December 2023 \n",
+ "4925 We stayed for a short break for 3 nights . Fan... 5.0 December 2023 \n",
+ "4814 A nice boutique hotel on a quiet street, at ea... 5.0 December 2023 \n",
+ "\n",
+ " hotel_url \\\n",
+ "5803 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5402 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "4922 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "4925 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "4814 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "\n",
+ " hotel_image \\\n",
+ "5803 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5402 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "4922 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "4925 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "4814 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "\n",
+ " price_range rating_value \\\n",
+ "5803 $$ (Based on Average Nightly Rates for a Stand... 5.0 \n",
+ "5402 $$ (Based on Average Nightly Rates for a Stand... 5.0 \n",
+ "4922 $$ (Based on Average Nightly Rates for a Stand... 5.0 \n",
+ "4925 $$ (Based on Average Nightly Rates for a Stand... 5.0 \n",
+ "4814 $$ (Based on Average Nightly Rates for a Stand... 5.0 \n",
+ "\n",
+ " review_count street_address locality country \\\n",
+ "5803 612 12 rue de Louvois Paris France \n",
+ "5402 1092 21 rue Moliere 1st Arr. Paris France \n",
+ "4922 2265 5, Rue de Marivaux 2nd Arr Paris France \n",
+ "4925 2265 5, Rue de Marivaux 2nd Arr Paris France \n",
+ "4814 2985 63 rue de Richelieu Paris France \n",
+ "\n",
+ " review_info \\\n",
+ "5803 nice hotel within walking distance to the louv... \n",
+ "5402 very nice hotel near the louvre the hotel is v... \n",
+ "4922 wonderful hotel near the louvre we stayed at t... \n",
+ "4925 fantastic location we stayed for a short break... \n",
+ "4814 comfortable option in a convenient location a ... \n",
+ "\n",
+ " hotel_info \\\n",
+ "5803 Hotel Square Louvois Its location in the heart... \n",
+ "5402 Hotel Moliere New four star boutique hotel in ... \n",
+ "4922 La Maison Favart La Maison Favart opened on Ap... \n",
+ "4925 La Maison Favart La Maison Favart opened on Ap... \n",
+ "4814 Hotel Malte - Astotel Located in the 2nd distr... \n",
+ "\n",
+ " embed_1 \\\n",
+ "5803 [-0.014278595, -0.0011566663, 0.0014304481, 0.... \n",
+ "5402 [0.0123288585, -0.019878859, -0.0015795418, 0.... \n",
+ "4922 [0.014333752, -0.020665431, -0.008410787, 0.05... \n",
+ "4925 [-0.025455102, 0.0016975864, 0.011814055, 0.05... \n",
+ "4814 [-0.0071530193, 0.046794657, 0.01182203, 0.057... \n",
+ "\n",
+ " embed_2 rev_sim_score \n",
+ "5803 [0.004480955, 0.0005347205, -0.009777102, 0.07... [0.78552306] \n",
+ "5402 [-0.0058772797, -0.0125413155, 0.0053988886, 0... [0.7396791] \n",
+ "4922 [-0.014409535, -0.033573374, -0.00302253, 0.07... [0.7279303] \n",
+ "4925 [-0.014409535, -0.033573374, -0.00302253, 0.07... [0.7181488] \n",
+ "4814 [-0.021859052, -0.05051283, -0.015184616, 0.07... [0.7153726] "
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = search_reviews(df,query1,5)\n",
+ "results"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "M3KKsyfnh7xH"
+ },
+ "outputs": [],
+ "source": [
+ "query2 = 'a hotel which is close to the city of Paris which is the best option for travelors.'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 634,
+ "referenced_widgets": [
+ "41ef3a8829274ecc98b8c259aa85a360",
+ "f132defef69f42969e13656c774db4a8",
+ "58975c55d9da4b889a1a3bd7d42357b8",
+ "625aa372e3aa4290828c8dc3b2ef2c44",
+ "81d84da2b31c44d181e3a017dacd00ec",
