From 1d2485fe852d1244f7df2a53b3149122fac27c12 Mon Sep 17 00:00:00 2001
From: Mostafa Farrag <moah.farag@gmail.com>
Date: Sun, 31 Jul 2022 00:30:32 +0200
Subject: [PATCH 01/15] add package to dependencies

---
 environment.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/environment.yml b/environment.yml
index 0f3d787..17d354c 100644
--- a/environment.yml
+++ b/environment.yml
@@ -9,6 +9,7 @@ dependencies:
   - pandas >=1.3.2,<1.4.3
   - pyramids >=0.1.0
   - ecmwf-api-client >=1.6.1
+  - earthengine-api
   - pip:
       - loguru >=0.5.3
       - pytest >=6.2.5

From e38f7d6901d8fa9084206d33b3a9742bcbcefcd2 Mon Sep 17 00:00:00 2001
From: Mostafa Farrag <moah.farag@gmail.com>
Date: Sun, 31 Jul 2022 01:24:21 +0200
Subject: [PATCH 02/15] data catalog

---
 earth2observe/datasets.json | 38 +++++++++++++++++++++++++++++++++++++
 1 file changed, 38 insertions(+)
 create mode 100644 earth2observe/datasets.json

diff --git a/earth2observe/datasets.json b/earth2observe/datasets.json
new file mode 100644
index 0000000..1d949b1
--- /dev/null
+++ b/earth2observe/datasets.json
@@ -0,0 +1,38 @@
+[
+    {
+        "dataset": "ls9",
+        "url": "LANDSAT/LC09/C02/T1_L2",
+        "bands": [
+            "SR_B1",
+            "SR_B2",
+            "SR_B3",
+            "SR_B4",
+            "SR_B5",
+            "SR_B6",
+            "SR_B7",
+            "SR_QA_AEROSOL"
+        ],
+        "spatial_resolution": 30,
+        "temporal_resolution": 16,
+        "min": [
+            1,
+            1,
+            1,
+            1,
+            1,
+            1,
+            1,
+            1
+        ],
+        "max": [
+            65455,
+            65455,
+            65455,
+            65455,
+            65455,
+            65455,
+            65455,
+            65455
+        ]
+    }
+]

From d7021f4cc71eebd0649ddec50bfe5f3078960380 Mon Sep 17 00:00:00 2001
From: Mostafa Farrag <moah.farag@gmail.com>
Date: Sun, 31 Jul 2022 01:25:04 +0200
Subject: [PATCH 03/15] ignore daily example data

---
 .gitignore | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index fb4c942..f65edba 100644
--- a/.gitignore
+++ b/.gitignore
@@ -145,4 +145,5 @@ build_artifacts
 .idea/.gitignore
 .idea
 mo_*
-conda/
\ No newline at end of file
+conda/
+/examples/data/ecmwf/daily/*

From 6404b01e1423efff3edfdcee7c78b67195800a01 Mon Sep 17 00:00:00 2001
From: Mostafa Farrag <moah.farag@gmail.com>
Date: Sun, 31 Jul 2022 01:35:17 +0200
Subject: [PATCH 04/15] add start and end data, band desciption, name and
 provider of the dataset

---
 earth2observe/datasets.json | 16 +++++++++++++++-
 1 file changed, 15 insertions(+), 1 deletion(-)

diff --git a/earth2observe/datasets.json b/earth2observe/datasets.json
index 1d949b1..44c6d68 100644
--- a/earth2observe/datasets.json
+++ b/earth2observe/datasets.json
@@ -1,6 +1,8 @@
 [
     {
-        "dataset": "ls9",
+        "dataset": "ls9_sr",
+        "name": "USGS Landsat 9 Level 2, Collection 2, Tier 1, Surface reflectance",
+        "provider": "USGS (https://www.usgs.gov/landsat-missions/landsat-collection-2-level-2-science-products)",
         "url": "LANDSAT/LC09/C02/T1_L2",
         "bands": [
             "SR_B1",
@@ -12,8 +14,20 @@
             "SR_B7",
             "SR_QA_AEROSOL"
         ],
+        "band_describtion": [
+            "(ultra blue, coastal aerosol) surface reflectance",
+            "blue) surface reflectance",
+            "(green) surface reflectance",
+            "(red) surface reflectance",
+            "(near infrared) surface reflectance",
+            "(shortwave infrared 1) surface reflectance",
+            "(shortwave infrared 2) surface reflectance",
+            "Aerosol attributes"
+        ],
         "spatial_resolution": 30,
         "temporal_resolution": 16,
+        "start_date": "2021-10-31",
+        "end_date": "Now",
         "min": [
             1,
             1,

From cb94ab8fec5a6fb9c39e46859cc95dc3b9af023e Mon Sep 17 00:00:00 2001
From: Mostafa Farrag <moah.farag@gmail.com>
Date: Sun, 31 Jul 2022 23:09:55 +0200
Subject: [PATCH 05/15] add gee scripts

---
 earth2observe/__init__.py                     | 20 +++-
 earth2observe/gee/__init__.py                 | 38 ++++++++
 earth2observe/gee/data.py                     | 18 ++++
 earth2observe/gee/dataset.py                  | 79 ++++++++++++++++
 .../dataset_catalog.json}                     |  0
 earth2observe/gee/gee.py                      | 91 +++++++++++++++++++
 earth2observe/gee/imagecollection.py          |  2 +
 tests/conftest.py                             |  9 +-
 tests/gee/__init__.py                         |  0
 tests/gee/conftest.py                         |  9 ++
 tests/gee/test_data.py                        | 12 +++
 11 files changed, 274 insertions(+), 4 deletions(-)
 create mode 100644 earth2observe/gee/__init__.py
 create mode 100644 earth2observe/gee/data.py
 create mode 100644 earth2observe/gee/dataset.py
 rename earth2observe/{datasets.json => gee/dataset_catalog.json} (100%)
 create mode 100644 earth2observe/gee/gee.py
 create mode 100644 earth2observe/gee/imagecollection.py
 create mode 100644 tests/gee/__init__.py
 create mode 100644 tests/gee/conftest.py
 create mode 100644 tests/gee/test_data.py

diff --git a/earth2observe/__init__.py b/earth2observe/__init__.py
index 7947ce2..6864b85 100644
--- a/earth2observe/__init__.py
+++ b/earth2observe/__init__.py
@@ -29,9 +29,27 @@
 if missing_dependencies:
     raise ImportError("Missing required dependencies {0}".format(missing_dependencies))
 
-import earth2observe.ecmwf as ecmwf
+def configuration(parent_package='',top_path=None):
+
+    from numpy.distutils.misc_util import Configuration
+
+    config = Configuration(None,parent_package,top_path)
+    config.set_options(
+        ignore_setup_xxx_py=True,
+        assume_default_configuration=True,
+        delegate_options_to_subpackages=True,
+        quiet=True,
+    )
+
+    config.add_subpackage('gee')
+    return config
+
+
 import earth2observe.chirps as chirps
+import earth2observe.ecmwf as ecmwf
+import earth2observe.gee as gee
 import earth2observe.utils as utils
+
 __doc__ = """
 earth2observe - remote sensing package
 """
diff --git a/earth2observe/gee/__init__.py b/earth2observe/gee/__init__.py
new file mode 100644
index 0000000..3bc65af
--- /dev/null
+++ b/earth2observe/gee/__init__.py
@@ -0,0 +1,38 @@
+try:
+    from importlib.metadata import PackageNotFoundError  # type: ignore
+    from importlib.metadata import version
+except ImportError:  # pragma: no cover
+    from importlib_metadata import PackageNotFoundError  # type: ignore
+    from importlib_metadata import version
+
+
+try:
+    __version__ = version(__name__)
+except PackageNotFoundError:  # pragma: no cover
+    __version__ = "unknown"
+
+# documentation format
+__author__ = "Mostafa Farrag"
+__email__ = 'moah.farag@gmail.com'
+__docformat__ = "restructuredtext"
+
+# Let users know if they're missing any of our hard dependencies
+hard_dependencies = ()  # ("numpy", "pandas", "gdal")
+missing_dependencies = []
+
+for dependency in hard_dependencies:
+    try:
+        __import__(dependency)
+    except ImportError as e:
+        missing_dependencies.append(dependency)
+
+if missing_dependencies:
+    raise ImportError("Missing required dependencies {0}".format(missing_dependencies))
+
+import earth2observe.gee.data as data
+import earth2observe.gee.dataset as dataset
+import earth2observe.gee.gee as gee
+
+__doc__ = """
+gee - google earth engine
+"""
diff --git a/earth2observe/gee/data.py b/earth2observe/gee/data.py
new file mode 100644
index 0000000..80d289c
--- /dev/null
+++ b/earth2observe/gee/data.py
@@ -0,0 +1,18 @@
+import os
+
+import pandas as pd
+from pandas import DataFrame
+
+from earth2observe.gee import __path__
+
+
+def getCatalog() -> DataFrame:
+    """get_catalog.
+
+        get_catalog retrieves the dataset catalog
+
+    Returns
+    -------
+    DataFrame
+    """
+    return pd.read_json(os.path.join(__path__[0], "dataset_catalog.json"))
diff --git a/earth2observe/gee/dataset.py b/earth2observe/gee/dataset.py
new file mode 100644
index 0000000..d2b02e4
--- /dev/null
+++ b/earth2observe/gee/dataset.py
@@ -0,0 +1,79 @@
+import datetime as dt
+
+import ee
+
+from earth2observe.gee.data import getCatalog
+
+catalog = getCatalog()
+default_date_format = "%Y-%m-%d"
+
+class Dataset:
+    """
+    Dataset
+    """
+    def __init__(self, dataset_id: str, start_date: str, end_date: str, date_format: str = "%Y-%m-%d"):
+        if dataset_id not in catalog["dataset"].tolist():
+            raise ValueError(f"the given dataset: {dataset_id} does nor exist in the catalog")
+        else:
+            self.metadata = catalog.loc[catalog["dataset"] == dataset_id, :]
+            self.id = id
+
+        self.start_date, self.end_date = self.getDate(dataset_id, start_date, end_date, date_format)
+        self.catalog = catalog
+        pass
+
+
+
+
+
+    @staticmethod
+    def getDate(
+            dataset_id: str,
+            start_date: str = None,
+            end_date: str = None,
+            date_format: str = default_date_format):
+        """getDate.
+
+            getDate retrieves the start and end date of a dataset
+
+        Parameters
+        ----------
+        dataset_id: [str]
+            dataset id as in the catalog.
+        start_date: [str]
+            to check it the given start date falls in the available dataset
+        end_date: [str]
+            to check it the given end date falls in the available dataset
+        date_format: [str]
+            format of the given dates, Default is YYYY-MM-DD
+
+        Returns
+        -------
+        start_date: [str]
+            beginning of the time series.
+
+        end_date: [str]
+            end of the time series.
+        """
+        data = catalog.loc[catalog["dataset"] == dataset_id, :]
+
+        dataset_start_date = dt.datetime.strptime(data["start_date"].values[0], default_date_format)
+        dataset_end_date = data["end_date"].values[0]
+        if dataset_end_date == "Now":
+            dataset_end_date = dt.datetime.now().date()
+
+        if not start_date:
+            start_date = dt.datetime.strptime(start_date, date_format)
+            if start_date < dataset_start_date:
+                start_date = dataset_start_date
+        else:
+            start_date = dataset_start_date
+
+        if not end_date:
+            end_date = dt.datetime.strptime(end_date, date_format)
+            if end_date > dataset_end_date:
+                end_date = dataset_end_date
+        else:
+            end_date = dataset_end_date
+
+        return start_date, end_date
diff --git a/earth2observe/datasets.json b/earth2observe/gee/dataset_catalog.json
similarity index 100%
rename from earth2observe/datasets.json
rename to earth2observe/gee/dataset_catalog.json
diff --git a/earth2observe/gee/gee.py b/earth2observe/gee/gee.py
new file mode 100644
index 0000000..c11d592
--- /dev/null
+++ b/earth2observe/gee/gee.py
@@ -0,0 +1,91 @@
+"Google earth engine main script"
+import base64
+import json
+import os
+
+import ee
+
+
+class GEE:
+    """
+    GEE
+    """
+    def __init__(self, service_account:str, service_key_path: str):
+        """Initialize.
+
+        Parameters
+        ----------
+        service_account: [str]
+                service account name
+        service_key_path: [str]
+                path to the service account json file
+        Returns
+        -------
+        None
+        """
+        self.Initialize(service_account, service_key_path)
+
+        pass
+
+    def Initialize(self, service_account: str, service_key: str):
+        """Initialize.
+
+            Initialize authenticate and initializes the connection to google earth engine with a service accont file
+            content or path
+
+        Parameters
+        ----------
+        service_account: [str]
+                service account name
+        service_key: [str]
+                path to the service account json file or the content of the service account
+
+        Returns
+        -------
+        None
+        """
+        try:
+            credentials = ee.ServiceAccountCredentials(service_account, service_key)
+        except ValueError:
+            credentials = ee.ServiceAccountCredentials(service_account, key_data=service_key)
+        ee.Initialize(credentials=credentials)
+
+
+    @staticmethod
+    def encodeServiceAccount(service_key_dir: str) -> bytes:
+        """encodeServiceAccount.
+
+            decodeServiceAccount decode the service account
+
+        Parameters
+        ----------
+        service_key_dir: [str]
+
+        Returns
+        -------
+        byte string
+        """
+        content = json.load(open(service_key_dir))
+        dumped_service_account = json.dumps(content)
+        encoded_service_account = base64.b64encode(dumped_service_account.encode())
+        return encoded_service_account
+
+
+    @staticmethod
+    def decodeServiceAccount(service_key_bytes: bytes) -> str:
+        """decodeServiceAccount.
+
+            decodeServiceAccount
+
+        Parameters
+        ----------
+        service_key_bytes: [bytes]
+            the content of the service account encoded with base64
+
+        Returns
+        -------
+        str:
+            google cloud service account content
+        """
+        service_key = json.loads(base64.b64decode(service_key_bytes).decode())
+        return service_key
diff --git a/earth2observe/gee/imagecollection.py b/earth2observe/gee/imagecollection.py
new file mode 100644
index 0000000..a4a00d0
--- /dev/null
+++ b/earth2observe/gee/imagecollection.py
@@ -0,0 +1,2 @@
+
+# collections = ee.ImageCollection(url')
diff --git a/tests/conftest.py b/tests/conftest.py
index 5029671..1c03837 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,9 +1,12 @@
-# from typing import List
-
 import pandas as pd
 import pytest
 
+from tests.gee.conftest import *
+
+# from typing import List
+
+
 
 # @pytest.fixture(scope="module")
 # def time_series1() -> list:
-    # return pd.read_csv("examples/data/time_series1.txt", header=None)[0].tolist()
\ No newline at end of file
+    # return pd.read_csv("examples/data/time_series1.txt", header=None)[0].tolist()
diff --git a/tests/gee/__init__.py b/tests/gee/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/tests/gee/conftest.py b/tests/gee/conftest.py
new file mode 100644
index 0000000..dad867c
--- /dev/null
+++ b/tests/gee/conftest.py
@@ -0,0 +1,9 @@
+from typing import List
+
+import pytest
+
+
+@pytest.fixture(scope="module")
+def catalog_columns() -> List[str]:
+    return ['dataset', 'name', 'provider', 'url', 'bands', 'band_describtion', 'spatial_resolution',
+            'temporal_resolution', 'start_date', 'end_date', 'min', 'max']
diff --git a/tests/gee/test_data.py b/tests/gee/test_data.py
new file mode 100644
index 0000000..59f839a
--- /dev/null
+++ b/tests/gee/test_data.py
@@ -0,0 +1,12 @@
+from typing import List
+
+from pandas import DataFrame
+
+from earth2observe.gee.data import getCatalog
+
+
+def test_get_catalog(catalog_columns: List[str]):
+    catalog = getCatalog()
+
+    assert isinstance(catalog, DataFrame)
+    assert all(col in catalog_columns for col in catalog.columns.to_list())

From 5ddce9abcc0d42bb32e32578473af5a1ee8dd58d Mon Sep 17 00:00:00 2001
From: Mostafa Farrag <moah.farag@gmail.com>
Date: Thu, 22 Sep 2022 00:28:58 +0200
Subject: [PATCH 06/15] add ee files

---
 .coveralls.yml                              |   1 -
 .github/workflows/codeql-analysis.yml       |   6 +-
 .github/workflows/workflow.yml              |   2 +-
 .gitignore                                  |   3 +
 .pre-commit-config.yaml                     |  98 +++++++++++---------
 README.md                                   |   4 +-
 clone.json                                  |   4 +-
 docs/conf.py                                |  19 ++--
 earth2observe/__init__.py                   |  18 ++--
 earth2observe/chirps.py                     |  58 ++++++------
 earth2observe/ecmwf.py                      |  83 ++++++++---------
 earth2observe/gee/__init__.py               |  11 ++-
 earth2observe/gee/dataset.py                |  72 ++++++++++----
 earth2observe/gee/features.py               |  95 +++++++++++++++++++
 earth2observe/gee/gee.py                    |  23 ++---
 earth2observe/gee/imagecollection.py        |   1 -
 earth2observe/gee/images.py                 |   0
 earth2observe/utils.py                      |  26 +++---
 environment.yml                             |  22 ++---
 examples/Download Satellite data.ipynb      |   2 +-
 examples/Download Satellite data.py         |  10 +-
 examples/data/ecmwf/data_interim.nc.aux.xml |  56 +++++++++++
 examples/data/linestring.geojson            |  74 +++++++++++++++
 examples/data/point.gpkg                    | Bin 0 -> 98304 bytes
 examples/data/points.geojson                |  90 ++++++++++++++++++
 examples/data/points.qmd                    |  26 ++++++
 examples/data/polygon.geojson               |  45 +++++++++
 setup.py                                    |  16 ++--
 tests/conftest.py                           |   3 +-
 tests/gee/conftest.py                       |  16 +++-
 30 files changed, 661 insertions(+), 223 deletions(-)
 create mode 100644 earth2observe/gee/features.py
 create mode 100644 earth2observe/gee/images.py
 create mode 100644 examples/data/ecmwf/data_interim.nc.aux.xml
 create mode 100644 examples/data/linestring.geojson
 create mode 100644 examples/data/point.gpkg
 create mode 100644 examples/data/points.geojson
 create mode 100644 examples/data/points.qmd
 create mode 100644 examples/data/polygon.geojson

diff --git a/.coveralls.yml b/.coveralls.yml
index 84b054c..06e982e 100644
--- a/.coveralls.yml
+++ b/.coveralls.yml
@@ -1,3 +1,2 @@
 repo_token: hxJrvjqiH2xBI7eit7BAb7FidH0LeYpGq
 service_name: github-action
-
diff --git a/.github/workflows/codeql-analysis.yml b/.github/workflows/codeql-analysis.yml
index 9f24714..eda6933 100644
--- a/.github/workflows/codeql-analysis.yml
+++ b/.github/workflows/codeql-analysis.yml
@@ -48,11 +48,11 @@ jobs:
         # If you wish to specify custom queries, you can do so here or in a config file.
         # By default, queries listed here will override any specified in a config file.
         # Prefix the list here with "+" to use these queries and those in the config file.
-        
+
         # Details on CodeQL's query packs refer to : https://docs.github.com/en/code-security/code-scanning/automatically-scanning-your-code-for-vulnerabilities-and-errors/configuring-code-scanning#using-queries-in-ql-packs
         # queries: security-extended,security-and-quality
 
-        
+
     # Autobuild attempts to build any compiled languages  (C/C++, C#, or Java).
     # If this step fails, then you should remove it and run the build manually (see below)
     - name: Autobuild
@@ -61,7 +61,7 @@ jobs:
     # ℹ️ Command-line programs to run using the OS shell.
     # 📚 See https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#jobsjob_idstepsrun
 
-    #   If the Autobuild fails above, remove it and uncomment the following three lines. 
+    #   If the Autobuild fails above, remove it and uncomment the following three lines.
     #   modify them (or add more) to build your code if your project, please refer to the EXAMPLE below for guidance.
 