+ "1426d75a39184a5cbb3efd16dd841e3c",
+ "3367b90e731d4a358fc1144deeeca622",
+ "3e55282ab8f945a7a9699984566d5a4b",
+ "37fa90c632fb43649f638f742b781f5a",
+ "c6a5463a485147bf97010931a33d1d5d",
+ "39ecd3fb587c4833afa937cf5c93a31f"
+ ]
+ },
+ "id": "TMkK3Vifh8CB",
+ "outputId": "ad4099e8-b91c-451c-9986-fcb22f7febf5"
+ },
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "41ef3a8829274ecc98b8c259aa85a360",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "Batches: 0%| | 0/1 [00:00\n",
+ " | \n", + " | hotel_name | \n", + "hotel_description | \n", + "review_title | \n", + "review_text | \n", + "rate | \n", + "tripdate | \n", + "hotel_url | \n", + "hotel_image | \n", + "price_range | \n", + "rating_value | \n", + "review_count | \n", + "street_address | \n", + "locality | \n", + "country | \n", + "review_info | \n", + "hotel_info | \n", + "embed_1 | \n", + "embed_2 | \n", + "rev_sim_score | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5803 | \n", + "Hotel Square Louvois | \n", + "Its location in the heart of Paris’ 2nd arrond... | \n", + "Nice hotel within walking distance to the Louvre | \n", + "Lovely stylish hotel with friendly staff and g... | \n", + "5.0 | \n", + "October 2023 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$$ (Based on Average Nightly Rates for a Stand... | \n", + "5.0 | \n", + "612 | \n", + "12 rue de Louvois | \n", + "Paris | \n", + "France | \n", + "nice hotel within walking distance to the louv... | \n", + "Hotel Square Louvois Its location in the heart... | \n", + "[-0.014278595, -0.0011566663, 0.0014304481, 0.... | \n", + "[0.004480955, 0.0005347205, -0.009777102, 0.07... | \n", + "[0.78552306] | \n", + "
| 5402 | \n", + "Hotel Moliere | \n", + "New four star boutique hotel in chic 1st arron... | \n", + "Very nice Hotel near the Louvre | \n", + "The hotel is very clean. Our room was very nic... | \n", + "5.0 | \n", + "December 2023 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$$ (Based on Average Nightly Rates for a Stand... | \n", + "5.0 | \n", + "1092 | \n", + "21 rue Moliere 1st Arr. | \n", + "Paris | \n", + "France | \n", + "very nice hotel near the louvre the hotel is v... | \n", + "Hotel Moliere New four star boutique hotel in ... | \n", + "[0.0123288585, -0.019878859, -0.0015795418, 0.... | \n", + "[-0.0058772797, -0.0125413155, 0.0053988886, 0... | \n", + "[0.7396791] | \n", + "
| 4922 | \n", + "La Maison Favart | \n", + "La Maison Favart opened on April, 13th 2012 af... | \n", + "Wonderful hotel near the Louvre | \n", + "We stayed at the Maison Favart for three days.... | \n", + "5.0 | \n", + "December 2023 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$$ (Based on Average Nightly Rates for a Stand... | \n", + "5.0 | \n", + "2265 | \n", + "5, Rue de Marivaux 2nd Arr | \n", + "Paris | \n", + "France | \n", + "wonderful hotel near the louvre we stayed at t... | \n", + "La Maison Favart La Maison Favart opened on Ap... | \n", + "[0.014333752, -0.020665431, -0.008410787, 0.05... | \n", + "[-0.014409535, -0.033573374, -0.00302253, 0.07... | \n", + "[0.7279303] | \n", + "
| 4925 | \n", + "La Maison Favart | \n", + "La Maison Favart opened on April, 13th 2012 af... | \n", + "Fantastic location | \n", + "We stayed for a short break for 3 nights . Fan... | \n", + "5.0 | \n", + "December 2023 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$$ (Based on Average Nightly Rates for a Stand... | \n", + "5.0 | \n", + "2265 | \n", + "5, Rue de Marivaux 2nd Arr | \n", + "Paris | \n", + "France | \n", + "fantastic location we stayed for a short break... | \n", + "La Maison Favart La Maison Favart opened on Ap... | \n", + "[-0.025455102, 0.0016975864, 0.011814055, 0.05... | \n", + "[-0.014409535, -0.033573374, -0.00302253, 0.07... | \n", + "[0.7181488] | \n", + "
| 4814 | \n", + "Hotel Malte - Astotel | \n", + "Located in the 2nd district next to the Stock ... | \n", + "Comfortable option in a convenient location | \n", + "A nice boutique hotel on a quiet street, at ea... | \n", + "5.0 | \n", + "December 2023 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$$ (Based on Average Nightly Rates for a Stand... | \n", + "5.0 | \n", + "2985 | \n", + "63 rue de Richelieu | \n", + "Paris | \n", + "France | \n", + "comfortable option in a convenient location a ... | \n", + "Hotel Malte - Astotel Located in the 2nd distr... | \n", + "[-0.0071530193, 0.046794657, 0.01182203, 0.057... | \n", + "[-0.021859052, -0.05051283, -0.015184616, 0.07... | \n", + "[0.7153726] | \n", + "
\n",
+ "\n",
+ "\n",
+ " \n",
+ "
\n",
+ "
\n",
+ " \n",
+ " \n"
+ ],
+ "text/plain": [
+ " hotel_name hotel_description \\\n",
+ "5215 Hotel 34B - Astotel You'll be amazed by the 100% French interiors ... \n",
+ "5197 Hotel 34B - Astotel You'll be amazed by the 100% French interiors ... \n",
+ "5216 Hotel 34B - Astotel You'll be amazed by the 100% French interiors ... \n",
+ "5214 Hotel 34B - Astotel You'll be amazed by the 100% French interiors ... \n",
+ "5213 Hotel 34B - Astotel You'll be amazed by the 100% French interiors ... \n",
+ "\n",
+ " review_title \\\n",
+ "5215 Clean, Comfortable, Safe, & Quiet - We Would S... \n",
+ "5197 Well located hotel \n",
+ "5216 Very good and clean hotel, friendly staff ! \n",
+ "5214 I will come back for sure \n",
+ "5213 18th Birthday celebrations \n",
+ "\n",
+ " review_text rate tripdate \\\n",
+ "5215 My husband & I spent four nights at Hotel 34B ... 5.0 December 2023 \n",
+ "5197 Well located hotel close to Grand Boulevards m... 5.0 January 2024 \n",
+ "5216 Very good location. Very clean hotel. Friendly... 5.0 December 2023 \n",
+ "5214 A very good surprise. The hotel is very comfy,... 4.0 December 2023 \n",
+ "5213 went with my grandaughter for her 18th birthda... 5.0 December 2023 \n",
+ "\n",
+ " hotel_url \\\n",
+ "5215 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5197 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5216 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5214 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "5213 https://www.tripadvisor.com/Hotel_Review-g1871... \n",
+ "\n",
+ " hotel_image \\\n",
+ "5215 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5197 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5216 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5214 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "5213 https://media-cdn.tripadvisor.com/media/photo-... \n",
+ "\n",
+ " price_range rating_value ... \\\n",
+ "5215 $ (Based on Average Nightly Rates for a Standa... 5.0 ... \n",
+ "5197 $ (Based on Average Nightly Rates for a Standa... 5.0 ... \n",
+ "5216 $ (Based on Average Nightly Rates for a Standa... 5.0 ... \n",
+ "5214 $ (Based on Average Nightly Rates for a Standa... 5.0 ... \n",
+ "5213 $ (Based on Average Nightly Rates for a Standa... 5.0 ... \n",
+ "\n",
+ " street_address locality country \\\n",
+ "5215 34 Rue Bergere Paris France \n",
+ "5197 34 Rue Bergere Paris France \n",
+ "5216 34 Rue Bergere Paris France \n",
+ "5214 34 Rue Bergere Paris France \n",
+ "5213 34 Rue Bergere Paris France \n",
+ "\n",
+ " review_info \\\n",
+ "5215 clean comfortable safe quiet we would stay a... \n",