     # - run: |
diff --git a/.github/workflows/workflow.yml b/.github/workflows/workflow.yml
index d19bf87..8f19042 100644
--- a/.github/workflows/workflow.yml
+++ b/.github/workflows/workflow.yml
@@ -62,4 +62,4 @@ jobs:
         with:
           token: ${{ secrets.CODECOV_TOKEN }}
           files: ./coverage1.xml,./coverage2.xml
-          directory: ./coverage/reports/
\ No newline at end of file
+          directory: ./coverage/reports/
diff --git a/.gitignore b/.gitignore
index f65edba..dc7684d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -147,3 +147,6 @@ build_artifacts
 mo_*
 conda/
 /examples/data/ecmwf/daily/*
+.idea/*
+poetry.lock
+pyproject.toml
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 5450999..e3bc9b5 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,14 +1,12 @@
 repos:
--   repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v2.3.0
-    hooks:
-#    -   id: check-yaml
-#        name: "[yaml -  check] validate yaml"
-    -   id: end-of-file-fixer
-        name: "[py -  check] validate yaml"
-    -   id: trailing-whitespace
-        name: "[file - format] trim trailing whitespace"
-        args: [ --markdown-linebreak-ext=md ]
+- repo: https://github.com/pre-commit/pre-commit-hooks
+  rev: v2.3.0
+  hooks:
+    - id: end-of-file-fixer
+      name: "[py -  check] validate yaml"
+    - id: trailing-whitespace
+      name: "[file - format] trim trailing whitespace"
+      args: [ --markdown-linebreak-ext=md ]
     -   id: check-added-large-files
         name: "[file -  check] large file"
         args: [ --maxkb=5000 ]
@@ -37,41 +35,51 @@ repos:
                 --no-sort-keys ]
     -   id: requirements-txt-fixer
         name: "[reqs - format] fix requirements.txt"
+    -   id: check-yaml
+        name: "[yaml -  check] validate yaml"
+- repo: https://github.com/PyCQA/docformatter
+  rev: v1.4
+  hooks:
+    - id: docformatter
+      name: "[py   - format] docformatter"
+      args: [ -i, --wrap-summaries, "0" ]
 
-#    - repo: https://github.com/PyCQA/docformatter
-#      rev: v1.4
-#      hooks:
-#        - id: docformatter
-##          name: "[py   - format] docformatter"
-##          args: [ -i, --wrap-summaries, "0" ]
+- repo: https://github.com/PyCQA/pydocstyle
+  rev: 6.1.1
+  hooks:
+    - id: pydocstyle
+      name: "[py   - check] pydocstyle"
+      files: ^Hapi/
 
-#    - repo: https://github.com/PyCQA/pydocstyle
-#      rev: 6.1.1
-#      hooks:
-#        - id: pydocstyle
-#          name: "[py   - check] pydocstyle"
-#          files: ^Hapi/
-    # TODO : uncheck later and fix all the problems of line too long
-#-   repo: https://gitlab.com/pycqa/flake8
-#    rev: 3.8.4
-#    hooks:
-#      - id: flake8
-#        name: "[py   - check] flake8"
-#        language_version: python3.8
-# TODO : this hook does not fix the files
-    #-   repo: https://github.com/psf/black
-#    rev: 19.3b0
-#    hooks:
-#    -   id: black
--   repo: https://github.com/pre-commit/mirrors-isort
-    rev: v5.7.0
-    hooks:
-      - id: isort
-        name: "[py   - format] isort"
+- repo: https://gitlab.com/pycqa/flake8
+  rev: 3.8.4
+  hooks:
+    - id: flake8
+      name: "[py   - check] flake8"
+      language_version: python3.9
+      exclude: ^(examples/|tests/)
 
-#- repo: https://github.com/ambv/black
-#  rev: 20.8b1
-#  hooks:
-#    - id: black
-#      name: "[py   - format] black"
-#      language_version: python3.8
+- repo: https://github.com/psf/black
+  rev: 22.8.0
+  hooks:
+    - id: black
+- repo: https://github.com/pre-commit/mirrors-isort
+  rev: v5.7.0
+  hooks:
+    - id: isort
+      name: "[py   - format] isort"
+- repo: https://github.com/ambv/black
+  rev: 22.8.0
+  hooks:
+    - id: black
+      name: "[py   - format] black"
+      language_version: python3.9
+
+- repo: local
+  hooks:
+    - id: pytest-check
+      name: pytest-check
+      entry: pytest
+      language: system
+      pass_filenames: false
+      always_run: true
diff --git a/README.md b/README.md
index 05262a8..0799257 100644
--- a/README.md
+++ b/README.md
@@ -25,12 +25,12 @@ earthobserve
 
 Main Features
 -------------
-  - 
+  -
 
 
 Future work
 -------------
-  - 
+  -
 
 
 
diff --git a/clone.json b/clone.json
index ed40d55..84f855d 100644
--- a/clone.json
+++ b/clone.json
@@ -1,4 +1,4 @@
 {
-  "message": "Must have push access to repository",
-  "documentation_url": "https://docs.github.com/rest/reference/repos#get-repository-clones"
+    "message": "Must have push access to repository",
+    "documentation_url": "https://docs.github.com/rest/reference/repos#get-repository-clones"
 }
diff --git a/docs/conf.py b/docs/conf.py
index bb14dd7..11e7682 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -9,18 +9,17 @@
 # All configuration values have a default; values that are commented out
 # serve to show the default.
 
-# General information about the project.
-project = u"pyramids"
-author = "Mostafa Farrag"
-
-# copyright = u"2013-2019, "
-
-
 import os
 import sys
 
 # import sphinx_rtd_theme
 
+# General information about the project.
+project = "pyramids"
+author = "Mostafa Farrag"
+
+# copyright = u"2013-2019, "
+
 html_theme = "sphinxdoc"
 # html_theme = "agogo"
 html_theme_path = ["."]
@@ -207,7 +206,7 @@
 # Grouping the document tree into LaTeX files. List of tuples
 # (source start file, target name, title, author, documentclass [howto/manual]).
 latex_documents = [
-    ("index", "pyramids.tex", u"pyramids Documentation", u"Mostafa Farrag", "report")
+    ("index", "pyramids.tex", "pyramids Documentation", "Mostafa Farrag", "report")
 ]
 
 # The name of an image file (relative to this directory) to place at the top of
@@ -250,8 +249,8 @@
     (
         "index",
         "pyramids",
-        u"pyramids Documentation",
-        u"Mostafa Farrag",
+        "pyramids Documentation",
+        "Mostafa Farrag",
         "pyramids",
         "One line description of project.",
         "Miscellaneous",
diff --git a/earth2observe/__init__.py b/earth2observe/__init__.py
index 6864b85..a47cd93 100644
--- a/earth2observe/__init__.py
+++ b/earth2observe/__init__.py
@@ -13,7 +13,7 @@
 
 # documentation format
 __author__ = "Mostafa Farrag"
-__email__ = 'moah.farag@gmail.com'
+__email__ = "moah.farag@gmail.com"
 __docformat__ = "restructuredtext"
 
 # Let users know if they're missing any of our hard dependencies
@@ -25,15 +25,17 @@
         __import__(dependency)
     except ImportError as e:
         missing_dependencies.append(dependency)
+        print(e)
 
 if missing_dependencies:
     raise ImportError("Missing required dependencies {0}".format(missing_dependencies))
 
-def configuration(parent_package='',top_path=None):
+
+def configuration(parent_package="", top_path=None):
 
     from numpy.distutils.misc_util import Configuration
 
-    config = Configuration(None,parent_package,top_path)
+    config = Configuration(None, parent_package, top_path)
     config.set_options(
         ignore_setup_xxx_py=True,
         assume_default_configuration=True,
@@ -41,14 +43,14 @@ def configuration(parent_package='',top_path=None):
         quiet=True,
     )
 
-    config.add_subpackage('gee')
+    config.add_subpackage("gee")
     return config
 
 
-import earth2observe.chirps as chirps
-import earth2observe.ecmwf as ecmwf
-import earth2observe.gee as gee
-import earth2observe.utils as utils
+# import earth2observe.chirps as chirps
+# import earth2observe.ecmwf as ecmwf
+# import earth2observe.gee as gee
+# import earth2observe.utils as utils
 
 __doc__ = """
 earth2observe - remote sensing package
diff --git a/earth2observe/chirps.py b/earth2observe/chirps.py
index d0eb191..56d87a7 100644
--- a/earth2observe/chirps.py
+++ b/earth2observe/chirps.py
@@ -1,27 +1,28 @@
-import os
 import datetime as dt
+import os
+from ftplib import FTP
+
 import numpy as np
 import pandas as pd
-from ftplib import FTP
 from joblib import Parallel, delayed
 from osgeo import gdal
 from pyramids.raster import Raster
-from earth2observe.utils import print_progress_bar, extractFromGZ
+
+from earth2observe.utils import extractFromGZ, print_progress_bar
 
 
 class CHIRPS:
-    """
-    CHIRPS
-    """
+    """CHIRPS."""
+
     def __init__(
-            self,
-            start: str="",
-            end: str="",
-            lat_lim: list=[],
-            lon_lim: list=[],
-            time: str="daily",
-            path: str="",
-            fmt: str="%Y-%m-%d",
+        self,
+        start: str = "",
+        end: str = "",
+        lat_lim: list = [],
+        lon_lim: list = [],
+        time: str = "daily",
+        path: str = "",
+        fmt: str = "%Y-%m-%d",
     ):
         """CHIRPS.
 
@@ -52,7 +53,9 @@ def __init__(
             self.output_folder = os.path.join(path, "Precipitation", "CHIRPS", "Daily")
         elif time == "monthly":
             self.time_freq = "MS"
-            self.output_folder = os.path.join(path, "Precipitation", "CHIRPS", "Monthly")
+            self.output_folder = os.path.join(
+                path, "Precipitation", "CHIRPS", "Monthly"
+            )
         else:
             raise KeyError("The input time interval is not supported")
         self.time = time
@@ -94,7 +97,9 @@ def __init__(
             self.lon_lim = lon_lim
         # Define IDs
         self.yID = 2000 - np.int16(
-            np.array([np.ceil((lat_lim[1] + 50) * 20), np.floor((lat_lim[0] + 50) * 20)])
+            np.array(
+                [np.ceil((lat_lim[1] + 50) * 20), np.floor((lat_lim[0] + 50) * 20)]
+            )
         )
         self.xID = np.int16(
             np.array(
@@ -102,8 +107,7 @@ def __init__(
             )
         )
 
-
-    def Download(self, progress_bar: bool=True, cores=None):
+    def Download(self, progress_bar: bool = True, cores=None):
         """Download.
 
         Download method downloads CHIRPS data
@@ -162,7 +166,6 @@ def Download(self, progress_bar: bool=True, cores=None):
             )
         return results
 
-
     @staticmethod
     def RetrieveData(Date, args):
         """RetrieveData.
@@ -198,8 +201,8 @@ def RetrieveData(Date, args):
         # Define FTP path to directory
         if TimeCase == "daily":
             pathFTP = (
-                    "pub/org/chg/products/CHIRPS-2.0/global_daily/tifs/p05/%s/"
-                    % Date.strftime("%Y")
+                "pub/org/chg/products/CHIRPS-2.0/global_daily/tifs/p05/%s/"
+                % Date.strftime("%Y")
             )
         elif TimeCase == "monthly":
             pathFTP = "pub/org/chg/products/CHIRPS-2.0/global_monthly/tifs/"
@@ -263,7 +266,7 @@ def RetrieveData(Date, args):
             dataset, NoDataValue = Raster.getRasterData(src)
 
             # clip dataset to the given extent
-            data = dataset[yID[0]: yID[1], xID[0]: xID[1]]
+            data = dataset[yID[0] : yID[1], xID[0] : xID[1]]
             # replace -ve values with -9999
             data[data < 0] = -9999
 
@@ -281,14 +284,13 @@ def RetrieveData(Date, args):
             os.remove(outfilename)
 
         except PermissionError:
-            print("The file covering the whole world could not be deleted please delete it after the download ends")
+            print(
+                "The file covering the whole world could not be deleted please delete it after the download ends"
+            )
         return True
 
-
     def ListAttributes(self):
-        """
-        Print Attributes List
-        """
+        """Print Attributes List."""
 
         print("\n")
         print(
@@ -300,4 +302,4 @@ def ListAttributes(self):
             if key != "name":
                 print(str(key) + " : " + repr(self.__dict__[key]))
 
-        print("\n")
\ No newline at end of file
+        print("\n")
diff --git a/earth2observe/ecmwf.py b/earth2observe/ecmwf.py
index b59da02..5f4cbe3 100644
--- a/earth2observe/ecmwf.py
+++ b/earth2observe/ecmwf.py
@@ -1,11 +1,11 @@
-"""
-Created on Fri Apr  2 06:58:20 2021
+"""Created on Fri Apr  2 06:58:20 2021.
 
 @author: mofarrag
 """
 import calendar
 import datetime as dt
 import os
+
 import numpy as np
 import pandas as pd
 from ecmwfapi import ECMWFDataServer
@@ -14,6 +14,7 @@
 
 from earth2observe.utils import print_progress_bar
 
+
 class ECMWF:
     """RemoteSensing.
 
@@ -25,18 +26,19 @@ class ECMWF:
         3- API
         4- ListAttributes
     """
+
     def __init__(
-            self,
-            time: str = "daily",
-            start: str = "",
-            end: str = "",
-            path: str = "",
-            variables: list=[],
-            lat_lim: list=[],
-            lon_lim: list=[],
-            fmt: str="%Y-%m-%d",
+        self,
+        time: str = "daily",
+        start: str = "",
+        end: str = "",
+        path: str = "",
+        variables: list = [],
+        lat_lim: list = [],
+        lon_lim: list = [],
+        fmt: str = "%Y-%m-%d",
     ):
-        """RemoteSensing
+        """RemoteSensing.
 
         Parameters
         ----------
@@ -86,9 +88,8 @@ def __init__(
         # for ECMWF only
         self.string7 = "%s/to/%s" % (self.start, self.end)
 
-
     def download(self, progress_bar: bool = True):
-        """ECMWF
+        """ECMWF.
 
         ECMWF method downloads ECMWF daily data for a given variable, time
         interval, and spatial extent.
@@ -105,17 +106,17 @@ def download(self, progress_bar: bool = True):
         """
         for var in self.vars:
             # Download data
-            print(f"\nDownload ECMWF {var} data for period {self.start} till {self.end}")
+            print(
+                f"\nDownload ECMWF {var} data for period {self.start} till {self.end}"
+            )
 
             self.downloadData(var, progress_bar)  # CaseParameters=[SumMean, Min, Max]
         # delete the downloaded netcdf
         del_ecmwf_dataset = os.path.join(self.path, "data_interim.nc")
         os.remove(del_ecmwf_dataset)
 
-
     def downloadData(self, var: str, progress_bar: bool):
-        """
-        This function downloads ECMWF six-hourly, daily or monthly data
+        """This function downloads ECMWF six-hourly, daily or monthly data.
 
         Parameters
         ----------
@@ -280,21 +281,20 @@ def downloadData(self, var: str, progress_bar: bool):
 
         return ()
 
-
     @staticmethod
     def API(
-            output_folder,
-            DownloadType,
-            string1,
-            string2,
-            string3,
-            string4,
-            string5,
-            string6,
-            string7,
-            string8,
-            string9,
-            string10,
+        output_folder,
+        DownloadType,
+        string1,
+        string2,
+        string3,
+        string4,
+        string5,
+        string6,
+        string7,
+        string8,
+        string9,
+        string10,
     ):
 
         os.chdir(output_folder)
@@ -314,9 +314,9 @@ def API(
                     "time": "%s" % string6,
                     "date": "%s" % string7,
                     "type": "%s"
-                            % string8,  # http://apps.ecmwf.int/codes/grib/format/mars/type/
+                    % string8,  # http://apps.ecmwf.int/codes/grib/format/mars/type/
                     "class": "%s"
-                             % string9,  # http://apps.ecmwf.int/codes/grib/format/mars/class/
+                    % string9,  # http://apps.ecmwf.int/codes/grib/format/mars/class/
                     "area": "%s" % string10,
                     "format": "netcdf",
                     "target": "data_interim.nc",
@@ -336,9 +336,9 @@ def API(
                     "time": "%s" % string6,
                     "date": "%s" % string7,
                     "type": "%s"
-                            % string8,  # http://apps.ecmwf.int/codes/grib/format/mars/type/
+                    % string8,  # http://apps.ecmwf.int/codes/grib/format/mars/type/
                     "class": "%s"
-                             % string9,  # http://apps.ecmwf.int/codes/grib/format/mars/class/
+                    % string9,  # http://apps.ecmwf.int/codes/grib/format/mars/class/
                     "area": "%s" % string10,
                     "format": "netcdf",
                     "target": "data_interim.nc",
@@ -349,10 +349,8 @@ def API(
 
 
 class Variables:
-    """
-    This class contains the information about the ECMWF variables
-    http://rda.ucar.edu/cgi-bin/transform?xml=/metadata/ParameterTables/WMO_GRIB1.98-0.128.xml&view=gribdoc
-    """
+    """This class contains the information about the ECMWF variables http://rda.ucar.edu/cgi-bin/transform?xml=/metadata/ParameterTables/WMO_GRIB1.98-0.128.xml&view=gribdoc."""
+
     number_para = {
         "T": 130,
         "2T": 167,
@@ -540,7 +538,6 @@ class Variables:
         "HCC": 1,
     }
 
-
     def __init__(self, step):
 
         # output units after applying factor
@@ -619,17 +616,13 @@ def __init__(self, step):
         else:
             raise KeyError("The input time step is not supported")
 
-
     def __str__(self):
         print(
             f"Variable name:\n {self.var_name}\nDescriptions\n{self.descriptions}\nUnits : \n{self.units}"
         )
 
-
     def ListAttributes(self):
-        """
-        Print Attributes List
-        """
+        """Print Attributes List."""
         print("\n")
         print(
             f"Attributes List of: {repr(self.__dict__['name'])} - {self.__class__.__name__} Instance\n"
diff --git a/earth2observe/gee/__init__.py b/earth2observe/gee/__init__.py
index 3bc65af..223ca29 100644
--- a/earth2observe/gee/__init__.py
+++ b/earth2observe/gee/__init__.py
@@ -13,7 +13,7 @@
 
 # documentation format
 __author__ = "Mostafa Farrag"
-__email__ = 'moah.farag@gmail.com'
+__email__ = "moah.farag@gmail.com"
 __docformat__ = "restructuredtext"
 
 # Let users know if they're missing any of our hard dependencies
@@ -25,13 +25,16 @@
         __import__(dependency)
     except ImportError as e:
         missing_dependencies.append(dependency)
+        print(e)
 
 if missing_dependencies:
     raise ImportError("Missing required dependencies {0}".format(missing_dependencies))
 
-import earth2observe.gee.data as data
-import earth2observe.gee.dataset as dataset
-import earth2observe.gee.gee as gee
+# import earth2observe.gee.data as data
+# import earth2observe.gee.dataset as dataset
+# import earth2observe.gee.features as features
+# import earth2observe.gee.gee as gee
+# import earth2observe.gee.images as images
 
 __doc__ = """
 gee - google earth engine
diff --git a/earth2observe/gee/dataset.py b/earth2observe/gee/dataset.py
index d2b02e4..0d021fa 100644
--- a/earth2observe/gee/dataset.py
+++ b/earth2observe/gee/dataset.py
@@ -1,37 +1,46 @@
 import datetime as dt
 
-import ee
+# import ee
+from geopandas.geodataframe import GeoDataFrame
 
 from earth2observe.gee.data import getCatalog
+from earth2observe.gee.gee import GEE
 
 catalog = getCatalog()
 default_date_format = "%Y-%m-%d"
 
-class Dataset:
-    """
-    Dataset
-    """
-    def __init__(self, dataset_id: str, start_date: str, end_date: str, date_format: str = "%Y-%m-%d"):
+
+class Dataset(GEE):
+    """Dataset."""
+
+    def __init__(
+        self,
+        dataset_id: str,
+        start_date: str,
+        end_date: str,
+        date_format: str = "%Y-%m-%d",
+    ):
         if dataset_id not in catalog["dataset"].tolist():
-            raise ValueError(f"the given dataset: {dataset_id} does nor exist in the catalog")
+            raise ValueError(
+                f"the given dataset: {dataset_id} does nor exist in the catalog"
+            )
         else:
             self.metadata = catalog.loc[catalog["dataset"] == dataset_id, :]
             self.id = id
 
-        self.start_date, self.end_date = self.getDate(dataset_id, start_date, end_date, date_format)
-        self.catalog = catalog
-        pass
-
-
-
-
+        self.start_date, self.end_date = self.getDate(
+            dataset_id, start_date, end_date, date_format
+        )
+        # self.catalog = catalog
+        self.boundary = None
 
     @staticmethod
     def getDate(
-            dataset_id: str,
-            start_date: str = None,
-            end_date: str = None,
-            date_format: str = default_date_format):
+        dataset_id: str,
+        start_date: str = None,
+        end_date: str = None,
+        date_format: str = default_date_format,
+    ):
         """getDate.
 
             getDate retrieves the start and end date of a dataset
@@ -57,7 +66,9 @@ def getDate(
         """
         data = catalog.loc[catalog["dataset"] == dataset_id, :]
 
-        dataset_start_date = dt.datetime.strptime(data["start_date"].values[0], default_date_format)
+        dataset_start_date = dt.datetime.strptime(
+            data["start_date"].values[0], default_date_format
+        )
         dataset_end_date = data["end_date"].values[0]
         if dataset_end_date == "Now":
             dataset_end_date = dt.datetime.now().date()
@@ -77,3 +88,26 @@ def getDate(
             end_date = dataset_end_date
 
         return start_date, end_date
+
+    def addBoundary(self, gdf: GeoDataFrame):
+        """addBoundary.
+
+            addBoundary
+
+        Parameters
+        ----------
+        gdf
+        """
+        self.boundary = gdf.copy()
+
+    def filterByRegion(self, gdf: GeoDataFrame = None):
+        """filterByRegion.
+
+            filterByRegion
+
+        Parameters
+        ----------
+        gdf
+        """
+        if gdf:
+            self.addBoundary(gdf)
diff --git a/earth2observe/gee/features.py b/earth2observe/gee/features.py
new file mode 100644
index 0000000..a331b1e
--- /dev/null
+++ b/earth2observe/gee/features.py
@@ -0,0 +1,95 @@
+from typing import List, Optional, Union
+
+import ee
+import pandas as pd
+from ee.featurecollection import FeatureCollection
+from ee.geometry import Geometry
+from geopandas.geodataframe import GeoDataFrame
+from loguru import logger
+from shapely.geometry import LineString, Point, Polygon
+
+
+def createGeometry(
+    shapely_geometry: Union[Polygon, Point, LineString],
+    epsg: int = 4326,
+) -> Geometry:
+    """createGeometry.
+
+        create earth engine geometry.
+
+    Parameters
+    ----------
+    shapely_geometry: [shapely.geometry]
+        shapely geometry object [point, polyline, Linestring]
+    epsg: [int]
+        projection epsg number.
+
+    Returns
+    -------
+    ee Geometry :
+        ee geometry object [Polygon, Point, LineString]
+    """
+    coords = shapely_geometry.__geo_interface__["coordinates"]
+    if shapely_geometry.geom_type == "Polygon":
+        return ee.Geometry.Polygon(coords, f"epsg:{epsg}")
+
+    elif shapely_geometry.geom_type in ["Point", "LineString"]:
+        if shapely_geometry.geom_type == "LineString":
+            raise ValueError("LineStrings not yet implemented.")
+        else:
+            return ee.Geometry.Point(coords, f"epsg:{epsg}")
+
+    else:
+        logger.debug(
+            f"The given geometry is neiter of type LineString, Point nor Polygon, "
+            f"but {shapely_geometry.geom_type}."
+        )
+
+
+def createFeature(
+    gdf: GeoDataFrame, columns: Optional[List[str]] = None
+) -> FeatureCollection:
+    """createFeature.
+
+        createFeature creates a feature collection from a geodataframe
+
+        collection with the data in a certain column in the geodataframe as a properties dictionary
+
+    Parameters
+    ----------
+    gdf : [GeoDataFrame]
+
+    columns: [list]
+        list of strings for the columns' names
+
+    Returns
+    -------
+    FeatureCollection : [ee.featurecollection.FeatureCollection]
+        feature collection containing the geometry of each row in the given geodataframe
+        with the information of one of the given columns as a property.
+    """
+    try:
+        # get the geometry type for all rows
+        geotype = [i.geom_type for i in gdf["geometry"]]
+        # if any is "MultiPolygon" explode the dataframe to single polygons
+        if "MultiPolygon" in geotype:
+            # index_parts=True makes the resulted index multi-index if multi-polygon resulted in
+            # many different polygons
+            gdf = gdf.explode(index_parts=True)
+
+        ee_geom_list = gdf.geometry.apply(lambda geom: createGeometry(geom)).to_list()
+        records_df = pd.DataFrame(gdf.drop("geometry", axis=1))
+        if columns:
+            records_df = records_df[columns]
+        records = records_df.to_dict("records")
+        if not records:
+            ee_feature_list = [ee.Feature(geom) for geom in ee_geom_list]
+        else:
+            ee_feature_list = [
+                ee.Feature(geom, record) for geom, record in zip(ee_geom_list, records)
+            ]
+        return ee.FeatureCollection(ee_feature_list)
+
+    except Exception as error:
+        logger.error(error)
+        raise ValueError(error)
diff --git a/earth2observe/gee/gee.py b/earth2observe/gee/gee.py
index c11d592..9a4ccbe 100644
--- a/earth2observe/gee/gee.py
+++ b/earth2observe/gee/gee.py
@@ -1,16 +1,16 @@
-"Google earth engine main script"
+"""Google earth engine main script."""
 import base64
 import json
-import os
 
 import ee
 
+# import os
+
 
 class GEE:
-    """
-    GEE
-    """
-    def __init__(self, service_account:str, service_key_path: str):
+    """GEE."""
+
+    def __init__(self, service_account: str, service_key_path: str):
         """Initialize.
 
         Parameters
@@ -23,11 +23,12 @@ def __init__(self, service_account:str, service_key_path: str):
         -------
         None
         """
-        self.Initialize(service_account, service_key_path)
+        self.initialize(service_account, service_key_path)
 
         pass
 
-    def Initialize(self, service_account: str, service_key: str):
+    @staticmethod
+    def initialize(service_account: str, service_key: str):
         """Initialize.
 
             Initialize authenticate and initializes the connection to google earth engine with a service accont file
@@ -47,10 +48,11 @@ def Initialize(self, service_account: str, service_key: str):
         try:
             credentials = ee.ServiceAccountCredentials(service_account, service_key)
         except ValueError:
-            credentials = ee.ServiceAccountCredentials(service_account, key_data=service_key)
+            credentials = ee.ServiceAccountCredentials(
+                service_account, key_data=service_key
+            )
         ee.Initialize(credentials=credentials)
 
-
     @staticmethod
     def encodeServiceAccount(service_key_dir: str) -> bytes:
         """encodeServiceAccount.
@@ -70,7 +72,6 @@ def encodeServiceAccount(service_key_dir: str) -> bytes:
         encoded_service_account = base64.b64encode(dumped_service_account.encode())
         return encoded_service_account
 
-
     @staticmethod
     def decodeServiceAccount(service_key_bytes: bytes) -> str:
         """decodeServiceAccount.
diff --git a/earth2observe/gee/imagecollection.py b/earth2observe/gee/imagecollection.py
index a4a00d0..a386470 100644
--- a/earth2observe/gee/imagecollection.py
+++ b/earth2observe/gee/imagecollection.py
@@ -1,2 +1 @@
-
 # collections = ee.ImageCollection(url')
diff --git a/earth2observe/gee/images.py b/earth2observe/gee/images.py
new file mode 100644
index 0000000..e69de29
diff --git a/earth2observe/utils.py b/earth2observe/utils.py
index 1ab00e5..9f57fec 100644
--- a/earth2observe/utils.py
+++ b/earth2observe/utils.py
@@ -1,15 +1,16 @@
-import sys
-import os
 import gzip
+import os
+import sys
+
 
 def print_progress_bar(
-        i: int,
-        total: int,
-        prefix: str="",
-        suffix: str="",
-        decimals: int=1,
-        length: int=100,
-        fill: str="█"
+    i: int,
+    total: int,
+    prefix: str = "",
+    suffix: str = "",
+    decimals: int = 1,
+    length: int = 100,
+    fill: str = "█",
 ):
     """print_progress_bar.
 
@@ -45,11 +46,8 @@ def print_progress_bar(
         print()
 
 
-
 def extractFromGZ(input_file, output_file, delete=False):
-    """
-    ExtractFromGZ method extract data from the zip/.gz files,
-    save the data
+    """ExtractFromGZ method extract data from the zip/.gz files, save the data.
 
     Parameters
     ----------
@@ -73,4 +71,4 @@ def extractFromGZ(input_file, output_file, delete=False):
     zf.close()
 
     if delete:
-        os.remove(input_file)
\ No newline at end of file
+        os.remove(input_file)
diff --git a/environment.yml b/environment.yml
index 17d354c..8cd6d58 100644
--- a/environment.yml
+++ b/environment.yml
@@ -1,16 +1,16 @@
 channels:
   - conda-forge
 dependencies:
-  - python >=3.7.1,<3.10
-  - pip >=21.3.1
-  - numpy >=1.21.2,<1.22.4
-  - netCDF4 >=1.5.5,<1.5.9
+  - python >=3.9,<3.10
+  - pip >=22.2.2
+  - numpy >=1.21.2,<1.23.3
+  - netCDF4 >=1.5.5,<1.6.1
   - gdal >=3.3.3,<3.5.1
-  - pandas >=1.3.2,<1.4.3
-  - pyramids >=0.1.0
-  - ecmwf-api-client >=1.6.1
-  - earthengine-api
+  - pandas >=1.3.2,<1.5.0
+  - pyramids >=0.2.2
+  - ecmwf-api-client >=1.6.3
+  - earthengine-api >=0.1.324
   - pip:
-      - loguru >=0.5.3
-      - pytest >=6.2.5
-      - pytest-cov >=2.12.1
+      - loguru >=0.6.0
+      - pytest >=7.1.3
+      - pytest-cov >=3.0.0
diff --git a/examples/Download Satellite data.ipynb b/examples/Download Satellite data.ipynb
index cc6c291..2448ba0 100644
--- a/examples/Download Satellite data.ipynb	
+++ b/examples/Download Satellite data.ipynb	
@@ -488,4 +488,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
\ No newline at end of file
+}
diff --git a/examples/Download Satellite data.py b/examples/Download Satellite data.py
index ea55d01..a6f42ed 100644
--- a/examples/Download Satellite data.py	
+++ b/examples/Download Satellite data.py	
@@ -1,14 +1,12 @@
-"""
-Download Satellite data
-ECMWF
-Installation of ECMWF API key
+"""Download Satellite data ECMWF Installation of ECMWF API key.
+
 1 - to be able to use Hapi to download ECMWF data you need to register and setup your account in the ECMWF website (https://apps.ecmwf.int/registration/)
 
 2 - Install ECMWF key (instruction are here https://confluence.ecmwf.int/display/WEBAPI/Access+ECMWF+Public+Datasets#AccessECMWFPublicDatasets-key)
 """
 from earth2observe.chirps import CHIRPS
-from earth2observe.ecmwf import ECMWF
-from earth2observe.ecmwf import Variables
+from earth2observe.ecmwf import ECMWF, Variables
+
 #%% precipitation
 start = "2009-01-01"
 end = "2009-01-10"
diff --git a/examples/data/ecmwf/data_interim.nc.aux.xml b/examples/data/ecmwf/data_interim.nc.aux.xml
new file mode 100644
index 0000000..f52faee
--- /dev/null
+++ b/examples/data/ecmwf/data_interim.nc.aux.xml
@@ -0,0 +1,56 @@
+<PAMDataset>
+  <PAMRasterBand band="1">
+    <Histograms>
+      <HistItem>
+        <HistMin>2927.024999999818</HistMin>
+        <HistMax>11951.97500000002</HistMax>
+        <BucketCount>60</BucketCount>
+        <IncludeOutOfRange>0</IncludeOutOfRange>
+        <Approximate>0</Approximate>
+        <HistCounts>1|0|0|0|2|1|2|0|0|0|0|0|0|0|0|0|0|1|0|0|1|0|0|1|1|1|0|2|1|2|2|2|2|0|0|0|0|2|3|2|3|1|1|0|2|4|1|1|3|3|1|3|1|1|2|1|1|1|0|1</HistCounts>
+      </HistItem>
+    </Histograms>
+    <Metadata>
+      <MDI key="STATISTICS_MAXIMUM">11878</MDI>
+      <MDI key="STATISTICS_MEAN">8578.0333333333</MDI>
+      <MDI key="STATISTICS_MINIMUM">3001</MDI>
+      <MDI key="STATISTICS_STDDEV">2229.0031999877</MDI>
+    </Metadata>
+  </PAMRasterBand>
+  <PAMRasterBand band="2">
+    <Histograms>
+      <HistItem>
+        <HistMin>-15031.54999999978</HistMin>
+        <HistMax>-4594.449999999837</HistMax>
+        <BucketCount>60</BucketCount>
+        <IncludeOutOfRange>0</IncludeOutOfRange>
+        <Approximate>0</Approximate>
+        <HistCounts>1|0|1|2|2|1|3|2|2|2|2|0|2|1|0|3|1|0|2|0|3|0|1|1|2|2|0|0|0|0|0|0|2|3|1|0|0|0|0|0|0|0|5|1|0|0|0|0|0|0|4|2|0|2|1|0|1|0|1|1</HistCounts>
+      </HistItem>
+    </Histograms>
+    <Metadata>
+      <MDI key="STATISTICS_MAXIMUM">-4680</MDI>
+      <MDI key="STATISTICS_MEAN">-10509.45</MDI>
+      <MDI key="STATISTICS_MINIMUM">-14946</MDI>
+      <MDI key="STATISTICS_STDDEV">3127.8967929745</MDI>
+    </Metadata>
+  </PAMRasterBand>
+  <PAMRasterBand band="3">
+    <Histograms>
+      <HistItem>
+        <HistMin>-24705.23333333354</HistMin>
+        <HistMax>-4302.766666666692</HistMax>
+        <BucketCount>60</BucketCount>
+        <IncludeOutOfRange>0</IncludeOutOfRange>
+        <Approximate>0</Approximate>
+        <HistCounts>1|0|1|1|0|2|1|1|3|1|1|3|1|2|1|1|2|0|1|2|1|2|0|0|2|2|0|2|0|1|1|2|0|1|1|0|1|2|2|0|2|1|0|1|2|1|1|0|1|1|0|1|0|2|0|0|0|1|0|1</HistCounts>
+      </HistItem>
+    </Histograms>
+    <Metadata>
+      <MDI key="STATISTICS_MAXIMUM">-4470</MDI>
+      <MDI key="STATISTICS_MEAN">-15696.383333333</MDI>
+      <MDI key="STATISTICS_MINIMUM">-24538</MDI>
+      <MDI key="STATISTICS_STDDEV">5399.3462693542</MDI>
+    </Metadata>
+  </PAMRasterBand>
+</PAMDataset>
diff --git a/examples/data/linestring.geojson b/examples/data/linestring.geojson
new file mode 100644
index 0000000..3878729
--- /dev/null
+++ b/examples/data/linestring.geojson
@@ -0,0 +1,74 @@
+{
+    "type": "FeatureCollection",
+    "name": "linestring",
+    "crs": {
+        "type": "name",
+        "properties": {
+            "name": "urn:ogc:def:crs:OGC:1.3:CRS84"
+        }
+    },
+    "features": [
+        {
+            "type": "Feature",
+            "properties": {
+                "fid": 1
+            },
+            "geometry": {
+                "type": "LineString",
+                "coordinates": [
+                    [
+                        -75.02773539668702,
+                        4.472264603312993
+                    ],
+                    [
+                        -74.89270924149957,
+                        4.231963818657371
+                    ],
+                    [
+                        -75.24972755013079,
+                        4.502016129032262
+                    ],
+                    [
+                        -75.21997602441152,
+                        4.334949869224066
+                    ],
+                    [
+                        -75.3000762859634,
+                        4.126689189189192
+                    ],
+                    [
+                        -75.53808849171753,
+                        4.392164341761119
+                    ]
+                ]
+            }
+        },
+        {
+            "type": "Feature",
+            "properties": {
+                "fid": 2
+            },
+            "geometry": {
+                "type": "LineString",
+                "coordinates": [
+                    [
+                        -74.60663687881431,
+                        4.691968177855278
+                    ],
+                    [
+                        -74.54484524847429,
+                        4.504304707933743
+                    ],
+                    [
+                        -74.83320619006103,
+                        4.6507737576286
+                    ],
+                    [
+                        -74.71648866608545,
+                        4.366989973844816
+                    ]
+                ]
+            }
+        }
+    ]
+}
diff --git a/examples/data/point.gpkg b/examples/data/point.gpkg
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HcmV?d00001

diff --git a/examples/data/points.geojson b/examples/data/points.geojson
new file mode 100644
index 0000000..da114e5
--- /dev/null
+++ b/examples/data/points.geojson
@@ -0,0 +1,90 @@
+{
+    "type": "FeatureCollection",
+    "name": "points",
+    "crs": {
+        "type": "name",
+        "properties": {
+            "name": "urn:ogc:def:crs:OGC:1.3:CRS84"
+        }
+    },
+    "features": [
+        {
+            "type": "Feature",
+            "properties": {
+                "fid": 1
+            },
+            "geometry": {
+                "type": "Point",
+                "coordinates": [
+                    -75.24972755013079,
+                    4.50201612903226
+                ]
+            }
+        },
+        {
+            "type": "Feature",
+            "properties": {
+                "fid": 2
+            },
+            "geometry": {
+                "type": "Point",
+                "coordinates": [
+                    -75.02544681778554,
+                    4.472264603312993
+                ]
+            }
+        },
+        {
+            "type": "Feature",
+            "properties": {
+                "fid": 3
+            },
+            "geometry": {
+                "type": "Point",
+                "coordinates": [
+                    -75.21997602441152,
+                    4.330372711421102
+                ]
+            }
+        },
+        {
+            "type": "Feature",
+            "properties": {
+                "fid": 4
+            },
+            "geometry": {
+                "type": "Point",
+                "coordinates": [
+                    -74.89499782040106,
+                    4.234252397558852
+                ]
+            }
+        },
+        {
+            "type": "Feature",
+            "properties": {
+                "fid": 5
+            },
+            "geometry": {
+                "type": "Point",
+                "coordinates": [
+                    -75.30694202266784,
+                    4.126689189189192
+                ]
+            }
+        },
+        {
+            "type": "Feature",
+            "properties": {
+                "fid": 6
+            },
+            "geometry": {
+                "type": "Point",
+                "coordinates": [
+                    -75.53579991281606,
+                    4.392164341761119
+                ]
+            }
+        }
+    ]
+}
diff --git a/examples/data/points.qmd b/examples/data/points.qmd
new file mode 100644
index 0000000..872fba3
--- /dev/null
+++ b/examples/data/points.qmd
@@ -0,0 +1,26 @@
+<!DOCTYPE qgis PUBLIC 'http://mrcc.com/qgis.dtd' 'SYSTEM'>
+<qgis version="3.24.0-Tisler">
+  <identifier></identifier>
+  <parentidentifier></parentidentifier>
+  <language></language>
+  <type>dataset</type>
+  <title></title>
+  <abstract></abstract>
+  <links/>
+  <fees></fees>
+  <encoding></encoding>
+  <crs>
+    <spatialrefsys nativeFormat="Wkt">
+      <wkt></wkt>
+      <proj4></proj4>
+      <srsid>0</srsid>
+      <srid>0</srid>
+      <authid></authid>
+      <description></description>
+      <projectionacronym></projectionacronym>
+      <ellipsoidacronym></ellipsoidacronym>
+      <geographicflag>false</geographicflag>
+    </spatialrefsys>
+  </crs>
+  <extent/>
+</qgis>
diff --git a/examples/data/polygon.geojson b/examples/data/polygon.geojson
new file mode 100644
index 0000000..89cee2d
--- /dev/null
+++ b/examples/data/polygon.geojson
@@ -0,0 +1,45 @@
+{
+    "type": "FeatureCollection",
+    "name": "polygon",
+    "crs": {
+        "type": "name",
+        "properties": {
+            "name": "urn:ogc:def:crs:OGC:1.3:CRS84"
+        }
+    },
+    "features": [
+        {
+            "type": "Feature",
+            "properties": {
+                "fid": 1
+            },
+            "geometry": {
+                "type": "Polygon",
+                "coordinates": [
+                    [
+                        [
+                            -75.74692131647775,
+                            4.749182650392328
+                        ],
+                        [
+                            -74.49850152571925,
+                            4.750326939843069
+                        ],
+                        [
+                            -74.49964581517,
+                            4.000817349607672
+                        ],
+                        [
+                            -75.75035418482997,
+                            4.000817349607672
+                        ],
+                        [
+                            -75.74692131647775,
+                            4.749182650392328
+                        ]
+                    ]
+                ]
+            }
+        }
+    ]
+}
diff --git a/setup.py b/setup.py
index c5e4cb7..75cd8a0 100644
--- a/setup.py
+++ b/setup.py
@@ -3,27 +3,29 @@
 with open("README.md", "r") as readme_file:
     readme = readme_file.read()
 
-with open('HISTORY.rst') as history_file:
+with open("HISTORY.rst") as history_file:
     history = history_file.read()
 
 # requirements = [line.strip() for line in open("requirements.txt").readlines()]
 # requirements = requirements[1:]
 
-test_requirements = ['pytest>=3', ]
+test_requirements = [
+    "pytest>=3",
+]
 
 setup(
     name="earth2observe",
-    version="0.1.0",
+    version="0.1.1",
     description="remote sensing package",
     author="Mostafa Farrag",
     author_email="moah.farag@gmail.come",
     url="https://github.com/MAfarrag/earthobserve",
     keywords=["remote sensing", "ecmwf"],
-    long_description=readme + '\n\n' + history,
+    long_description=readme + "\n\n" + history,
     long_description_content_type="text/markdown",
     license="GNU General Public License v3",
     zip_safe=False,
-    packages=find_packages(include=['earth2observe', 'earth2observe.*']),
+    packages=find_packages(include=["earth2observe", "earth2observe.*"]),
     test_suite="tests",
     tests_require=test_requirements,
     # install_requires=requirements,
@@ -35,9 +37,9 @@
     classifiers=[
         "Development Status :: 5 - Production/Stable",
         "Environment :: Console",
-        'License :: OSI Approved :: GNU General Public License v3 (GPLv3)',
+        "License :: OSI Approved :: GNU General Public License v3 (GPLv3)",
         "Natural Language :: English",
-        'Programming Language :: Python :: 3',
+        "Programming Language :: Python :: 3",
         "Programming Language :: Python :: 3.7",
         "Programming Language :: Python :: 3.8",
         "Programming Language :: Python :: 3.9",
diff --git a/tests/conftest.py b/tests/conftest.py
index 1c03837..7369fbd 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -6,7 +6,6 @@
 # from typing import List
 