+ "5197 well located hotel well located hotel close to... \n",
+ "5216 very good and clean hotel friendly staff very... \n",
+ "5214 i will come back for sure a very good surprise... \n",
+ "5213 18th birthday celebrations went with my granda... \n",
+ "\n",
+ " hotel_info \\\n",
+ "5215 Hotel 34B - Astotel You-ll be amazed by the 10... \n",
+ "5197 Hotel 34B - Astotel You-ll be amazed by the 10... \n",
+ "5216 Hotel 34B - Astotel You-ll be amazed by the 10... \n",
+ "5214 Hotel 34B - Astotel You-ll be amazed by the 10... \n",
+ "5213 Hotel 34B - Astotel You-ll be amazed by the 10... \n",
+ "\n",
+ " embed_1 \\\n",
+ "5215 [-0.014069219, -0.010572047, 0.011915225, 0.04... \n",
+ "5197 [-0.00907395, -0.010198971, 0.017618986, 0.056... \n",
+ "5216 [-0.015835341, -0.051074367, 0.01071393, 0.055... \n",
+ "5214 [-0.014740517, 0.00047891602, -0.010692966, 0.... \n",
+ "5213 [-0.018635593, 0.027032236, 0.008765617, -0.00... \n",
+ "\n",
+ " embed_2 rev_sim_score \\\n",
+ "5215 [-0.024417771, -0.056391012, 0.012523997, 0.06... [0.43712926] \n",
+ "5197 [-0.024417771, -0.056391012, 0.012523997, 0.06... [0.476525] \n",
+ "5216 [-0.024417771, -0.056391012, 0.012523997, 0.06... [0.6366803] \n",
+ "5214 [-0.024417771, -0.056391012, 0.012523997, 0.06... [0.41676807] \n",
+ "5213 [-0.024417771, -0.056391012, 0.012523997, 0.06... [0.30129167] \n",
+ "\n",
+ " hotel_score hotel_sim_score \n",
+ "5215 [0.6950462] [0.7656225] \n",
+ "5197 [0.6950462] [0.7656225] \n",
+ "5216 [0.6950462] [0.7656225] \n",
+ "5214 [0.6950462] [0.7656225] \n",
+ "5213 [0.6950462] [0.7656225] \n",
+ "\n",
+ "[5 rows x 21 columns]"
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = hotel_info(df,query2,5)\n",
+ "results"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "PDWXXCwVcDFc",
+ "outputId": "92adbd0d-5910-4bdc-8b5d-6f46eb047baf"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " full_text\n",
+ "0 Romance Istanbul Hotel Romance Istanbul Hotel ...\n",
+ "1 Romance Istanbul Hotel Romance Istanbul Hotel ...\n",
+ "2 Romance Istanbul Hotel Romance Istanbul Hotel ...\n",
+ "3 Romance Istanbul Hotel Romance Istanbul Hotel ...\n",
+ "4 Romance Istanbul Hotel Romance Istanbul Hotel ...\n",
+ "... ...\n",
+ "5992 Hotel Campanile Paris Bercy Village In the eas...\n",
+ "5993 Hotel Campanile Paris Bercy Village In the eas...\n",
+ "5994 Hotel Campanile Paris Bercy Village In the eas...\n",
+ "5995 Hotel Campanile Paris Bercy Village In the eas...\n",
+ "5996 Hotel Campanile Paris Bercy Village In the eas...\n",
+ "\n",
+ "[5997 rows x 1 columns]\n"
+ ]
+ }
+ ],
+ "source": [
+ "df['full_text'] = df['hotel_name'] + ' ' + df['hotel_description'].astype(str) + ' ' + df['review_title']\n",
+ "print(df[['full_text']])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 174
+ },
+ "id": "p_6eZ2NTeRIo",
+ "outputId": "6fd22a68-499a-4fa8-fb6c-f537c19fc781"
+ },
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.google.colaboratory.intrinsic+json": {
+ "type": "string"
+ },
+ "text/plain": [
+ "'Romance Istanbul Hotel Romance Istanbul Hotel has 39 rooms.Every room is elegantly furnished and harmonizes the modern life style with the traditional Ottoman touch. Romance Istanbul sits at the intersection of the old city’s most important part. With its luxuriously inspiring design and landmark old city location, steeped in the history of its surroundings, Romance Istanbul Hotel welcomes you with exceptional designed rooms and world-renowned Turkish hospitality. Our colleagues deliver the most personal service. It is perfectly placed and perfectly designed to enhance all that Istanbul has to offer. Each room offers a private bathroom and shower. Each is equipped with a satellite TV and free wifi connection. The rooms size change between 20 m2 and 45 m2. It includes 7 suite rooms: 1 Royal Suite, 4 Grand Suite, 1 Romance Suite and 1 Premium Suite, 2 Luxury Room With Terrace, 22 Deluxe Room, 8 City Room. You can’t get better than this.'"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.full_text\t[1]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {
+ "id": "x2_99ddefhI7"
+ },
+ "outputs": [],
+ "source": [
+ "!mkdir data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {
+ "id": "PnLH7xeifuG9"
+ },
+ "outputs": [],
+ "source": [
+ "df[1000:].to_csv('data/df_embed.csv',index=False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {
+ "id": "ak5Rmqx_f3xj"
+ },
+ "outputs": [],
+ "source": [
+ "from langchain.document_loaders.csv_loader import CSVLoader\n",
+ "path= 'data/df_embed.csv'\n",
+ "loader = CSVLoader(file_path=path,source_column=\"hotel_description\")\n",
+ "\n",
+ "data = loader.load()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "AyxXk4dhgdOq",
+ "outputId": "6bcfb76f-1781-4200-f757-548e4322b21a"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "page_content='hotel_name: Wyndham Grand Istanbul Kalamis Marina Hotel\\nhotel_description: Anti allergic and disabled rooms available.\\nreview_title: Comfortable Stay with Exceptional Service\\nreview_text: During my stay at the Wyndham Grand Istanbul Kalamis, I was impressed by the comfort and cleanliness of the rooms. In addition, Ümit was quick to respond to any requests we had. Ümit deserves many thanks for this beautiful and very attentive service.\\nrate: 5.0\\ntripdate: January 2024\\nhotel_url: https://www.tripadvisor.com/Hotel_Review-g293974-d3588557-Reviews-Wyndham_Grand_Istanbul_Kalamis_Marina_Hotel-Istanbul.html\\nhotel_image: https://media-cdn.tripadvisor.com/media/photo-s/2a/7a/34/8e/exterior.jpg\\nprice_range: $$ (Based on Average Nightly Rates for a Standard Room from our Partners)\\nrating_value: 4.5\\nreview_count: 1461\\nstreet_address: Fener Kalamis Caddesi No 38 Kalamis / Kadikoy\\nlocality: Istanbul\\ncountry: Turkiye\\nfull_text: Wyndham Grand Istanbul Kalamis Marina Hotel Anti allergic and disabled rooms available. Comfortable Stay with Exceptional Service' metadata={'source': 'Anti allergic and disabled rooms available.', 'row': 0}\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(data[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "rDH3nMQreRcY",
+ "outputId": "c3eee6d5-e33b-4eda-fe91-3230987d28fc"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "You have 4997 document(s) in your data\n",
+ "There are 1055 words in your document\n"
+ ]
+ }
+ ],
+ "source": [
+ "print (f'You have {len(data)} document(s) in your data')\n",
+ "print (f'There are {len(data[0].page_content)} words in your document')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {
+ "id": "-wY90hB3gyno"
+ },
+ "outputs": [],
+ "source": [
+ "from langchain.text_splitter import RecursiveCharacterTextSplitter\n",
+ "from langchain.document_loaders import DirectoryLoader\n",
+ "text_splitter = RecursiveCharacterTextSplitter(chunk_size=1000, chunk_overlap=100)\n",
+ "texts = text_splitter.split_documents(data)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "xujAl7MNg-9I",
+ "outputId": "ec52beee-8c5d-4f0f-eca7-58e6a63b35a8"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "15755"
+ ]
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(texts)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "a0ztprNnhCcP",