 
-
 # @pytest.fixture(scope="module")
 # def time_series1() -> list:
-    # return pd.read_csv("examples/data/time_series1.txt", header=None)[0].tolist()
+# return pd.read_csv("examples/data/time_series1.txt", header=None)[0].tolist()
diff --git a/tests/gee/conftest.py b/tests/gee/conftest.py
index dad867c..af8bff8 100644
--- a/tests/gee/conftest.py
+++ b/tests/gee/conftest.py
@@ -5,5 +5,17 @@
 
 @pytest.fixture(scope="module")
 def catalog_columns() -> List[str]:
-    return ['dataset', 'name', 'provider', 'url', 'bands', 'band_describtion', 'spatial_resolution',
-            'temporal_resolution', 'start_date', 'end_date', 'min', 'max']
+    return [
+        "dataset",
+        "name",
+        "provider",
+        "url",
+        "bands",
+        "band_describtion",
+        "spatial_resolution",
+        "temporal_resolution",
+        "start_date",
+        "end_date",
+        "min",
+        "max",
+    ]

From a409b97bb8a6cbfa2399f1e8846049ce3603aa44 Mon Sep 17 00:00:00 2001
From: Mostafa Farrag <moah.farag@gmail.com>
Date: Sat, 24 Sep 2022 00:20:33 +0200
Subject: [PATCH 07/15] install dependencies in pypi package

---
 environment.yml  | 12 +++++-------
 requirements.txt |  7 +++++++
 setup.py         |  7 +++----
 3 files changed, 15 insertions(+), 11 deletions(-)
 create mode 100644 requirements.txt

diff --git a/environment.yml b/environment.yml
index 8cd6d58..85fa81b 100644
--- a/environment.yml
+++ b/environment.yml
@@ -1,16 +1,14 @@
 channels:
   - conda-forge
 dependencies:
-  - python >=3.9,<3.10
+  - python >=3.9,<3.12
   - pip >=22.2.2
-  - numpy >=1.21.2,<1.23.3
+  - numpy >=1.23.3
   - netCDF4 >=1.5.5,<1.6.1
-  - gdal >=3.3.3,<3.5.1
-  - pandas >=1.3.2,<1.5.0
-  - pyramids >=0.2.2
+  - gdal >=3.4.3,<3.5.1
+  - pandas >=1.4.4,<1.5.0
+  - pyramids >=0.2.4
   - ecmwf-api-client >=1.6.3
   - earthengine-api >=0.1.324
   - pip:
       - loguru >=0.6.0
-      - pytest >=7.1.3
-      - pytest-cov >=3.0.0
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..dd273ab
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,7 @@
+earthengine-api >=0.1.324
+ecmwf-api-client >=1.6.3
+loguru >=0.6.0
+netCDF4 >=1.6.1
+numpy >=1.23.3
+pandas >=1.4.4
+pyramids-gis >=0.2.4
diff --git a/setup.py b/setup.py
index 75cd8a0..58bc60e 100644
--- a/setup.py
+++ b/setup.py
@@ -6,8 +6,7 @@
 with open("HISTORY.rst") as history_file:
     history = history_file.read()
 
-# requirements = [line.strip() for line in open("requirements.txt").readlines()]
-# requirements = requirements[1:]
+requirements = [line.strip() for line in open("requirements.txt").readlines()]
 
 test_requirements = [
     "pytest>=3",
@@ -15,7 +14,7 @@
 
 setup(
     name="earth2observe",
-    version="0.1.1",
+    version="0.1.2",
     description="remote sensing package",
     author="Mostafa Farrag",
     author_email="moah.farag@gmail.come",
@@ -28,7 +27,7 @@
     packages=find_packages(include=["earth2observe", "earth2observe.*"]),
     test_suite="tests",
     tests_require=test_requirements,
-    # install_requires=requirements,
+    install_requires=requirements,
     # entry_points={
     #     'console_scripts': [
     #         'earth2observe=earth2observe.cli:main',

From accf9b5ee969f81e1e16f2d661a8b8f552422fd9 Mon Sep 17 00:00:00 2001
From: Mostafa Farrag <moah.farag@gmail.com>
Date: Sun, 25 Sep 2022 21:43:28 +0200
Subject: [PATCH 08/15] replace setup.py by pyproject.toml

---
 .gitignore       |    2 -
 README.md        |    2 +-
 poetry.lock      | 2428 ++++++++++++++++++++++++++++++++++++++++++++++
 pyproject.toml   |   90 ++
 requirements.txt |    7 -
 setup.py         |   49 -
 6 files changed, 2519 insertions(+), 59 deletions(-)
 create mode 100644 poetry.lock
 create mode 100644 pyproject.toml
 delete mode 100644 requirements.txt
 delete mode 100644 setup.py

diff --git a/.gitignore b/.gitignore
index dc7684d..84be979 100644
--- a/.gitignore
+++ b/.gitignore
@@ -148,5 +148,3 @@ mo_*
 conda/
 /examples/data/ecmwf/daily/*
 .idea/*
-poetry.lock
-pyproject.toml
diff --git a/README.md b/README.md
index 0799257..e7fd543 100644
--- a/README.md
+++ b/README.md
@@ -58,7 +58,7 @@ pip install git+https://github.com/MAfarrag/earthobserve
 ## pip
 to install the last release you can easly use pip
 ```
-pip install earthobserve==0.1.0
+pip install earthobserve==0.1.3
 ```
 
 Quick start
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..931c4c9
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,2428 @@
+[[package]]
+name = "affine"
+version = "2.3.1"
+description = "Matrices describing affine transformation of the plane."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.extras]
+test = ["coveralls", "flake8", "pydocstyle", "pytest (>=4.6)", "pytest-cov"]
+
+[[package]]
+name = "attrs"
+version = "22.1.0"
+description = "Classes Without Boilerplate"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
+[package.extras]
+dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"]
+docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"]
+tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "zope.interface"]
+tests_no_zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"]
+
+[[package]]
+name = "bandit"
+version = "1.7.4"
+description = "Security oriented static analyser for python code."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+colorama = {version = ">=0.3.9", markers = "platform_system == \"Windows\""}
+GitPython = ">=1.0.1"
+PyYAML = ">=5.3.1"
+stevedore = ">=1.20.0"
+
+[package.extras]
+test = ["beautifulsoup4 (>=4.8.0)", "coverage (>=4.5.4)", "fixtures (>=3.0.0)", "flake8 (>=4.0.0)", "pylint (==1.9.4)", "stestr (>=2.5.0)", "testscenarios (>=0.5.0)", "testtools (>=2.3.0)", "toml"]
+toml = ["toml"]
+yaml = ["PyYAML"]
+
+[[package]]
+name = "black"
+version = "22.8.0"
+description = "The uncompromising code formatter."
+category = "dev"
+optional = false
+python-versions = ">=3.6.2"
+
+[package.dependencies]
+click = ">=8.0.0"
+mypy-extensions = ">=0.4.3"
+pathspec = ">=0.9.0"
+platformdirs = ">=2"
+tomli = {version = ">=1.1.0", markers = "python_full_version < \"3.11.0a7\""}
+typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
+
+[package.extras]
+colorama = ["colorama (>=0.4.3)"]
+d = ["aiohttp (>=3.7.4)"]
+jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
+uvloop = ["uvloop (>=0.15.2)"]
+
+[[package]]
+name = "cachetools"
+version = "5.2.0"
+description = "Extensible memoizing collections and decorators"
+category = "main"
+optional = false
+python-versions = "~=3.7"
+
+[[package]]
+name = "certifi"
+version = "2022.9.24"
+description = "Python package for providing Mozilla's CA Bundle."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "cfgv"
+version = "3.3.1"
+description = "Validate configuration and produce human readable error messages."
+category = "dev"
+optional = false
+python-versions = ">=3.6.1"
+
+[[package]]
+name = "cftime"
+version = "1.6.2"
+description = "Time-handling functionality from netcdf4-python"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+numpy = ">1.13.3"
+
+[[package]]
+name = "charset-normalizer"
+version = "2.1.1"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "main"
+optional = false
+python-versions = ">=3.6.0"
+
+[package.extras]
+unicode_backport = ["unicodedata2"]
+
+[[package]]
+name = "classify-imports"
+version = "4.2.0"
+description = "Utilities for refactoring imports in python-like syntax."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[[package]]
+name = "click"
+version = "8.1.3"
+description = "Composable command line interface toolkit"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[[package]]
+name = "click-plugins"
+version = "1.1.1"
+description = "An extension module for click to enable registering CLI commands via setuptools entry-points."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+click = ">=4.0"
+
+[package.extras]
+dev = ["coveralls", "pytest (>=3.6)", "pytest-cov", "wheel"]
+
+[[package]]
+name = "cligj"
+version = "0.7.2"
+description = "Click params for commmand line interfaces to GeoJSON"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, <4"
+
+[package.dependencies]
+click = ">=4.0"
+
+[package.extras]
+test = ["pytest-cov"]
+
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diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..96feedf
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,90 @@
+[tool.poetry]
+name = "earth2observe"
+version = "0.1.3"
+description = "remote sensing package"
+authors = ["Mostafa Farrag <moah.farag@gmail.com>"]
+license = "GNU General Public License v3"
+repository = "https://github.com/MAfarrag/earth2observe"
+documentation = "https://earth2observe.readthedocs.io/"
+keywords=["remote sensing", "google earth engine", "ecmwf"]
+classifiers=[
+        "Development Status :: 5 - Production/Stable",
+        "Environment :: Console",
+        "License :: OSI Approved :: GNU General Public License v3 (GPLv3)",
+        "Natural Language :: English",
+        "Programming Language :: Python :: 3",
+        "Programming Language :: Python :: 3.7",
+        "Programming Language :: Python :: 3.8",
+        "Programming Language :: Python :: 3.9",
+        "Topic :: Scientific/Engineering :: GIS",
+        "Intended Audience :: Science/Research",
+        "Intended Audience :: Developers",
+    ]
+
+
+[tool.poetry.dependencies]
+python = "^3.9"
+numpy = "^1.23.3"
+netCDF4 = "^1.6.1"
+pandas = "^1.4.4"
+ecmwf-api-client = "^1.6.3"
+earthengine-api = "^0.1.324"
+loguru = "^0.6.0"
+#gdal = "3.4.3"
+gdal = {url = "https://download.lfd.uci.edu/pythonlibs/archived/GDAL-3.4.3-cp39-cp39-win_amd64.whl" }
+pyramids-gis = "^0.2.4"
+#Fiona = "1.8.21"
+fiona = {url = "poetry updhttps://download.lfd.uci.edu/pythonlibs/archived/Fiona-1.8.21-cp39-cp39-win_amd64.whl" }
+
+
+[tool.poetry.dev-dependencies]
+pytest = "^7.1.3"
+pytest-cov = "^3.0.0"
+pre-commit = "^2.20.0"
+black = "^22.8.0"
+flake8-bandit = "^4.1.1"
+flake8-bugbear = "^22.9.11"
+flake8-docstrings = "^1.6.0"
+flake8-rst-docstrings = "^0.2.7"
+pep8-naming = "^0.13.2"
+darglint = "^1.8.1"
+reorder-python-imports = "^3.8.2"
+pre-commit-hooks = "^4.3.0"
+
+[tool.poetry.scripts]
+
+[tool.coverage.paths]
+source = ["earth2observe", "*/site-packages"]
+
+
+[tool.coverage.run]
+branch = true
+source = ["earth2observe"]
+
+
+[tool.coverage.report]
+show_missing = true
+fail_under = 40
+
+
+[tool.isort]
+multi_line_output=3
+include_trailing_comma=true
+force_grid_wrap=0
+use_parentheses=true
+line_length=88
+ensure_newline_before_comments=true
+profile="black"
+
+
+[tool.pytest.ini_options]
+minversion = "7.0"
+addopts = "-ra -q"
+testpaths = [
+    "tests",
+]
+
+
+[build-system]
+requires = ["setuptools", "poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index dd273ab..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,7 +0,0 @@
-earthengine-api >=0.1.324
-ecmwf-api-client >=1.6.3
-loguru >=0.6.0
-netCDF4 >=1.6.1
-numpy >=1.23.3
-pandas >=1.4.4
-pyramids-gis >=0.2.4
diff --git a/setup.py b/setup.py
deleted file mode 100644
index 58bc60e..0000000
--- a/setup.py
+++ /dev/null
@@ -1,49 +0,0 @@
-from setuptools import find_packages, setup
-
-with open("README.md", "r") as readme_file:
-    readme = readme_file.read()
-
-with open("HISTORY.rst") as history_file:
-    history = history_file.read()
-
-requirements = [line.strip() for line in open("requirements.txt").readlines()]
-
-test_requirements = [
-    "pytest>=3",
-]
-
-setup(
-    name="earth2observe",
-    version="0.1.2",
-    description="remote sensing package",
-    author="Mostafa Farrag",
-    author_email="moah.farag@gmail.come",
-    url="https://github.com/MAfarrag/earthobserve",
-    keywords=["remote sensing", "ecmwf"],
-    long_description=readme + "\n\n" + history,
-    long_description_content_type="text/markdown",
-    license="GNU General Public License v3",
-    zip_safe=False,
-    packages=find_packages(include=["earth2observe", "earth2observe.*"]),
-    test_suite="tests",
-    tests_require=test_requirements,
-    install_requires=requirements,
-    # entry_points={
-    #     'console_scripts': [
-    #         'earth2observe=earth2observe.cli:main',
-    #     ],
-    # },
-    classifiers=[
-        "Development Status :: 5 - Production/Stable",
-        "Environment :: Console",
-        "License :: OSI Approved :: GNU General Public License v3 (GPLv3)",
-        "Natural Language :: English",
-        "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.7",
-        "Programming Language :: Python :: 3.8",
-        "Programming Language :: Python :: 3.9",
-        "Topic :: Scientific/Engineering :: GIS",
-        "Intended Audience :: Science/Research",
-        "Intended Audience :: Developers",
-    ],
-)

From 5c6615878e760a40ef6e6cd630f209d13e5dd3c1 Mon Sep 17 00:00:00 2001
From: Mostafa Farrag <moah.farag@gmail.com>
Date: Tue, 18 Oct 2022 00:54:55 +0200
Subject: [PATCH 09/15] add examples and fix bug in creating gdal raster object

---
 .gitignore                                    |   1 +
 earth2observe/chirps.py                       |   8 +-
 examples/chirps data.py                       |  22 +
 ...wnload Satellite data.py => ecmwf data.py} |  36 +-
 poetry.lock                                   | 633 +++++++++---------
 pyproject.toml                                |  13 +-
 6 files changed, 368 insertions(+), 345 deletions(-)
 create mode 100644 examples/chirps data.py
 rename examples/{Download Satellite data.py => ecmwf data.py} (56%)

diff --git a/.gitignore b/.gitignore
index 84be979..1cfe9c1 100644
--- a/.gitignore
+++ b/.gitignore
@@ -148,3 +148,4 @@ mo_*
 conda/
 /examples/data/ecmwf/daily/*
 .idea/*
+examples/data/chirps/*
diff --git a/earth2observe/chirps.py b/earth2observe/chirps.py
index 56d87a7..3f6cd7e 100644
--- a/earth2observe/chirps.py
+++ b/earth2observe/chirps.py
@@ -48,10 +48,10 @@ def __init__(
         # Define timestep for the timedates
         self.lat_lim = []
         self.lon_lim = []
-        if time == "daily":
+        if time.lower() == "daily":
             self.time_freq = "D"
             self.output_folder = os.path.join(path, "Precipitation", "CHIRPS", "Daily")
-        elif time == "monthly":
+        elif time.lower() == "monthly":
             self.time_freq = "MS"
             self.output_folder = os.path.join(
                 path, "Precipitation", "CHIRPS", "Monthly"
@@ -199,7 +199,7 @@ def RetrieveData(Date, args):
         ftp.login()
 
         # Define FTP path to directory
-        if TimeCase == "daily":
+        if TimeCase.lower() == "daily":
             pathFTP = (
                 "pub/org/chg/products/CHIRPS-2.0/global_daily/tifs/p05/%s/"
                 % Date.strftime("%Y")
@@ -217,7 +217,7 @@ def RetrieveData(Date, args):
         ftp.retrlines("LIST", listing.append)
 
         # create all the input name (filename) and output (outfilename, filetif, DiFileEnd) names
-        if TimeCase == "daily":
+        if TimeCase.lower() == "daily":
             filename = "chirps-v2.0.%s.%02s.%02s.tif.gz" % (
                 Date.strftime("%Y"),
                 Date.strftime("%m"),
diff --git a/examples/chirps data.py b/examples/chirps data.py
new file mode 100644
index 0000000..e3c92ea
--- /dev/null
+++ b/examples/chirps data.py	
@@ -0,0 +1,22 @@
+from earth2observe.chirps import CHIRPS
+
+# %% precipitation
+start = "2009-01-01"
+end = "2009-01-10"
+time = "daily"
+latlim = [4.19, 4.64]
+lonlim = [-75.65, -74.73]
+
+path = r"examples\data\chirps"
+Coello = CHIRPS(
+    time=time,
+    start=start,
+    end=end,
+    lat_lim=latlim,
+    lon_lim=lonlim,
+    path=path,
+)
+#%%
+# Coello.Download()  # cores=4
+#%%
+Coello.Download(cores=4)
diff --git a/examples/Download Satellite data.py b/examples/ecmwf data.py
similarity index 56%
rename from examples/Download Satellite data.py
rename to examples/ecmwf data.py
index a6f42ed..cb7cfed 100644
--- a/examples/Download Satellite data.py	
+++ b/examples/ecmwf data.py	
@@ -4,28 +4,20 @@
 
 2 - Install ECMWF key (instruction are here https://confluence.ecmwf.int/display/WEBAPI/Access+ECMWF+Public+Datasets#AccessECMWFPublicDatasets-key)
 """
-from earth2observe.chirps import CHIRPS
+
 from earth2observe.ecmwf import ECMWF, Variables
 
-#%% precipitation
-start = "2009-01-01"
-end = "2009-01-10"
-time = "daily"
-lat = [4.190755, 4.643963]
-lon = [-75.649243, -74.727286]
-path = "/data/satellite_data/"
-# Temperature, Evapotranspiration
-variables = ["T", "E"]
-#%%
-Vars = Variables("daily")
-Vars.__str__()
-#%% Temperature
+path = r"examples\data\ecmwf"
+
 start = "2009-01-01"
 end = "2009-02-01"
-Time = "daily"
+time = "daily"
 latlim = [4.19, 4.64]
 lonlim = [-75.65, -74.73]
-path = r"C:\MyComputer\01Algorithms\Hydrology\earth2observe\examples\data\ecmwf"
+# %%
+Vars = Variables("daily")
+Vars.__str__()
+# %%
 # Temperature, Evapotranspiration
 variables = ["T", "E"]
 
@@ -40,15 +32,3 @@
 )
 
 Coello.download()
-
-#%%
-path = r"C:\MyComputer\01Algorithms\Hydrology\earth2observe\examples\data\chirps"
-Coello = CHIRPS(
-    time=time,
-    start=start,
-    end=end,
-    lat_lim=latlim,
-    lon_lim=lonlim,
-    path=path,
-)
-Coello.Download()  # cores=4
diff --git a/poetry.lock b/poetry.lock
index 931c4c9..17eb29c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -44,11 +44,11 @@ yaml = ["PyYAML"]
 
 [[package]]
 name = "black"
-version = "22.8.0"
+version = "22.10.0"
 description = "The uncompromising code formatter."
 category = "dev"
 optional = false
-python-versions = ">=3.6.2"
+python-versions = ">=3.7"
 
 [package.dependencies]
 click = ">=8.0.0"
@@ -185,9 +185,9 @@ test-no-codebase = ["Pillow", "matplotlib", "pytest"]
 
 [[package]]
 name = "coverage"
-version = "6.4.4"
+version = "6.5.0"
 description = "Code coverage measurement for Python"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 
@@ -231,7 +231,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "earthengine-api"
-version = "0.1.325"
+version = "0.1.327"
 description = "Earth Engine Python API"
 category = "main"
 optional = false
@@ -295,6 +295,7 @@ test = ["boto3 (>=1.2.4)", "mock", "pytest (>=3)", "pytest-cov"]
 [package.source]
 type = "url"
 url = "https://download.lfd.uci.edu/pythonlibs/archived/Fiona-1.8.21-cp39-cp39-win_amd64.whl"
+
 [[package]]
 name = "flake8"
 version = "5.0.4"
@@ -362,7 +363,7 @@ restructuredtext-lint = "*"
 
 [[package]]
 name = "fonttools"
-version = "4.37.3"
+version = "4.37.4"
 description = "Tools to manipulate font files"
 category = "main"
 optional = false
@@ -404,6 +405,7 @@ numpy = ["numpy (>1.19.0)"]
 [package.source]
 type = "url"
 url = "https://download.lfd.uci.edu/pythonlibs/archived/GDAL-3.4.3-cp39-cp39-win_amd64.whl"
+
 [[package]]
 name = "geographiclib"
 version = "1.52"
@@ -460,7 +462,7 @@ smmap = ">=3.0.1,<6"
 