+ "outputId": "3e4f8d95-060f-45ca-f3d9-be79b541721c"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "You now have 15755 document(s) in your data\n",
+ "There are 238 characters in your document\n"
+ ]
+ }
+ ],
+ "source": [
+ "print (f'You now have {len(texts)} document(s) in your data')\n",
+ "print (f'There are {len(texts[1].page_content)} characters in your document')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "bSBjhmdMhH8u",
+ "outputId": "65ddb72e-6452-4c3d-d0e2-7bcc5b4ec251"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Document(page_content='hotel_name: Wyndham Grand Istanbul Kalamis Marina Hotel\\nhotel_description: Anti allergic and disabled rooms available.\\nreview_title: Good hotel\\nreview_text: Lobby bar was great Melih the waiter was great The room is great and the view is amazing For sure I will come back in summer 2 restaurants on top floor .. pool are amazing too Fast check in ..room upgraded.. The Greek restaurant on the top floor was great .. good mezze ..\\nrate: 5.0\\ntripdate: January 2024\\nhotel_url: https://www.tripadvisor.com/Hotel_Review-g293974-d3588557-Reviews-Wyndham_Grand_Istanbul_Kalamis_Marina_Hotel-Istanbul.html\\nhotel_image: https://media-cdn.tripadvisor.com/media/photo-s/2a/7a/34/8e/exterior.jpg\\nprice_range: $$ (Based on Average Nightly Rates for a Standard Room from our Partners)\\nrating_value: 4.5\\nreview_count: 1461\\nstreet_address: Fener Kalamis Caddesi No 38 Kalamis / Kadikoy\\nlocality: Istanbul\\ncountry: Turkiye', metadata={'source': 'Anti allergic and disabled rooms available.', 'row': 5})"
+ ]
+ },
+ "execution_count": 43,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "texts[10]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "WECLQaVCnf-T",
+ "outputId": "e80e31bc-276c-43b1-f6e5-c1ecd109219b"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "env: OPENAI_API_KEY=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\n"
+ ]
+ }
+ ],
+ "source": [
+ "%env OPENAI_API_KEY=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"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "zxV7_brNl4Wp",
+ "outputId": "9e0b55de-b003-4809-868b-3dc0057383d5"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "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\n"
+ ]
+ }
+ ],
+ "source": [
+ "import os\n",
+ "from dotenv import load_dotenv,find_dotenv\n",
+ "load_dotenv(find_dotenv())\n",
+ "\n",
+ "\n",
+ "OpenAI_key = os.environ.get(\"OPENAI_API_KEY\")\n",
+ "print(OpenAI_key)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "metadata": {
+ "id": "UT2y18HtjMAr"
+ },
+ "outputs": [],
+ "source": [
+ "from langchain.llms import OpenAI\n",
+ "from langchain.vectorstores import FAISS"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "o0caruaZhRFN",
+ "outputId": "b76561d0-2f46-47db-d9eb-b7d4c4be815c"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "client=| \n", + " | hotel_name | \n", + "hotel_description | \n", + "review_title | \n", + "review_text | \n", + "rate | \n", + "tripdate | \n", + "hotel_url | \n", + "hotel_image | \n", + "price_range | \n", + "rating_value | \n", + "... | \n", + "street_address | \n", + "locality | \n", + "country | \n", + "review_info | \n", + "hotel_info | \n", + "embed_1 | \n", + "embed_2 | \n", + "rev_sim_score | \n", + "hotel_score | \n", + "hotel_sim_score | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5215 | \n", + "Hotel 34B - Astotel | \n", + "You'll be amazed by the 100% French interiors ... | \n", + "Clean, Comfortable, Safe, & Quiet - We Would S... | \n", + "My husband & I spent four nights at Hotel 34B ... | \n", + "5.0 | \n", + "December 2023 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "5.0 | \n", + "... | \n", + "34 Rue Bergere | \n", + "Paris | \n", + "France | \n", + "clean comfortable safe quiet we would stay a... | \n", + "Hotel 34B - Astotel You-ll be amazed by the 10... | \n", + "[-0.014069219, -0.010572047, 0.011915225, 0.04... | \n", + "[-0.024417771, -0.056391012, 0.012523997, 0.06... | \n", + "[0.43712926] | \n", + "[0.6950462] | \n", + "[0.7656225] | \n", + "
| 5197 | \n", + "Hotel 34B - Astotel | \n", + "You'll be amazed by the 100% French interiors ... | \n", + "Well located hotel | \n", + "Well located hotel close to Grand Boulevards m... | \n", + "5.0 | \n", + "January 2024 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "5.0 | \n", + "... | \n", + "34 Rue Bergere | \n", + "Paris | \n", + "France | \n", + "well located hotel well located hotel close to... | \n", + "Hotel 34B - Astotel You-ll be amazed by the 10... | \n", + "[-0.00907395, -0.010198971, 0.017618986, 0.056... | \n", + "[-0.024417771, -0.056391012, 0.012523997, 0.06... | \n", + "[0.476525] | \n", + "[0.6950462] | \n", + "[0.7656225] | \n", + "
| 5216 | \n", + "Hotel 34B - Astotel | \n", + "You'll be amazed by the 100% French interiors ... | \n", + "Very good and clean hotel, friendly staff ! | \n", + "Very good location. Very clean hotel. Friendly... | \n", + "5.0 | \n", + "December 2023 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "5.0 | \n", + "... | \n", + "34 Rue Bergere | \n", + "Paris | \n", + "France | \n", + "very good and clean hotel friendly staff very... | \n", + "Hotel 34B - Astotel You-ll be amazed by the 10... | \n", + "[-0.015835341, -0.051074367, 0.01071393, 0.055... | \n", + "[-0.024417771, -0.056391012, 0.012523997, 0.06... | \n", + "[0.6366803] | \n", + "[0.6950462] | \n", + "[0.7656225] | \n", + "
| 5214 | \n", + "Hotel 34B - Astotel | \n", + "You'll be amazed by the 100% French interiors ... | \n", + "I will come back for sure | \n", + "A very good surprise. The hotel is very comfy,... | \n", + "4.0 | \n", + "December 2023 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "5.0 | \n", + "... | \n", + "34 Rue Bergere | \n", + "Paris | \n", + "France | \n", + "i will come back for sure a very good surprise... | \n", + "Hotel 34B - Astotel You-ll be amazed by the 10... | \n", + "[-0.014740517, 0.00047891602, -0.010692966, 0.... | \n", + "[-0.024417771, -0.056391012, 0.012523997, 0.06... | \n", + "[0.41676807] | \n", + "[0.6950462] | \n", + "[0.7656225] | \n", + "
| 5213 | \n", + "Hotel 34B - Astotel | \n", + "You'll be amazed by the 100% French interiors ... | \n", + "18th Birthday celebrations | \n", + "went with my grandaughter for her 18th birthda... | \n", + "5.0 | \n", + "December 2023 | \n", + "https://www.tripadvisor.com/Hotel_Review-g1871... | \n", + "https://media-cdn.tripadvisor.com/media/photo-... | \n", + "$ (Based on Average Nightly Rates for a Standa... | \n", + "5.0 | \n", + "... | \n", + "34 Rue Bergere | \n", + "Paris | \n", + "France | \n", + "18th birthday celebrations went with my granda... | \n", + "Hotel 34B - Astotel You-ll be amazed by the 10... | \n", + "[-0.018635593, 0.027032236, 0.008765617, -0.00... | \n", + "[-0.024417771, -0.056391012, 0.012523997, 0.06... | \n", + "[0.30129167] | \n", + "[0.6950462] | \n", + "[0.7656225] | \n", + "
5 rows × 21 columns
\n", + "
\"\n",
+ " \"The robot was trained to search for relevant hotels from the dataset provided.\"\n",
+ " \"