 [[package]]
 name = "GitPython"
-version = "3.1.27"
+version = "3.1.29"
 description = "GitPython is a python library used to interact with Git repositories"
 category = "dev"
 optional = false
@@ -471,7 +473,7 @@ gitdb = ">=4.0.1,<5"
 
 [[package]]
 name = "google-api-core"
-version = "2.10.1"
+version = "2.10.2"
 description = "Google API client core library"
 category = "main"
 optional = false
@@ -480,7 +482,7 @@ python-versions = ">=3.7"
 [package.dependencies]
 google-auth = ">=1.25.0,<3.0dev"
 googleapis-common-protos = ">=1.56.2,<2.0dev"
-protobuf = ">=3.20.1,<5.0.0dev"
+protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
 requests = ">=2.18.0,<3.0.0dev"
 
 [package.extras]
@@ -506,7 +508,7 @@ uritemplate = ">=3.0.0,<4dev"
 
 [[package]]
 name = "google-auth"
-version = "2.11.1"
+version = "2.13.0"
 description = "Google Authentication Library"
 category = "main"
 optional = false
@@ -583,11 +585,11 @@ testing = ["pytest"]
 
 [[package]]
 name = "google-resumable-media"
-version = "2.3.3"
+version = "2.4.0"
 description = "Utilities for Google Media Downloads and Resumable Uploads"
 category = "main"
 optional = false
-python-versions = ">= 3.6"
+python-versions = ">= 3.7"
 
 [package.dependencies]
 google-crc32c = ">=1.0,<2.0dev"
@@ -637,7 +639,7 @@ urllib3 = "*"
 
 [[package]]
 name = "identify"
-version = "2.5.5"
+version = "2.5.6"
 description = "File identification library for Python"
 category = "dev"
 optional = false
@@ -658,10 +660,18 @@ python-versions = ">=3.5"
 name = "iniconfig"
 version = "1.1.1"
 description = "iniconfig: brain-dead simple config-ini parsing"
-category = "main"
+category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "joblib"
+version = "1.2.0"
+description = "Lightweight pipelining with Python functions"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
 [[package]]
 name = "kiwisolver"
 version = "1.4.4"
@@ -687,7 +697,7 @@ dev = ["Sphinx (>=4.1.1)", "black (>=19.10b0)", "colorama (>=0.3.4)", "docutils
 
 [[package]]
 name = "matplotlib"
-version = "3.6.0"
+version = "3.6.1"
 description = "Python plotting package"
 category = "main"
 optional = false
@@ -761,7 +771,7 @@ setuptools = "*"
 
 [[package]]
 name = "numpy"
-version = "1.23.3"
+version = "1.23.4"
 description = "NumPy is the fundamental package for array computing with Python."
 category = "main"
 optional = false
@@ -836,14 +846,6 @@ python-versions = ">=3.7"
 docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinxext-opengraph"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
 
-[[package]]
-name = "pip"
-version = "22.2.2"
-description = "The PyPA recommended tool for installing Python packages."
-category = "main"
-optional = false
-python-versions = ">=3.7"
-
 [[package]]
 name = "platformdirs"
 version = "2.5.2"
@@ -860,7 +862,7 @@ test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock
 name = "pluggy"
 version = "1.0.0"
 description = "plugin and hook calling mechanisms for python"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 
@@ -898,7 +900,7 @@ tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "protobuf"
-version = "4.21.6"
+version = "4.21.7"
 description = ""
 category = "main"
 optional = false
@@ -908,7 +910,7 @@ python-versions = ">=3.7"
 name = "py"
 version = "1.11.0"
 description = "library with cross-python path, ini-parsing, io, code, log facilities"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
@@ -996,35 +998,32 @@ certifi = "*"
 
 [[package]]
 name = "pyramids-gis"
-version = "0.2.4"
+version = "0.2.5"
 description = "GIS utility package"
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.9,<3.12"
 
 [package.dependencies]
-affine = ">=2.3.1"
-Fiona = ">=1.8.21"
-GDAL = ">=3.4.3"
-geopandas = ">=0.11.1"
-geopy = ">=2.2.0"
-loguru = ">=0.6.0"
-matplotlib = ">=3.5.3"
-netCDF4 = ">=1.6.1"
-pandas = ">=1.4.4"
-pip = ">=22.2.2"
-pyproj = ">=3.4.0"
-pytest = ">=7.1.3"
-pytest-cov = ">=3.0.0"
-rasterio = ">=1.2.10"
-Rtree = ">=1.0.0"
-Shapely = ">=1.8.4,<2"
+affine = ">=2.3.1,<3.0.0"
+Fiona = "1.8.21"
+GDAL = "3.4.3"
+geopandas = ">=0.11.1,<0.12.0"
+geopy = ">=2.2.0,<3.0.0"
+loguru = ">=0.6.0,<0.7.0"
+matplotlib = ">=3.5.3,<4.0.0"
+netCDF4 = ">=1.6.1,<2.0.0"
+pandas = ">=1.4.4,<2.0.0"
+pyproj = ">=3.4.0,<4.0.0"
+rasterio = ">=1.3.0,<2.0.0"
+Rtree = ">=1.0.0,<2.0.0"
+Shapely = ">=1.8.4,<2.0.0"
 
 [[package]]
 name = "pytest"
 version = "7.1.3"
 description = "pytest: simple powerful testing with Python"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 
@@ -1044,7 +1043,7 @@ testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.
 name = "pytest-cov"
 version = "3.0.0"
 description = "Pytest plugin for measuring coverage."
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 
@@ -1068,7 +1067,7 @@ six = ">=1.5"
 
 [[package]]
 name = "pytz"
-version = "2022.2.1"
+version = "2022.4"
 description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
@@ -1111,7 +1110,7 @@ test = ["boto3 (>=1.2.4)", "hypothesis", "packaging", "pytest (>=2.8.2)", "pytes
 
 [[package]]
 name = "reorder-python-imports"
-version = "3.8.3"
+version = "3.8.5"
 description = "Tool for reordering python imports"
 category = "dev"
 optional = false
@@ -1162,7 +1161,7 @@ pyasn1 = ">=0.1.3"
 
 [[package]]
 name = "Rtree"
-version = "1.0.0"
+version = "1.0.1"
 description = "R-Tree spatial index for Python GIS"
 category = "main"
 optional = false
@@ -1193,14 +1192,14 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "setuptools"
-version = "65.4.0"
+version = "65.5.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
 testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "mock", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
 
@@ -1223,8 +1222,8 @@ test = ["pytest (>=6.2)", "virtualenv (>20)"]
 toml = ["setuptools (>=42)"]
 
 [[package]]
-name = "Shapely"
-version = "1.8.4"
+name = "shapely"
+version = "1.8.5.post1"
 description = "Geometric objects, predicates, and operations"
 category = "main"
 optional = false
@@ -1276,7 +1275,7 @@ test = ["hypothesis", "pytest"]
 
 [[package]]
 name = "stevedore"
-version = "4.0.0"
+version = "4.0.1"
 description = "Manage dynamic plugins for Python applications"
 category = "dev"
 optional = false
@@ -1303,7 +1302,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "typing-extensions"
-version = "4.3.0"
+version = "4.4.0"
 description = "Backported and Experimental Type Hints for Python 3.7+"
 category = "main"
 optional = false
@@ -1360,8 +1359,8 @@ dev = ["black (>=19.3b0)", "pytest (>=4.6.2)"]
 
 [metadata]
 lock-version = "1.1"
-python-versions = "^3.9"
-content-hash = "e11ed89743c6b3031837d3f82e69acf68b27e5a7f40b354279f70bedc9799ebb"
+python-versions = ">=3.9,<3.12"
+content-hash = "d92cac97dbfefd6ef638a04cbf7bd07bdf1083d8bc2a29f50bab6266d79a1c23"
 
 [metadata.files]
 affine = [
@@ -1377,29 +1376,27 @@ bandit = [
     {file = "bandit-1.7.4.tar.gz", hash = "sha256:2d63a8c573417bae338962d4b9b06fbc6080f74ecd955a092849e1e65c717bd2"},
 ]
 black = [
-    {file = "black-22.8.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ce957f1d6b78a8a231b18e0dd2d94a33d2ba738cd88a7fe64f53f659eea49fdd"},
-    {file = "black-22.8.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5107ea36b2b61917956d018bd25129baf9ad1125e39324a9b18248d362156a27"},
-    {file = "black-22.8.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e8166b7bfe5dcb56d325385bd1d1e0f635f24aae14b3ae437102dedc0c186747"},
-    {file = "black-22.8.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dd82842bb272297503cbec1a2600b6bfb338dae017186f8f215c8958f8acf869"},
-    {file = "black-22.8.0-cp310-cp310-win_amd64.whl", hash = "sha256:d839150f61d09e7217f52917259831fe2b689f5c8e5e32611736351b89bb2a90"},
-    {file = "black-22.8.0-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:a05da0430bd5ced89176db098567973be52ce175a55677436a271102d7eaa3fe"},
-    {file = "black-22.8.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4a098a69a02596e1f2a58a2a1c8d5a05d5a74461af552b371e82f9fa4ada8342"},
-    {file = "black-22.8.0-cp36-cp36m-win_amd64.whl", hash = "sha256:5594efbdc35426e35a7defa1ea1a1cb97c7dbd34c0e49af7fb593a36bd45edab"},
-    {file = "black-22.8.0-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:a983526af1bea1e4cf6768e649990f28ee4f4137266921c2c3cee8116ae42ec3"},
-    {file = "black-22.8.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3b2c25f8dea5e8444bdc6788a2f543e1fb01494e144480bc17f806178378005e"},
-    {file = "black-22.8.0-cp37-cp37m-win_amd64.whl", hash = "sha256:78dd85caaab7c3153054756b9fe8c611efa63d9e7aecfa33e533060cb14b6d16"},
-    {file = "black-22.8.0-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:cea1b2542d4e2c02c332e83150e41e3ca80dc0fb8de20df3c5e98e242156222c"},
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+    {file = "Shapely-1.8.5.post1-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:38f0fbbcb8ca20c16451c966c1f527cc43968e121c8a048af19ed3e339a921cd"},
+    {file = "Shapely-1.8.5.post1-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:78fb9d929b8ee15cfd424b6c10879ce1907f24e05fb83310fc47d2cd27088e40"},
+    {file = "Shapely-1.8.5.post1-cp39-cp39-win32.whl", hash = "sha256:8e59817b0fe63d34baedaabba8c393c0090f061917d18fc0bcc2f621937a8f73"},
+    {file = "Shapely-1.8.5.post1-cp39-cp39-win_amd64.whl", hash = "sha256:e9c30b311de2513555ab02464ebb76115d242842b29c412f5a9aa0cac57be9f6"},
+    {file = "Shapely-1.8.5.post1.tar.gz", hash = "sha256:ef3be705c3eac282a28058e6c6e5503419b250f482320df2172abcbea642c831"},
 ]
 six = [
     {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
@@ -2395,8 +2412,8 @@ snuggs = [
     {file = "snuggs-1.4.7.tar.gz", hash = "sha256:501cf113fe3892e14e2fee76da5cd0606b7e149c411c271898e6259ebde2617b"},
 ]
 stevedore = [
-    {file = "stevedore-4.0.0-py3-none-any.whl", hash = "sha256:87e4d27fe96d0d7e4fc24f0cbe3463baae4ec51e81d95fbe60d2474636e0c7d8"},
-    {file = "stevedore-4.0.0.tar.gz", hash = "sha256:f82cc99a1ff552310d19c379827c2c64dd9f85a38bcd5559db2470161867b786"},
+    {file = "stevedore-4.0.1-py3-none-any.whl", hash = "sha256:01645addb67beff04c7cfcbb0a6af8327d2efc3380b0f034aa316d4576c4d470"},
+    {file = "stevedore-4.0.1.tar.gz", hash = "sha256:9a23111a6e612270c591fd31ff3321c6b5f3d5f3dabb1427317a5ab608fc261a"},
 ]
 toml = [
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@@ -2407,8 +2424,8 @@ tomli = [
     {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
 ]
 typing-extensions = [
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-    {file = "typing_extensions-4.3.0.tar.gz", hash = "sha256:e6d2677a32f47fc7eb2795db1dd15c1f34eff616bcaf2cfb5e997f854fa1c4a6"},
+    {file = "typing_extensions-4.4.0-py3-none-any.whl", hash = "sha256:16fa4864408f655d35ec496218b85f79b3437c829e93320c7c9215ccfd92489e"},
+    {file = "typing_extensions-4.4.0.tar.gz", hash = "sha256:1511434bb92bf8dd198c12b1cc812e800d4181cfcb867674e0f8279cc93087aa"},
 ]
 uritemplate = [
     {file = "uritemplate-3.0.1-py2.py3-none-any.whl", hash = "sha256:07620c3f3f8eed1f12600845892b0e036a2420acf513c53f7de0abd911a5894f"},
diff --git a/pyproject.toml b/pyproject.toml
index 96feedf..ba6dd87 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,11 +1,12 @@
 [tool.poetry]
 name = "earth2observe"
-version = "0.1.3"
+version = "0.1.4"
 description = "remote sensing package"
 authors = ["Mostafa Farrag <moah.farag@gmail.com>"]
 license = "GNU General Public License v3"
 repository = "https://github.com/MAfarrag/earth2observe"
 documentation = "https://earth2observe.readthedocs.io/"
+readme = "README.md"
 keywords=["remote sensing", "google earth engine", "ecmwf"]
 classifiers=[
         "Development Status :: 5 - Production/Stable",
@@ -23,18 +24,20 @@ classifiers=[
 
 
 [tool.poetry.dependencies]
-python = "^3.9"
+python = ">=3.9,<3.12"
 numpy = "^1.23.3"
 netCDF4 = "^1.6.1"
 pandas = "^1.4.4"
 ecmwf-api-client = "^1.6.3"
 earthengine-api = "^0.1.324"
 loguru = "^0.6.0"
+joblib = "^1.2.0"
 #gdal = "3.4.3"
 gdal = {url = "https://download.lfd.uci.edu/pythonlibs/archived/GDAL-3.4.3-cp39-cp39-win_amd64.whl" }
-pyramids-gis = "^0.2.4"
-#Fiona = "1.8.21"
-fiona = {url = "poetry updhttps://download.lfd.uci.edu/pythonlibs/archived/Fiona-1.8.21-cp39-cp39-win_amd64.whl" }
+pyramids-gis = "^0.2.6"
+Fiona = "1.8.21"
+fiona = {url = "https://download.lfd.uci.edu/pythonlibs/archived/Fiona-1.8.21-cp39-cp39-win_amd64.whl" }
+
 
 
 [tool.poetry.dev-dependencies]

From af5cc6310213db2e9ea440c2247103e85badb027 Mon Sep 17 00:00:00 2001
From: Mostafa Farrag <moah.farag@gmail.com>
Date: Tue, 18 Oct 2022 00:59:39 +0200
Subject: [PATCH 10/15] add examples and fix bug in creating gdal raster object

---
 pyproject.toml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index ba6dd87..0f4e11b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -32,11 +32,11 @@ ecmwf-api-client = "^1.6.3"
 earthengine-api = "^0.1.324"
 loguru = "^0.6.0"
 joblib = "^1.2.0"
-#gdal = "3.4.3"
-gdal = {url = "https://download.lfd.uci.edu/pythonlibs/archived/GDAL-3.4.3-cp39-cp39-win_amd64.whl" }
+gdal = "3.4.3"
+#gdal = {url = "https://download.lfd.uci.edu/pythonlibs/archived/GDAL-3.4.3-cp39-cp39-win_amd64.whl" }
 pyramids-gis = "^0.2.6"
 Fiona = "1.8.21"
-fiona = {url = "https://download.lfd.uci.edu/pythonlibs/archived/Fiona-1.8.21-cp39-cp39-win_amd64.whl" }
+#fiona = {url = "https://download.lfd.uci.edu/pythonlibs/archived/Fiona-1.8.21-cp39-cp39-win_amd64.whl" }
 
 
 

From c85a74e15a1c5925292997c385ebf9d813dba720 Mon Sep 17 00:00:00 2001
From: Mostafa Farrag <moah.farag@gmail.com>
Date: Wed, 7 Dec 2022 01:58:19 +0100
Subject: [PATCH 11/15] add ecmwf data catalog

---
 HISTORY.rst                               |   2 +-
 README.md                                 |   2 +-
 earth2observe/__init__.py                 |   5 -
 earth2observe/ecmwf.py                    | 516 ++++++----------------
 earth2observe/ecmwf_data_catalog.yaml     | 228 ++++++++++
 examples/Download Satellite data.ipynb    | 128 ++----
 examples/{ecmwf data.py => ecmwf_data.py} |  21 +-
 pyproject.toml                            |  10 +-
 8 files changed, 410 insertions(+), 502 deletions(-)
 create mode 100644 earth2observe/ecmwf_data_catalog.yaml
 rename examples/{ecmwf data.py => ecmwf_data.py} (70%)

diff --git a/HISTORY.rst b/HISTORY.rst
index 6d1179f..a111302 100644
--- a/HISTORY.rst
+++ b/HISTORY.rst
@@ -2,7 +2,7 @@
 History
 =======
 
-0.1.0 (2022-05-24)
+0.1.5 (2022-12-07) : add ECMWF data catalog
 ------------------
 
 * First release on PyPI.
diff --git a/README.md b/README.md
index e7fd543..731e51b 100644
--- a/README.md
+++ b/README.md
@@ -58,7 +58,7 @@ pip install git+https://github.com/MAfarrag/earthobserve
 ## pip
 to install the last release you can easly use pip
 ```
-pip install earthobserve==0.1.3
+pip install earthobserve==0.1.5
 ```
 
 Quick start
diff --git a/earth2observe/__init__.py b/earth2observe/__init__.py
index a47cd93..5faea04 100644
--- a/earth2observe/__init__.py
+++ b/earth2observe/__init__.py
@@ -47,11 +47,6 @@ def configuration(parent_package="", top_path=None):
     return config
 
 
-# import earth2observe.chirps as chirps
-# import earth2observe.ecmwf as ecmwf
-# import earth2observe.gee as gee
-# import earth2observe.utils as utils
-
 __doc__ = """
 earth2observe - remote sensing package
 """
diff --git a/earth2observe/ecmwf.py b/earth2observe/ecmwf.py
index 5f4cbe3..3c9823a 100644
--- a/earth2observe/ecmwf.py
+++ b/earth2observe/ecmwf.py
@@ -8,10 +8,13 @@
 
 import numpy as np
 import pandas as pd
+import yaml
 from ecmwfapi import ECMWFDataServer
+from loguru import logger
 from netCDF4 import Dataset
 from pyramids.raster import Raster
 
+from earth2observe import __path__
 from earth2observe.utils import print_progress_bar
 
 
@@ -86,9 +89,9 @@ def __init__(
         self.lonlim_corr = [lonlim_corr_one, lonlim_corr_two]
         # TODO move it to the ECMWF method later
         # for ECMWF only
-        self.string7 = "%s/to/%s" % (self.start, self.end)
+        self.date_str = f"{self.start}/to/{self.end}"
 
-    def download(self, progress_bar: bool = True):
+    def download(self, dataset: str = "interim", progress_bar: bool = True):
         """ECMWF.
 
         ECMWF method downloads ECMWF daily data for a given variable, time
@@ -99,6 +102,8 @@ def download(self, progress_bar: bool = True):
         ----------
         progress_bar : TYPE, optional
             0 or 1. to display the progress bar
+        dataset:[str]
+            Default is "interim"
 
         Returns
         -------
@@ -106,96 +111,102 @@ def download(self, progress_bar: bool = True):
         """
         for var in self.vars:
             # Download data
-            print(
-                f"\nDownload ECMWF {var} data for period {self.start} till {self.end}"
+            logger.info(
+                f"Download ECMWF {var} data for period {self.start} till {self.end}"
             )
-
-            self.downloadData(var, progress_bar)  # CaseParameters=[SumMean, Min, Max]
+            self.downloadData(
+                var, dataset=dataset, progress_bar=progress_bar
+            )  # CaseParameters=[SumMean, Min, Max]
         # delete the downloaded netcdf
         del_ecmwf_dataset = os.path.join(self.path, "data_interim.nc")
         os.remove(del_ecmwf_dataset)
 
-    def downloadData(self, var: str, progress_bar: bool):
+    def downloadData(
+        self, var: str, dataset: str = "interim", progress_bar: bool = True
+    ):
         """This function downloads ECMWF six-hourly, daily or monthly data.
 
         Parameters
         ----------
         var: [str]
             variable name
+        dataset: [str]
+            Default is "interm"
         progress_bar: [bool]
             True if you want to display a progress bar.
         """
         # Load factors / unit / type of variables / accounts
         VarInfo = Variables(self.time)
-        Varname_dir = VarInfo.file_name[var]
-
+        var_info = VarInfo.catalog.get(var)
         # Create Out directory
-        out_dir = os.path.join(self.path, self.time, Varname_dir)
+        out_dir = f"{self.path}, {self.time}, {VarInfo.catalog.get('file name')}"
 
         if not os.path.exists(out_dir):
             os.makedirs(out_dir)
 
-        DownloadType = VarInfo.DownloadType[var]
-
-        if DownloadType == 1:
-            string1 = "oper"
-            string4 = "0"
-            string6 = "00:00:00/06:00:00/12:00:00/18:00:00"
-            string2 = "sfc"
-            string8 = "an"
-
-        if DownloadType == 2:
-            string1 = "oper"
-            string4 = "12"
-            string6 = "00:00:00/12:00:00"
-            string2 = "sfc"
-            string8 = "fc"
-
-        if DownloadType == 3:
-            string1 = "oper"
-            string4 = "0"
-            string6 = "00:00:00/06:00:00/12:00:00/18:00:00"
-            string2 = "pl"
-            string8 = "an"
-
-        parameter_number = VarInfo.number_para[var]
-
-        string3 = "%03d.128" % (parameter_number)
-        string5 = "0.125/0.125"
-        string9 = "ei"
-        string10 = "%s/%s/%s/%s" % (
-            self.latlim_corr[1],
-            self.lonlim_corr[0],
-            self.latlim_corr[0],
-            self.lonlim_corr[1],
-        )  # N, W, S, E
+        download_type = var_info.get("download type")
+        # https://www.ecmwf.int/en/computing/software/ecmwf-web-api
+        stream = "oper"  # https://apps.ecmwf.int/codes/grib/format/mars/stream/
+        # step is 0, 3, 6, 9, 12
+        # time_str is 0, 6, 12, 18
+        # levtype: sfc for surface, pl for pressure levels (DEFAULT), pv for potential vorticity level
+        # type : 'fc' for forecast field, an for analysis field, ob for Observations, ai for Analysis input,
+        #       im for Satellite images, ofb for ODB observation feedback, mfb for Monitoring feedback,
+        #       oai for ODB analysis input, wp for Weather parameters (in BUFR format)
+        # key words for the API https://confluence.ecmwf.int/display/UDOC/Identification+keywords
+        if download_type == 1:
+            step = "0"
+            time_str = "00:00:00/06:00:00/12:00:00/18:00:00"
+            levtype = "sfc"  # surface
+            type_str = "an"  # analysis field
+
+        if download_type == 2:
+            step = "12"
+            time_str = "00:00:00/12:00:00"
+            levtype = "sfc"  # surface
+            type_str = "fc"  # forecast field
+
+        if download_type == 3:
+            step = "0"
+            time_str = "00:00:00/06:00:00/12:00:00/18:00:00"
+            levtype = "pl"  # pressure levels (DEFAULT)
+            type_str = "an"  # analysis field
+
+        parameter_number = var_info.get("number_para")
+
+        param = f"{parameter_number}.128"
+        grid = "0.125/0.125"
+        class_str = "ei"
+        # N, W, S, E
+        area_str = f"{self.latlim_corr[1]}/{self.lonlim_corr[0]}/{self.latlim_corr[0]}/{self.lonlim_corr[1]}"
 
         # Download data by using the ECMWF API
-        print("Use API ECMWF to collect the data, please wait")
+        logger.info("Use API ECMWF to collect the data, please wait")
         ECMWF.API(
             self.path,
-            DownloadType,
-            string1,
-            string2,
-            string3,
-            string4,
-            string5,
-            string6,
-            self.string7,
-            string8,
-            string9,
-            string10,
+            download_type,
+            stream,
+            levtype,
+            param,
+            step,
+            grid,
+            time_str,
+            self.date_str,
+            type_str,
+            class_str,
+            area_str,
+            dataset=dataset,
         )
 
         # Open the downloaded data
-        NC_filename = os.path.join(self.path, "data_interim.nc")
+        NC_filename = os.path.join(self.path, f"data_{dataset}.nc")
         fh = Dataset(NC_filename, mode="r")
 
         # Get the NC variable parameter
-        parameter_var = VarInfo.var_name[var]
-        Var_unit = VarInfo.units[var]
-        factors_add = VarInfo.factors_add[var]
-        factors_mul = VarInfo.factors_mul[var]
+        parameter_var = var_info.get("var_name")
+        Var_unit = var_info.get("units")
+        factors_add = var_info.get("factors_add")
+        factors_mul = var_info.get("factors_mul")
 
         # Open the NC data
         Data = fh.variables[parameter_var][:]
@@ -204,9 +215,9 @@ def downloadData(self, var: str, progress_bar: bool):
         lats = fh.variables["latitude"][:]
 
         # Define the georeference information
-        Geo_four = np.nanmax(lats)
-        Geo_one = np.nanmin(lons)
-        Geo_out = tuple([Geo_one, 0.125, 0.0, Geo_four, 0.0, -0.125])
+        geo_four = np.nanmax(lats)
+        geo_one = np.nanmin(lons)
+        geo = tuple([geo_one, 0.125, 0.0, geo_four, 0.0, -0.125])
 
         # Create Waitbar
         if progress_bar:
@@ -248,24 +259,23 @@ def downloadData(self, var: str, progress_bar: bool):
             )
             Data_one = Data[np.int_(Date_good) == 1, :, :]
 
-            # Calculate the average temperature in celcius degrees
+            # convert the values to the units we want
             Data_end = factors_mul * np.nanmean(Data_one, 0) + factors_add
 
-            if VarInfo.types[var] == "flux":
+            if var_info.get("types") == "flux":
                 Data_end = Data_end * days_later
 
-            VarOutputname = VarInfo.file_name[var]
+            var_output_name = var_info.get("file name")
 
             # Define the out name
             name_out = os.path.join(
                 out_dir,
-                "%s_ECMWF_ERA-Interim_%s_%s_%d.%02d.%02d.tif"
-                % (VarOutputname, Var_unit, self.time, year, month, day),
+                f"%{var_output_name}_ECMWF_ERA-Interim_{Var_unit}_{self.time}_{year}.{month}.{day}.tif",
             )
 
             # Create Tiff files
-            # Raster.Save_as_tiff(name_out, Data_end, Geo_out, "WGS84")
-            Raster.createRaster(path=name_out, arr=Data_end, geo=Geo_out, epsg="WGS84")
+            # Raster.Save_as_tiff(name_out, Data_end, geo, "WGS84")
+            Raster.createRaster(path=name_out, arr=Data_end, geo=geo, epsg="WGS84")
 
             if progress_bar:
                 amount = amount + 1
@@ -279,22 +289,21 @@ def downloadData(self, var: str, progress_bar: bool):
 
         fh.close()
 
-        return ()
-
     @staticmethod
     def API(
-        output_folder,
-        DownloadType,
-        string1,
-        string2,
-        string3,
-        string4,
-        string5,
-        string6,
-        string7,
-        string8,
-        string9,
-        string10,
+        output_folder: str,
+        download_type: str,
+        stream: str,
+        levtype: str,
+        param: str,
+        step: str,
+        grid: str,
+        time_str: str,
+        date_str: str,
+        type_str: str,
+        class_str: str,
+        area_str: str,
+        dataset: str = "interim",
     ):
 
         os.chdir(output_folder)
@@ -302,324 +311,59 @@ def API(
         # url = os.environ['ECMWF_API_URL'],
         # key = os.environ['ECMWF_API_KEY'],
         # email = os.environ['ECMWF_API_EMAIL'],
-        if DownloadType == 1 or DownloadType == 2:
+        if download_type == 1 or download_type == 2:
             server.retrieve(
                 {
-                    "stream": "%s" % string1,
-                    "levtype": "%s" % string2,
-                    "param": "%s" % string3,
-                    "dataset": "interim",
-                    "step": "%s" % string4,
-                    "grid": "%s" % string5,
-                    "time": "%s" % string6,
-                    "date": "%s" % string7,
-                    "type": "%s"
-                    % string8,  # http://apps.ecmwf.int/codes/grib/format/mars/type/
-                    "class": "%s"
-                    % string9,  # http://apps.ecmwf.int/codes/grib/format/mars/class/
-                    "area": "%s" % string10,
+                    "stream": stream,
+                    "levtype": levtype,
+                    "param": param,
+                    "dataset": dataset,
+                    "step": step,
+                    "grid": grid,
+                    "time": time_str,
+                    "date": date_str,
+                    "type": type_str,  # http://apps.ecmwf.int/codes/grib/format/mars/type/
+                    "class": class_str,  # http://apps.ecmwf.int/codes/grib/format/mars/class/
+                    "area": area_str,
                     "format": "netcdf",
-                    "target": "data_interim.nc",
+                    "target": f"data_{dataset}.nc",
                 }
             )
 
-        if DownloadType == 3:
+        if download_type == 3:
             server.retrieve(
                 {
                     "levelist": "1000",
-                    "stream": "%s" % string1,
-                    "levtype": "%s" % string2,
-                    "param": "%s" % string3,
-                    "dataset": "interim",
-                    "step": "%s" % string4,
-                    "grid": "%s" % string5,
-                    "time": "%s" % string6,
-                    "date": "%s" % string7,
-                    "type": "%s"
-                    % string8,  # http://apps.ecmwf.int/codes/grib/format/mars/type/
-                    "class": "%s"
-                    % string9,  # http://apps.ecmwf.int/codes/grib/format/mars/class/
-                    "area": "%s" % string10,
+                    "stream": stream,
+                    "levtype": levtype,
+                    "param": param,
+                    "dataset": dataset,
+                    "step": step,
+                    "grid": grid,
+                    "time": time_str,
+                    "date": date_str,
+                    "type": type_str,  # http://apps.ecmwf.int/codes/grib/format/mars/type/
+                    "class": class_str,  # http://apps.ecmwf.int/codes/grib/format/mars/class/
+                    "area": area_str,
                     "format": "netcdf",
-                    "target": "data_interim.nc",
+                    "target": f"data_{dataset}.nc",
                 }
             )
 
-        return ()
-
 
 class Variables:
     """This class contains the information about the ECMWF variables http://rda.ucar.edu/cgi-bin/transform?xml=/metadata/ParameterTables/WMO_GRIB1.98-0.128.xml&view=gribdoc."""
 
-    number_para = {
-        "T": 130,
-        "2T": 167,
-        "SRO": 8,
-        "SSRO": 9,
-        "WIND": 10,
-        "10SI": 207,
-        "SP": 134,
-        "Q": 133,
-        "SSR": 176,
-        "R": 157,
-        "E": 182,
-        "SUND": 189,
-        "RO": 205,
-        "TP": 228,
-        "10U": 165,
-        "10V": 166,
-        "2D": 168,
-        "SR": 173,
-        "AL": 174,
-        "HCC": 188,
-    }
-
-    var_name = {
-        "T": "t",
-        "2T": "t2m",
-        "SRO": "sro",
-        "SSRO": "ssro",
-        "WIND": "wind",
-        "10SI": "10si",
-        "SP": "sp",
-        "Q": "q",
-        "SSR": "ssr",
-        "R": "r",
-        "E": "e",
-        "SUND": "sund",
-        "RO": "ro",
-        "TP": "tp",
-        "10U": "u10",
-        "10V": "v10",
-        "2D": "d2m",
-        "SR": "sr",
-        "AL": "al",
-        "HCC": "hcc",
-    }
-
-    # ECMWF data
-    descriptions = {
-        "T": "Temperature [K]",
-        "2T": "2 meter Temperature [K]",
-        "SRO": "Surface Runoff [m]",
-        "SSRO": "Sub-surface Runoff [m]",
-        "WIND": "Wind speed [m s-1]",
-        "10SI": "10 metre windspeed [m s-1]",
-        "SP": "Surface Pressure [pa]",
-        "Q": "Specific humidity [kg kg-1]",
-        "SSR": "Surface solar radiation [W m-2 s]",
-        "R": "Relative humidity [%]",
-        "E": "Evaporation [m of water]",
-        "SUND": "Sunshine duration [s]",
-        "RO": "Runoff [m]",
-        "TP": "Total Precipitation [m]",
-        "10U": "10 metre U wind component [m s-1]",
-        "10V": "10 metre V wind component [m s-1]",
-        "2D": "2 metre dewpoint temperature [K]",
-        "SR": "Surface roughness [m]",
-        "AL": "Albedo []",
-        "HCC": "High cloud cover []",
-    }
-
-    # Factor add to get output
-    factors_add = {
-        "T": -273.15,
-        "2T": -273.15,
-        "SRO": 0,
-        "SSRO": 0,
-        "WIND": 0,
-        "10SI": 0,
-        "SP": 0,
-        "Q": 0,
-        "SSR": 0,
-        "R": 0,
-        "E": 0,
-        "SUND": 0,
-        "RO": 0,
-        "TP": 0,
-        "10U": 0,
-        "10V": 0,
-        "2D": -273.15,
-        "SR": 0,
-        "AL": 0,
-        "HCC": 0,
-    }
-
-    # Factor multiply to get output
-    factors_mul = {
-        "T": 1,
-        "2T": 1,
-        "SRO": 1000,
-        "SSRO": 1000,
-        "WIND": 1,
-        "10SI": 1,
-        "SP": 0.001,
-        "Q": 1,
-        "SSR": 1,
-        "R": 1,
-        "E": 1000,
-        "SUND": 1,
-        "RO": 1000,
-        "TP": 1000,
-        "10U": 1,
-        "10V": 1,
-        "2D": 1,
-        "SR": 1,
-        "AL": 1,
-        "HCC": 1,
-    }
-
-    types = {
-        "T": "state",
-        "2T": "state",
-        "SRO": "flux",
-        "SSRO": "flux",
-        "WIND": "state",
-        "10SI": "state",
-        "SP": "state",
-        "Q": "state",
-        "SSR": "state",
-        "R": "state",
-        "E": "flux",
-        "SUND": "flux",
-        "RO": "flux",
-        "TP": "flux",
-        "10U": "state",
-        "10V": "state",
-        "2D": "state",
-        "SR": "state",
-        "AL": "state",
-        "HCC": "state",
-    }
-
-    file_name = {
-        "T": "Tair2m",
-        "2T": "Tair",
-        "SRO": "Surf_Runoff",
-        "SSRO": "Subsurf_Runoff",
-        "WIND": "Wind",
-        "10SI": "Wind10m",
-        "SP": "Psurf",
-        "Q": "Qair",
-        "SSR": "SWnet",
-        "R": "RelQair",
-        "E": "Evaporation",
-        "SUND": "SunDur",
-        "RO": "Runoff",
-        "TP": "P",
-        "10U": "Wind_U",
-        "10V": "Wind_V",
-        "2D": "Dewpoint2m",
-        "SR": "SurfRoughness",
-        "AL": "Albedo",
-        "HCC": "HighCloudCover",
-    }
-
-    DownloadType = {
-        "T": 3,
-        "2T": 1,
-        "SRO": 0,
-        "SSRO": 0,
-        "WIND": 0,
-        "10SI": 0,
-        "SP": 1,
-        "Q": 3,
-        "SSR": 2,
-        "R": 3,
-        "E": 2,
-        "SUND": 2,
-        "RO": 2,
-        "TP": 2,
-        "10U": 1,
-        "10V": 1,
-        "2D": 1,
-        "SR": 1,
-        "AL": 1,
-        "HCC": 1,
-    }
-
-    def __init__(self, step):
-
-        # output units after applying factor
-        if step == "six_hourly":
-            self.units = {
-                "T": "C",
-                "2T": "C",
-                "SRO": "mm",
-                "SSRO": "mm",
-                "WIND": "m_s-1",
-                "10SI": "m_s-1",
-                "SP": "kpa",
-                "Q": "kg_kg-1",
-                "SSR": "W_m-2_s",
-                "R": "percentage",
-                "E": "mm",
-                "SUND": "s",
-                "RO": "mm",
-                "TP": "mm",
-                "10U": "m_s-1",
-                "10V": "m_s-1",
-                "2D": "C",
-                "SR": "m",
-                "AL": "-",
-                "HCC": "-",
-            }
-
-        elif step == "daily":
-            self.units = {
-                "T": "C",
-                "2T": "C",
-                "SRO": "mm",
-                "SSRO": "mm",
-                "WIND": "m_s-1",
-                "10SI": "m_s-1",
-                "SP": "kpa",
-                "Q": "kg_kg-1",
-                "SSR": "W_m-2_s",
-                "R": "percentage",
-                "E": "mm",
-                "SUND": "s",
-                "RO": "mm",
-                "TP": "mm",
-                "10U": "m_s-1",
-                "10V": "m_s-1",
-                "2D": "C",
-                "SR": "m",
-                "AL": "-",
-                "HCC": "-",
-            }
-
-        elif step == "monthly":
-            self.units = {
-                "T": "C",
-                "2T": "C",
-                "SRO": "mm",
-                "SSRO": "mm",
-                "WIND": "m_s-1",
-                "10SI": "m_s-1",
-                "SP": "kpa",
-                "Q": "kg_kg-1",
-                "SSR": "W_m-2_s",
-                "R": "percentage",
-                "E": "mm",
-                "SUND": "s",
-                "RO": "mm",
-                "TP": "mm",
-                "10U": "m_s-1",
-                "10V": "m_s-1",
-                "2D": "C",
-                "SR": "m",
-                "AL": "-",
-                "HCC": "-",
-            }
-
-        else:
-            raise KeyError("The input time step is not supported")
-
-    def __str__(self):
-        print(
-            f"Variable name:\n {self.var_name}\nDescriptions\n{self.descriptions}\nUnits : \n{self.units}"
-        )
+    with open(f"{__path__[0]}/ecmwf_data_catalog.yaml", "r") as stream:
+        catalog = yaml.safe_load(stream)
+
+    def __init__(self, step, version: int = 1):
+        self.version = version
+
+    # def __str__(self):
+    #     print(
+    #         f"Variable name:\n {self.var_name}\nDescriptions\n{self.descriptions}\nUnits : \n{self.units}"
+    #     )
 
     def ListAttributes(self):
         """Print Attributes List."""
diff --git a/earth2observe/ecmwf_data_catalog.yaml b/earth2observe/ecmwf_data_catalog.yaml
new file mode 100644
index 0000000..63d2699
--- /dev/null
+++ b/earth2observe/ecmwf_data_catalog.yaml
@@ -0,0 +1,228 @@
+version: 1
+# parameter database
+#https://apps.ecmwf.int/codes/grib/param-db/?filter=netcdf
+# units is the units after applying factor
+# available datasets
+#https://confluence.ecmwf.int/display/WEBAPI/Available+ECMWF+Public+Datasets
+datasets: [cams_gfas, cams_nrealtime, cera20c, cera_sat, era15, era20c, era20cm, era20cmv0, era40, geff_reanalysis, icoads, interim, interim_land, ispd, macc, macc_nrealtime, s2s, tigge, uerra, yopp, yotc]
+
+T:
+  descriptions: Temperature [K]
+  units: C
+  types: state
+  temporal resolution: [six hours, daily, monthly]
+  file name: Tair2m
+  download type: 3
+  number_para: 130
+  var_name: t
+  factors_add: -273.15
+  factors_mul: 1
+2T:
+  descriptions: 2 meter Temperature [K]
+  units: C
+  types: state
+  temporal resolution: [six hours, daily, monthly]
+  file name: Tair
+  download type: 1
+  number_para: 167
+  var_name: t2m
+  factors_add: -273.15
+  factors_mul: 1
+SRO:
+  descriptions: Surface Runoff [m]
+  units: mm
+  types: flux
+  temporal resolution: [six hours, daily, monthly]
+  file name: Surf_Runoff
+  download type: 0
+  number_para: 8
+  var_name: sro
+  factors_add: 0
+  factors_mul: 1000
+SSRO:
+  descriptions: Sub-surface Runoff [m]
+  units: mm
+  types: flux
+  temporal resolution: [six hours, daily, monthly]
+  file name: Subsurf_Runoff
+  download type: 0
+  number_para: 9
+  var_name: ssro
+  factors_add: 0
+  factors_mul: 1000
+WIND:
+  descriptions: Wind speed [m s-1]
+  units: m_s-1
+  types: state
+  temporal resolution: [six hours, daily, monthly]
+  file name: Wind
+  download type: 0
+  number_para: 10
+  var_name: wind
+  factors_add: 0
+  factors_mul: 1
+10SI:
+  descriptions: 10 metre windspeed [m s-1]
+  units: m_s-1
+  types: state
+  temporal resolution: [six hours, daily, monthly]
+  file name: Wind10m
+  download type: 0
+  number_para: 207
+  var_name: 10si
+  factors_add: 0
+  factors_mul: 1
+SP:
+  descriptions: Surface Pressure [pa]
+  units: kpa
+  types: state
+  temporal resolution: [six hours, daily, monthly]
+  file name: Psurf
+  download type: 1
+  number_para: 134
+  var_name: sp
+  factors_add: 0
+  factors_mul: 0.001
+Q:
+  descriptions: Specific humidity [kg kg-1]
+  units: kg_kg-1
+  types: state
+  temporal resolution: [six hours, daily, monthly]
+  file name: Qair
+  download type: 3
+  number_para: 133
+  var_name: q
+  factors_add: 0
+  factors_mul: 1
+SSR:
+  descriptions: Surface solar radiation [W m-2 s]
+  units: W_m-2_s
+  types: state
+  temporal resolution: [six hours, daily, monthly]
+  file name: SWnet
+  download type: 2
+  number_para: 176
+  var_name: ssr
+  factors_add: 0
+  factors_mul: 1
+R:
+  descriptions: Relative humidity [%]
+  units: percentage
+  types: state
+  temporal resolution: [six hours, daily, monthly]
+  file name: RelQair
+  download type: 3
+  number_para: 157
+  var_name: r
+  factors_add: 0
+  factors_mul: 1
+E:
+  descriptions: Evaporation [m of water]
+  units: mm
+  types: flux
+  temporal resolution: [six hours, daily, monthly]
+  file name: Evaporation
+  download type: 2
+  number_para: 182
+  var_name: e
+  factors_add: 0
+  factors_mul: 1000
+SUND:
+  descriptions: Sunshine duration [s]
+  units: s
+  types: flux
+  temporal resolution: [six hours, daily, monthly]
+  file name: SunDur
+  download type: 2
+  number_para: 189
+  var_name: sund
+  factors_add: 0
+  factors_mul: 1
+RO:
+  descriptions: Runoff [m]
+  units: mm
+  types: flux
+  temporal resolution: [six hours, daily, monthly]
+  file name: Runoff
+  download type: 2
+  number_para: 205
+  var_name: ro
+  factors_add: 0
+  factors_mul: 1000
+TP:
+  descriptions: Total Precipitation [m]
+  units: mm
+  types: flux
+  temporal resolution: [six hours, daily, monthly]
+  file name: P
+  download type: 2
+  number_para: 228
+  var_name: tp
+  factors_add: 0
+  factors_mul: 1000
+10U:
+  descriptions: 10 metre U wind component [m s-1]
+  units: m_s-1
+  types: state
+  temporal resolution: [six hours, daily, monthly]
+  file name: Wind_U
+  download type: 1
+  number_para: 165
+  var_name: u10
+  factors_add: 0
+  factors_mul: 1
+10V:
+  descriptions: 10 metre V wind component [m s-1]
+  units: m_s-1
+  types: state
+  temporal resolution: [six hours, daily, monthly]
+  file name: Wind_V
+  download type: 1
+  number_para: 166
+  var_name: v10
+  factors_add: 0
+  factors_mul: 1
+2D:
+  descriptions: 2 metre dewpoint temperature [K]
+  units: C
+  types: state
+  temporal resolution: [six hours, daily, monthly]
+  file name: Dewpoint2m
+  download type: 1
+  number_para: 168
+  var_name: d2m
+  factors_add: -273.15
+  factors_mul: 1
+SR:
+  descriptions: Surface roughness [m]
+  units: m
+  types: state
+  temporal resolution: [six hours, daily, monthly]
+  file name: SurfRoughness
+  download type: 1
+  number_para: 173
+  var_name: sr
+  factors_add: 0
+  factors_mul: 1
+AL:
+  descriptions: Albedo []
+  units: unitless
+  types: state
+  temporal resolution: [six hours, daily, monthly]
+  file name: Albedo
+  download type: 1
+  number_para: 174
+  var_name: al
+  factors_add: 0
+  factors_mul: 1
+HCC:
+  descriptions: High cloud cover []
+  units: unitless
+  types: state
+  temporal resolution: [six hours, daily, monthly]
+  file name: HighCloudCover
+  download type: 1
+  number_para: 188
+  var_name: hcc
+  factors_add: 0
+  factors_mul: 1
diff --git a/examples/Download Satellite data.ipynb b/examples/Download Satellite data.ipynb
index 2448ba0..b3f6128 100644
--- a/examples/Download Satellite data.ipynb	
+++ b/examples/Download Satellite data.ipynb	
@@ -3,11 +3,7 @@
   {
    "cell_type": "markdown",
    "id": "48fff0da-2d7a-49ea-ba13-d4768a89bae0",
-   "metadata": {
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
+   "metadata": {},
    "source": [
     "# Download Satellite data"
    ]
@@ -15,11 +11,7 @@
   {
    "cell_type": "markdown",
    "id": "2c773dd4-6dc6-4c86-aeed-ad82b6118ccb",
-   "metadata": {
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
+   "metadata": {},
    "source": [
     "## ECMWF"
    ]
@@ -27,11 +19,7 @@
   {
    "cell_type": "markdown",
    "id": "7ac42c26-f454-40e5-8dc2-668efbc2d02b",
-   "metadata": {
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
+   "metadata": {},
    "source": [
     "### Installation of ECMWF API key"
    ]
@@ -39,11 +27,7 @@
   {
    "cell_type": "markdown",
    "id": "ad7c9c5c-ed4c-41b7-afdb-40fb471e015b",
-   "metadata": {
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
+   "metadata": {},
    "source": [
     "1 - to be able to use Hapi to download ECMWF data you need to register and setup your account in the ECMWF website (https://apps.ecmwf.int/registration/)\n",
     "\n",
@@ -54,11 +38,7 @@
   {
    "cell_type": "markdown",
    "id": "f3d80671-55eb-4915-990b-78f1dcc4e0d1",
-   "metadata": {
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
+   "metadata": {},
    "source": [
     "### Using ResmoteSensing module from Hapi "
    ]
@@ -67,27 +47,17 @@
    "cell_type": "code",
    "execution_count": 1,
    "id": "9d733330-95bb-42b4-b6f5-895119345222",
-   "metadata": {
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "from earth2observe.ecmwf import ECMWF\n",
-    "from earth2observe.ecmwf import Variables\n",
-    "import os\n",
-    "#os.chdir(\"F:/01Algorithms/Hydrology/HAPI/Examples\")"
+    "from earth2observe.ecmwf import Variables"
    ]
   },
   {
    "cell_type": "markdown",
    "id": "bc750181-4a25-48f1-b510-ee834484b7c9",
-   "metadata": {
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
+   "metadata": {},
    "source": [
     "For the information about the ECMWF data https://apps.ecmwf.int/codes/grib/param-db/\n",
     "ECMWP data are represented as variables to know the name of the variable you want to download you can check the object `Variables`\n",
@@ -99,11 +69,7 @@
    "cell_type": "code",
    "execution_count": 3,
    "id": "35bb343d-4354-43e2-82ea-6ebf14aa3615",
-   "metadata": {
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -126,11 +92,7 @@
   {
    "cell_type": "markdown",
    "id": "0a2a6ca8-a09b-47b8-b97e-8d1c1e11c561",
-   "metadata": {
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
+   "metadata": {},
    "source": [
     "### Inputs"
    ]
@@ -138,11 +100,7 @@
   {
    "cell_type": "markdown",
    "id": "be829713-e3bb-442e-a2b1-5dfffb46b028",
-   "metadata": {
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
+   "metadata": {},
    "source": [
     "- After selecting the variable, temperature and evapotranspiration ['E','T']\n",
     "\n",
@@ -156,19 +114,15 @@
    "cell_type": "code",
    "execution_count": 4,
    "id": "c73ad20b-e8cd-4a0e-9107-12a2cfbac207",
-   "metadata": {
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
-    "StartDate = '2009-01-01'\n",
-    "EndDate = '2009-01-10'\n",
-    "Time = 'daily'\n",
+    "start_date = '2009-01-01'\n",
+    "end_date = '2009-01-10'\n",
+    "temporal_resolution = 'daily'\n",
     "lat = [4.190755, 4.643963]\n",
     "lon = [-75.649243, -74.727286]\n",
-    "Path = \"/data/satellite_data/\"\n",
+    "path = \"/data/satellite_data/\"\n",
     "# Temperature, Evapotranspiration\n",
     "variables = ['T', 'E']"
    ]
@@ -177,11 +131,7 @@
    "cell_type": "code",
    "execution_count": 6,
    "id": "405220ce-2d9b-4cee-9137-ee639153ef64",
-   "metadata": {
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -359,8 +309,8 @@
     }
    ],
    "source": [
-    "Coello = ECMWF(start=StartDate, end=EndDate, time=Time,\n",
-    "            lat_lim=lat, lon_lim=lon, path=Path, variables=variables)\n",
+    "Coello = ECMWF(start=start_date, end=end_date, time=temporal_resolution,\n",
+    "            lat_lim=lat, lon_lim=lon, path=path, variables=variables)\n",
     "\n",
     "Coello.download(Waitbar=1)"
    ]
@@ -368,11 +318,7 @@
   {
    "cell_type": "markdown",
    "id": "195e57ae-6345-45a4-a461-865734bafd73",
-   "metadata": {
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
+   "metadata": {},
    "source": [
     "## CHIRPS"
    ]
@@ -380,11 +326,7 @@
   {
    "cell_type": "markdown",
    "id": "358e0726-28fb-4200-9674-9d0754b308cd",
-   "metadata": {
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
+   "metadata": {},
    "source": [
     "Using the same inputs (period and extent) CHRIPS data does not deen any registration"
    ]
@@ -393,11 +335,7 @@
    "cell_type": "code",
    "execution_count": 7,
    "id": "bf101450-3e00-4572-a50c-673a267996c7",
-   "metadata": {
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "from earth2observe.chirps import CHIRPS"
@@ -407,11 +345,7 @@
    "cell_type": "code",
    "execution_count": 8,
    "id": "e9ab20a1-786f-4692-913e-94f2f85b0281",
-   "metadata": {
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -432,19 +366,15 @@
     }
    ],
    "source": [
-    "Coello = CHIRPS(start=StartDate, end=EndDate, time=Time,\n",
-    "                lat_lim=lat, lon_lim=lon, path=Path)\n",
+    "Coello = CHIRPS(start=start_date, end=end_date, time=temporal_resolution,\n",
+    "                lat_lim=lat, lon_lim=lon, path=path)\n",
     "Coello.Download()"
    ]
   },
   {
    "cell_type": "markdown",
    "id": "2a2dbda9-82f9-44c3-9d0f-c9b330ae880a",
-   "metadata": {
-    "pycharm": {
-     "name": "#%% md\n"
-    }
-   },
+   "metadata": {},
    "source": [
     "### Parallel download\n",
     "- As the CHRIPS data are downloaded directly from ftp server, so several downloads can be done at the same time\n",
@@ -456,11 +386,7 @@
    "cell_type": "code",
    "execution_count": null,
    "id": "9d0cfa73-938e-4334-b8cf-9ebc50ddaa81",
-   "metadata": {
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "Coello.Download(cores=4)"
diff --git a/examples/ecmwf data.py b/examples/ecmwf_data.py
similarity index 70%
rename from examples/ecmwf data.py
rename to examples/ecmwf_data.py
index cb7cfed..07078c9 100644
--- a/examples/ecmwf data.py	
+++ b/examples/ecmwf_data.py
@@ -4,10 +4,12 @@
 
 2 - Install ECMWF key (instruction are here https://confluence.ecmwf.int/display/WEBAPI/Access+ECMWF+Public+Datasets#AccessECMWFPublicDatasets-key)
 """
+import os
 
 from earth2observe.ecmwf import ECMWF, Variables
 
-path = r"examples\data\ecmwf"
+rpath = os.getcwd()
+path = rf"{rpath}\examples\data\ecmwf"
 
 start = "2009-01-01"
 end = "2009-02-01"
@@ -16,10 +18,10 @@
 lonlim = [-75.65, -74.73]
 # %%
 Vars = Variables("daily")
-Vars.__str__()
+print(Vars.catalog)
 # %%
 # Temperature, Evapotranspiration
-variables = ["T", "E"]
+variables = ["E"]  # "T",
 
 Coello = ECMWF(
     time=time,
@@ -31,4 +33,17 @@
     variables=variables,
 )
 
+Coello.download(dataset="interim")
+#%%
+variables = ["SRO"]
+Coello = ECMWF(
+    time=time,
+    start=start,
+    end=end,
+    lat_lim=latlim,
+    lon_lim=lonlim,
+    path=path,
+    variables=variables,
+)
+
 Coello.download()
diff --git a/pyproject.toml b/pyproject.toml
index 0f4e11b..1b5a274 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "earth2observe"
-version = "0.1.4"
+version = "0.1.5"
 description = "remote sensing package"
 authors = ["Mostafa Farrag <moah.farag@gmail.com>"]
 license = "GNU General Public License v3"
@@ -32,11 +32,11 @@ ecmwf-api-client = "^1.6.3"
 earthengine-api = "^0.1.324"
 loguru = "^0.6.0"
 joblib = "^1.2.0"
-gdal = "3.4.3"
-#gdal = {url = "https://download.lfd.uci.edu/pythonlibs/archived/GDAL-3.4.3-cp39-cp39-win_amd64.whl" }
+#gdal = "3.4.3"
+gdal = {url = "https://download.lfd.uci.edu/pythonlibs/archived/GDAL-3.4.3-cp39-cp39-win_amd64.whl" }
 pyramids-gis = "^0.2.6"
-Fiona = "1.8.21"
-#fiona = {url = "https://download.lfd.uci.edu/pythonlibs/archived/Fiona-1.8.21-cp39-cp39-win_amd64.whl" }
+#Fiona = "1.8.21"
+fiona = {url = "https://download.lfd.uci.edu/pythonlibs/archived/Fiona-1.8.21-cp39-cp39-win_amd64.whl" }
 
 
 

From d934e039d9b1c5d06dfa84e5184871fcf7aa66b1 Mon Sep 17 00:00:00 2001
From: Mostafa Farrag <moah.farag@gmail.com>
Date: Wed, 7 Dec 2022 20:56:11 +0100
Subject: [PATCH 12/15] bump up version

---
 README.md      |   6 +-
 poetry.lock    | 954 ++++++++++++++++++++++++-------------------------
 pyproject.toml |   8 +-
 3 files changed, 481 insertions(+), 487 deletions(-)

diff --git a/README.md b/README.md
index 731e51b..1354a7e 100644
--- a/README.md
+++ b/README.md
@@ -25,12 +25,14 @@ earthobserve
 
 Main Features
 -------------
-  -
+  - ERA Interim Download
+  - CHIRPS Rainfall data Download
 
 
 Future work
 -------------
-  -
+  - Google earth engine 
+  - ERA 5
 
 
 
diff --git a/poetry.lock b/poetry.lock
index 17eb29c..20d91f5 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -159,15 +159,15 @@ test = ["pytest-cov"]
 
 [[package]]
 name = "colorama"
-version = "0.4.5"
+version = "0.4.6"
 description = "Cross-platform colored terminal text."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 
 [[package]]
 name = "contourpy"
-version = "1.0.5"
+version = "1.0.6"
 description = "Python library for calculating contours of 2D quadrilateral grids"
 category = "main"
 optional = false
@@ -178,7 +178,7 @@ numpy = ">=1.16"
 
 [package.extras]
 bokeh = ["bokeh", "selenium"]
-docs = ["docutils (<0.18)", "sphinx", "sphinx-rtd-theme"]
+docs = ["docutils (<0.18)", "sphinx (<=5.2.0)", "sphinx-rtd-theme"]
 test = ["Pillow", "flake8", "isort", "matplotlib", "pytest"]
 test-minimal = ["pytest"]
 test-no-codebase = ["Pillow", "matplotlib", "pytest"]
@@ -231,7 +231,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "earthengine-api"
-version = "0.1.327"
+version = "0.1.334"
 description = "Earth Engine Python API"
 category = "main"
 optional = false
@@ -239,12 +239,12 @@ python-versions = "*"
 
 [package.dependencies]
 future = "*"
-google-api-python-client = ">=1.12.1,<2"
+google-api-python-client = ">=1.12.1"
 google-auth = ">=1.4.1"
 google-auth-httplib2 = ">=0.0.3"
 google-cloud-storage = "*"
 httplib2 = ">=0.9.2,<1dev"
-httplib2shim = "*"
+requests = "*"
 six = "*"
 
 [[package]]
@@ -255,17 +255,28 @@ category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "exceptiongroup"
+version = "1.0.4"
+description = "Backport of PEP 654 (exception groups)"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+test = ["pytest (>=6)"]
+
 [[package]]
 name = "filelock"
-version = "3.8.0"
+version = "3.8.2"
 description = "A platform independent file lock."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo (>=2022.6.21)", "sphinx (>=5.1.1)", "sphinx-autodoc-typehints (>=1.19.1)"]
-testing = ["covdefaults (>=2.2)", "coverage (>=6.4.2)", "pytest (>=7.1.2)", "pytest-cov (>=3)", "pytest-timeout (>=2.1)"]
+docs = ["furo (>=2022.9.29)", "sphinx (>=5.3)", "sphinx-autodoc-typehints (>=1.19.5)"]
+testing = ["covdefaults (>=2.2.2)", "coverage (>=6.5)", "pytest (>=7.2)", "pytest-cov (>=4)", "pytest-timeout (>=2.1)"]
 
 [[package]]
 name = "Fiona"
@@ -295,19 +306,18 @@ test = ["boto3 (>=1.2.4)", "mock", "pytest (>=3)", "pytest-cov"]
 [package.source]
 type = "url"
 url = "https://download.lfd.uci.edu/pythonlibs/archived/Fiona-1.8.21-cp39-cp39-win_amd64.whl"
-
 [[package]]
 name = "flake8"
-version = "5.0.4"
+version = "6.0.0"
 description = "the modular source code checker: pep8 pyflakes and co"
 category = "dev"
 optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.8.1"
 
 [package.dependencies]
 mccabe = ">=0.7.0,<0.8.0"
-pycodestyle = ">=2.9.0,<2.10.0"
-pyflakes = ">=2.5.0,<2.6.0"
+pycodestyle = ">=2.10.0,<2.11.0"
+pyflakes = ">=3.0.0,<3.1.0"
 
 [[package]]
 name = "flake8-bandit"
@@ -323,18 +333,18 @@ flake8 = ">=5.0.0"
 
 [[package]]
 name = "flake8-bugbear"
-version = "22.9.23"
+version = "22.12.6"
 description = "A plugin for flake8 finding likely bugs and design problems in your program. Contains warnings that don't belong in pyflakes and pycodestyle."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 attrs = ">=19.2.0"
 flake8 = ">=3.0.0"
 
 [package.extras]
-dev = ["coverage", "hypothesis", "hypothesmith (>=0.2)", "pre-commit"]
+dev = ["coverage", "hypothesis", "hypothesmith (>=0.2)", "pre-commit", "tox"]
 
 [[package]]
 name = "flake8-docstrings"
@@ -363,7 +373,7 @@ restructuredtext-lint = "*"
 
 [[package]]
 name = "fonttools"
-version = "4.37.4"
+version = "4.38.0"
 description = "Tools to manipulate font files"
 category = "main"
 optional = false
@@ -405,14 +415,13 @@ numpy = ["numpy (>1.19.0)"]
 [package.source]
 type = "url"
 url = "https://download.lfd.uci.edu/pythonlibs/archived/GDAL-3.4.3-cp39-cp39-win_amd64.whl"
-
 [[package]]
 name = "geographiclib"
-version = "1.52"
+version = "2.0"
 description = "The geodesic routines from GeographicLib"
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
 
 [[package]]
 name = "geopandas"
@@ -431,31 +440,31 @@ shapely = ">=1.7,<2"
 
 [[package]]
 name = "geopy"
-version = "2.2.0"
+version = "2.3.0"
 description = "Python Geocoding Toolbox"
 category = "main"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
 
 [package.dependencies]
-geographiclib = ">=1.49,<2"
+geographiclib = ">=1.52,<3"
 
 [package.extras]
 aiohttp = ["aiohttp"]
-dev = ["async-generator", "coverage", "flake8 (>=3.8.0,<3.9.0)", "isort (>=5.6.0,<5.7.0)", "pytest (>=3.10)", "pytest-aiohttp", "readme-renderer", "sphinx", "sphinx-issues", "sphinx-rtd-theme (>=0.5.0)"]
-dev-docs = ["readme-renderer", "sphinx", "sphinx-issues", "sphinx-rtd-theme (>=0.5.0)"]
-dev-lint = ["async-generator", "flake8 (>=3.8.0,<3.9.0)", "isort (>=5.6.0,<5.7.0)"]
-dev-test = ["async-generator", "coverage", "pytest (>=3.10)", "pytest-aiohttp", "sphinx"]
+dev = ["coverage", "flake8 (>=5.0,<5.1)", "isort (>=5.10.0,<5.11.0)", "pytest (>=3.10)", "pytest-asyncio (>=0.17)", "readme-renderer", "sphinx (<=4.3.2)", "sphinx-issues", "sphinx-rtd-theme (>=0.5.0)"]
+dev-docs = ["readme-renderer", "sphinx (<=4.3.2)", "sphinx-issues", "sphinx-rtd-theme (>=0.5.0)"]
+dev-lint = ["flake8 (>=5.0,<5.1)", "isort (>=5.10.0,<5.11.0)"]
+dev-test = ["coverage", "pytest (>=3.10)", "pytest-asyncio (>=0.17)", "sphinx (<=4.3.2)"]
 requests = ["requests (>=2.16.2)", "urllib3 (>=1.24.2)"]
 timezone = ["pytz"]
 
 [[package]]
 name = "gitdb"
-version = "4.0.9"
+version = "4.0.10"
 description = "Git Object Database"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 smmap = ">=3.0.1,<6"
@@ -473,42 +482,41 @@ gitdb = ">=4.0.1,<5"
 
 [[package]]
 name = "google-api-core"
-version = "2.10.2"
+version = "2.11.0"
 description = "Google API client core library"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
 [package.dependencies]
-google-auth = ">=1.25.0,<3.0dev"
+google-auth = ">=2.14.1,<3.0dev"
 googleapis-common-protos = ">=1.56.2,<2.0dev"
 protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
 requests = ">=2.18.0,<3.0.0dev"
 
 [package.extras]
-grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio-status (>=1.33.2,<2.0dev)"]
+grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev)", "grpcio-status (>=1.33.2,<2.0dev)", "grpcio-status (>=1.49.1,<2.0dev)"]
 grpcgcp = ["grpcio-gcp (>=0.2.2,<1.0dev)"]
 grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0dev)"]
 
 [[package]]
 name = "google-api-python-client"
-version = "1.12.11"
+version = "2.68.0"
 description = "Google API Client Library for Python"
 category = "main"
 optional = false
-python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*"
+python-versions = ">=3.7"
 
 [package.dependencies]
-google-api-core = {version = ">=1.21.0,<3dev", markers = "python_version >= \"3\""}
-google-auth = {version = ">=1.16.0,<3dev", markers = "python_version >= \"3\""}
-google-auth-httplib2 = ">=0.0.3"
+google-api-core = ">=1.31.5,<2.0.0 || >2.3.0,<3.0.0dev"
+google-auth = ">=1.19.0,<3.0.0dev"
+google-auth-httplib2 = ">=0.1.0"
 httplib2 = ">=0.15.0,<1dev"
-six = ">=1.13.0,<2dev"
-uritemplate = ">=3.0.0,<4dev"
+uritemplate = ">=3.0.1,<5"
 
 [[package]]
 name = "google-auth"
-version = "2.13.0"
+version = "2.15.0"
 description = "Google Authentication Library"
 category = "main"
 optional = false
@@ -523,7 +531,7 @@ six = ">=1.9.0"
 [package.extras]
 aiohttp = ["aiohttp (>=3.6.2,<4.0.0dev)", "requests (>=2.20.0,<3.0.0dev)"]
 enterprise_cert = ["cryptography (==36.0.2)", "pyopenssl (==22.0.0)"]
-pyopenssl = ["pyopenssl (>=20.0.0)"]
+pyopenssl = ["cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
 
 [[package]]
@@ -556,7 +564,7 @@ grpc = ["grpcio (>=1.38.0,<2.0dev)"]
 
 [[package]]
 name = "google-cloud-storage"
-version = "2.5.0"
+version = "2.6.0"
 description = "Google Cloud Storage API client library"
 category = "main"
 optional = false
@@ -600,21 +608,21 @@ requests = ["requests (>=2.18.0,<3.0.0dev)"]
 
 [[package]]
 name = "googleapis-common-protos"
-version = "1.56.4"
+version = "1.57.0"
 description = "Common protobufs used in Google APIs"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
 [package.dependencies]
-protobuf = ">=3.15.0,<5.0.0dev"
+protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
 
 [package.extras]
-grpc = ["grpcio (>=1.0.0,<2.0.0dev)"]
+grpc = ["grpcio (>=1.44.0,<2.0.0dev)"]
 
 [[package]]
 name = "httplib2"
-version = "0.20.4"
+version = "0.21.0"
 description = "A comprehensive HTTP client library."
 category = "main"
 optional = false
@@ -623,23 +631,9 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 [package.dependencies]
 pyparsing = {version = ">=2.4.2,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.0.2 || >3.0.2,<3.0.3 || >3.0.3,<4", markers = "python_version > \"3.0\""}
 
-[[package]]
-name = "httplib2shim"
-version = "0.0.3"
-description = "A wrapper over urllib3 that matches httplib2's interface"
-category = "main"
-optional = false
-python-versions = "*"
-
-[package.dependencies]
-certifi = "*"
-httplib2 = "*"
-six = "*"
-urllib3 = "*"
-
 [[package]]
 name = "identify"
-version = "2.5.6"
+version = "2.5.9"
 description = "File identification library for Python"
 category = "dev"
 optional = false
@@ -697,7 +691,7 @@ dev = ["Sphinx (>=4.1.1)", "black (>=19.10b0)", "colorama (>=0.3.4)", "docutils
 
 [[package]]
 name = "matplotlib"
-version = "3.6.1"
+version = "3.6.2"
 description = "Python plotting package"
 category = "main"
 optional = false
@@ -748,11 +742,11 @@ python-versions = "*"
 
 [[package]]
 name = "netCDF4"
-version = "1.6.1"
+version = "1.6.2"
 description = "Provides an object-oriented python interface to the netCDF version 4 library."
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
 
 [package.dependencies]
 cftime = "*"
@@ -771,7 +765,7 @@ setuptools = "*"
 
 [[package]]
 name = "numpy"
-version = "1.23.4"
+version = "1.23.5"
 description = "NumPy is the fundamental package for array computing with Python."
 category = "main"
 optional = false
@@ -790,7 +784,7 @@ pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
 
 [[package]]
 name = "pandas"
-version = "1.5.0"
+version = "1.5.2"
 description = "Powerful data structures for data analysis, time series, and statistics"
 category = "main"
 optional = false
@@ -798,8 +792,9 @@ python-versions = ">=3.8"
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
     {version = ">=1.20.3", markers = "python_version < \"3.10\""},
+    {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
+    {version = ">=1.23.2", markers = "python_version >= \"3.11\""},
 ]
 python-dateutil = ">=2.8.1"
 pytz = ">=2020.1"
@@ -809,7 +804,7 @@ test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
 
 [[package]]
 name = "pathspec"
-version = "0.10.1"
+version = "0.10.2"
 description = "Utility library for gitignore style pattern matching of file paths."
 category = "dev"
 optional = false
@@ -817,7 +812,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "pbr"
-version = "5.10.0"
+version = "5.11.0"
 description = "Python Build Reasonableness"
 category = "dev"
 optional = false
@@ -836,7 +831,7 @@ flake8 = ">=3.9.1"
 
 [[package]]
 name = "Pillow"
-version = "9.2.0"
+version = "9.3.0"
 description = "Python Imaging Library (Fork)"
 category = "main"
 optional = false
@@ -848,15 +843,15 @@ tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "pa
 
 [[package]]
 name = "platformdirs"
-version = "2.5.2"
-description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+version = "2.5.4"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx (>=4)", "sphinx-autodoc-typehints (>=1.12)"]
-test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)"]
+docs = ["furo (>=2022.9.29)", "proselint (>=0.13)", "sphinx (>=5.3)", "sphinx-autodoc-typehints (>=1.19.4)"]
+test = ["appdirs (==1.4.4)", "pytest (>=7.2)", "pytest-cov (>=4)", "pytest-mock (>=3.10)"]
 
 [[package]]
 name = "pluggy"
@@ -888,7 +883,7 @@ virtualenv = ">=20.0.8"
 
 [[package]]
 name = "pre-commit-hooks"
-version = "4.3.0"
+version = "4.4.0"
 description = "Some out-of-the-box hooks for pre-commit."
 category = "dev"
 optional = false
@@ -900,20 +895,12 @@ tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "protobuf"
-version = "4.21.7"
+version = "4.21.10"
 description = ""
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
-[[package]]
-name = "py"
-version = "1.11.0"
-description = "library with cross-python path, ini-parsing, io, code, log facilities"
-category = "dev"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-
 [[package]]
 name = "pyasn1"
 version = "0.4.8"
@@ -935,7 +922,7 @@ pyasn1 = ">=0.4.6,<0.5.0"
 
 [[package]]
 name = "pycodestyle"
-version = "2.9.1"
+version = "2.10.0"
 description = "Python style guide checker"
 category = "dev"
 optional = false
@@ -957,7 +944,7 @@ toml = ["toml"]
 
 [[package]]
 name = "pyflakes"
-version = "2.5.0"
+version = "3.0.1"
 description = "passive checker of Python programs"
 category = "dev"
 optional = false
@@ -998,7 +985,7 @@ certifi = "*"
 
 [[package]]
 name = "pyramids-gis"
-version = "0.2.5"
+version = "0.2.6"
 description = "GIS utility package"
 category = "main"
 optional = false
@@ -1021,7 +1008,7 @@ Shapely = ">=1.8.4,<2.0.0"
 
 [[package]]
 name = "pytest"
-version = "7.1.3"
+version = "7.2.0"
 description = "pytest: simple powerful testing with Python"
 category = "dev"
 optional = false
@@ -1030,11 +1017,11 @@ python-versions = ">=3.7"
 [package.dependencies]
 attrs = ">=19.2.0"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
+exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
 iniconfig = "*"
 packaging = "*"
 pluggy = ">=0.12,<2.0"
-py = ">=1.8.2"
-tomli = ">=1.0.0"
+tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
 testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "xmlschema"]
@@ -1067,7 +1054,7 @@ six = ">=1.5"
 
 [[package]]
 name = "pytz"
-version = "2022.4"
+version = "2022.6"
 description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
@@ -1083,7 +1070,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "rasterio"
-version = "1.3.2"
+version = "1.3.4"
 description = "Fast and direct raster I/O for use with Numpy and SciPy"
 category = "main"
 optional = false
@@ -1110,7 +1097,7 @@ test = ["boto3 (>=1.2.4)", "hypothesis", "packaging", "pytest (>=2.8.2)", "pytes
 
 [[package]]
 name = "reorder-python-imports"
-version = "3.8.5"
+version = "3.9.0"
 description = "Tool for reordering python imports"
 category = "dev"
 optional = false
@@ -1184,7 +1171,7 @@ jinja2 = ["ruamel.yaml.jinja2 (>=0.2)"]
 
 [[package]]
 name = "ruamel.yaml.clib"
-version = "0.2.6"
+version = "0.2.7"
 description = "C version of reader, parser and emitter for ruamel.yaml derived from libyaml"
 category = "dev"
 optional = false
@@ -1192,7 +1179,7 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "setuptools"
-version = "65.5.0"
+version = "65.6.3"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 category = "main"
 optional = false
@@ -1200,7 +1187,7 @@ python-versions = ">=3.7"
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "mock", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
@@ -1275,7 +1262,7 @@ test = ["hypothesis", "pytest"]
 
 [[package]]
 name = "stevedore"
-version = "4.0.1"
+version = "4.1.1"
 description = "Manage dynamic plugins for Python applications"
 category = "dev"
 optional = false
@@ -1310,19 +1297,19 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "uritemplate"
-version = "3.0.1"
-description = "URI templates"
+version = "4.1.1"
+description = "Implementation of RFC 6570 URI Templates"
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "urllib3"
-version = "1.26.12"
+version = "1.26.13"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, <4"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 
 [package.extras]
 brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
@@ -1331,19 +1318,19 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.16.5"
+version = "20.17.1"
 description = "Virtual Python Environment builder"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
-distlib = ">=0.3.5,<1"
+distlib = ">=0.3.6,<1"
 filelock = ">=3.4.1,<4"
 platformdirs = ">=2.4,<3"
 
 [package.extras]
-docs = ["proselint (>=0.13)", "sphinx (>=5.1.1)", "sphinx-argparse (>=0.3.1)", "sphinx-rtd-theme (>=1)", "towncrier (>=21.9)"]
+docs = ["proselint (>=0.13)", "sphinx (>=5.3)", "sphinx-argparse (>=0.3.2)", "sphinx-rtd-theme (>=1)", "towncrier (>=22.8)"]
 testing = ["coverage (>=6.2)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=21.3)", "pytest (>=7.0.1)", "pytest-env (>=0.6.2)", "pytest-freezegun (>=0.4.2)", "pytest-mock (>=3.6.1)", "pytest-randomly (>=3.10.3)", "pytest-timeout (>=2.1)"]
 
 [[package]]
@@ -1360,7 +1347,7 @@ dev = ["black (>=19.3b0)", "pytest (>=4.6.2)"]
 [metadata]
 lock-version = "1.1"
 python-versions = ">=3.9,<3.12"
-content-hash = "d92cac97dbfefd6ef638a04cbf7bd07bdf1083d8bc2a29f50bab6266d79a1c23"
+content-hash = "bde1da4362795f10dd56c7bee4f66d75e8b814e2fc36ea6cfa2bd38cca083d7b"
 
 [metadata.files]
 affine = [
@@ -1454,79 +1441,79 @@ cligj = [
     {file = "cligj-0.7.2.tar.gz", hash = "sha256:a4bc13d623356b373c2c27c53dbd9c68cae5d526270bfa71f6c6fa69669c6b27"},
 ]
 colorama = [
-    {file = "colorama-0.4.5-py2.py3-none-any.whl", hash = "sha256:854bf444933e37f5824ae7bfc1e98d5bce2ebe4160d46b5edf346a89358e99da"},
-    {file = "colorama-0.4.5.tar.gz", hash = "sha256:e6c6b4334fc50988a639d9b98aa429a0b57da6e17b9a44f0451f930b6967b7a4"},
+    {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
+    {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
 contourpy = [
-    {file = "contourpy-1.0.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:87121b9428ac568fb84fae4af5e7852fc34f02eadc4e3e91f6c8989327692186"},
-    {file = "contourpy-1.0.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1fb782982c42cee667b892a0b0c52a9f6c7ecf1da5c5f4345845f04eaa862f93"},
-    {file = "contourpy-1.0.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:689d7d2a840619915d0abd1ecc6e399fee202f8ad315acda2807f4ca420d0802"},
-    {file = "contourpy-1.0.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d88814befbd1433152c5f6dd536905149ba028d795a22555b149ae0a36024d9e"},
-    {file = "contourpy-1.0.5-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:df65f4b2b4e74977f0336bef12a88051ab24e6a16873cd9249f34d67cb3e345d"},
-    {file = "contourpy-1.0.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bf6b4c0c723664f65c2a47c8cb6ebbf660b0b2e2d936adf2e8503d4e93359465"},
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 ]
 stevedore = [
-    {file = "stevedore-4.0.1-py3-none-any.whl", hash = "sha256:01645addb67beff04c7cfcbb0a6af8327d2efc3380b0f034aa316d4576c4d470"},
-    {file = "stevedore-4.0.1.tar.gz", hash = "sha256:9a23111a6e612270c591fd31ff3321c6b5f3d5f3dabb1427317a5ab608fc261a"},
+    {file = "stevedore-4.1.1-py3-none-any.whl", hash = "sha256:aa6436565c069b2946fe4ebff07f5041e0c8bf18c7376dd29edf80cf7d524e4e"},
+    {file = "stevedore-4.1.1.tar.gz", hash = "sha256:7f8aeb6e3f90f96832c301bff21a7eb5eefbe894c88c506483d355565d88cc1a"},
 ]
 toml = [
     {file = "toml-0.10.2-py2.py3-none-any.whl", hash = "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b"},
@@ -2428,16 +2420,16 @@ typing-extensions = [
     {file = "typing_extensions-4.4.0.tar.gz", hash = "sha256:1511434bb92bf8dd198c12b1cc812e800d4181cfcb867674e0f8279cc93087aa"},
 ]
 uritemplate = [
-    {file = "uritemplate-3.0.1-py2.py3-none-any.whl", hash = "sha256:07620c3f3f8eed1f12600845892b0e036a2420acf513c53f7de0abd911a5894f"},
-    {file = "uritemplate-3.0.1.tar.gz", hash = "sha256:5af8ad10cec94f215e3f48112de2022e1d5a37ed427fbd88652fa908f2ab7cae"},
+    {file = "uritemplate-4.1.1-py2.py3-none-any.whl", hash = "sha256:830c08b8d99bdd312ea4ead05994a38e8936266f84b9a7878232db50b044e02e"},
+    {file = "uritemplate-4.1.1.tar.gz", hash = "sha256:4346edfc5c3b79f694bccd6d6099a322bbeb628dbf2cd86eea55a456ce5124f0"},
 ]
 urllib3 = [
-    {file = "urllib3-1.26.12-py2.py3-none-any.whl", hash = "sha256:b930dd878d5a8afb066a637fbb35144fe7901e3b209d1cd4f524bd0e9deee997"},
-    {file = "urllib3-1.26.12.tar.gz", hash = "sha256:3fa96cf423e6987997fc326ae8df396db2a8b7c667747d47ddd8ecba91f4a74e"},
+    {file = "urllib3-1.26.13-py2.py3-none-any.whl", hash = "sha256:47cc05d99aaa09c9e72ed5809b60e7ba354e64b59c9c173ac3018642d8bb41fc"},
+    {file = "urllib3-1.26.13.tar.gz", hash = "sha256:c083dd0dce68dbfbe1129d5271cb90f9447dea7d52097c6e0126120c521ddea8"},
 ]
 virtualenv = [
-    {file = "virtualenv-20.16.5-py3-none-any.whl", hash = "sha256:d07dfc5df5e4e0dbc92862350ad87a36ed505b978f6c39609dc489eadd5b0d27"},
-    {file = "virtualenv-20.16.5.tar.gz", hash = "sha256:227ea1b9994fdc5ea31977ba3383ef296d7472ea85be9d6732e42a91c04e80da"},
+    {file = "virtualenv-20.17.1-py3-none-any.whl", hash = "sha256:ce3b1684d6e1a20a3e5ed36795a97dfc6af29bc3970ca8dab93e11ac6094b3c4"},
+    {file = "virtualenv-20.17.1.tar.gz", hash = "sha256:f8b927684efc6f1cc206c9db297a570ab9ad0e51c16fa9e45487d36d1905c058"},
 ]
 win32-setctime = [
     {file = "win32_setctime-1.1.0-py3-none-any.whl", hash = "sha256:231db239e959c2fe7eb1d7dc129f11172354f98361c4fa2d6d2d7e278baa8aad"},
diff --git a/pyproject.toml b/pyproject.toml
index 1b5a274..c643222 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -32,11 +32,11 @@ ecmwf-api-client = "^1.6.3"
 earthengine-api = "^0.1.324"
 loguru = "^0.6.0"
 joblib = "^1.2.0"
-#gdal = "3.4.3"
-gdal = {url = "https://download.lfd.uci.edu/pythonlibs/archived/GDAL-3.4.3-cp39-cp39-win_amd64.whl" }
+gdal = "3.4.3"
+#gdal = {url = "https://download.lfd.uci.edu/pythonlibs/archived/GDAL-3.4.3-cp39-cp39-win_amd64.whl" }
 pyramids-gis = "^0.2.6"
-#Fiona = "1.8.21"
-fiona = {url = "https://download.lfd.uci.edu/pythonlibs/archived/Fiona-1.8.21-cp39-cp39-win_amd64.whl" }
+Fiona = "1.8.21"
+#fiona = {url = "https://download.lfd.uci.edu/pythonlibs/archived/Fiona-1.8.21-cp39-cp39-win_amd64.whl" }
 
 
 

From 0115b01e2529adde553770f9877adb2ad042a0ec Mon Sep 17 00:00:00 2001
From: Mostafa Farrag <moah.farag@gmail.com>
Date: Mon, 26 Dec 2022 01:19:50 +0100
Subject: [PATCH 13/15] mograte to conda

---
 .github/pull_request_template.md |   28 +-
 .gitignore                       |    1 +
 HISTORY.rst                      |    6 +
 README.md                        |    4 +-
 conda-lock.yml                   | 9146 ++++++++++++++++++++++++++++++
 environment.yml                  |   21 +-
 poetry.lock                      | 2437 --------
 pyproject.toml                   |   93 -
 requirements-dev.txt             |   12 +
 requirements.txt                 |   14 +
 setup.py                         |   42 +
 11 files changed, 9247 insertions(+), 2557 deletions(-)
 create mode 100644 conda-lock.yml
 delete mode 100644 poetry.lock
 delete mode 100644 pyproject.toml
 create mode 100644 requirements-dev.txt
 create mode 100644 requirements.txt
 create mode 100644 setup.py

diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
index 0720d9e..115d41a 100644
--- a/.github/pull_request_template.md
+++ b/.github/pull_request_template.md
@@ -1,12 +1,14 @@
 # Description
 
-Please include a summary of the change and which issue is fixed. Please also include relevant motivation and context. List any dependencies that are required for this change.
+- Please include a summary of the change and which issue is fixed.
+- Please also include relevant motivation and context.
+- List any dependencies that are required for this change.
 
-Fixes # (issue)
 
+- Fixes # (issue)
 ## Type of change
 
-Please delete options that are not relevant.
+Check relevant points.
 
 - [ ] Bug fix (non-breaking change which fixes an issue)
 - [ ] New feature (non-breaking change which adds functionality)
@@ -15,24 +17,18 @@ Please delete options that are not relevant.
 
 # How Has This Been Tested?
 
-Please describe the tests that you ran to verify your changes. Provide instructions so we can reproduce. Please also list any relevant details for your test configuration
+- Please describe the tests that you ran to verify your changes.
+- Provide instructions so we can reproduce.
+- Please also list any relevant details for your test configuration
 
 - [ ] Test A
 - [ ] Test B
 
-**Test Configuration**:
-* Firmware version:
-* Hardware:
-* Toolchain:
-* SDK:
-
 # Checklist:
 
-- [ ] My code follows the style guidelines of this project
-- [ ] I have performed a self-review of my own code
-- [ ] I have commented my code, particularly in hard-to-understand areas
-- [ ] I have made corresponding changes to the documentation
-- [ ] My changes generate no new warnings
+- [ ] updated version number in setup.py/pyproject.toml
+- [ ] updated environment.yml and the lock file
+- [ ] added changes to History.rst
+- [ ] updated the latest version in README file
 - [ ] I have added tests that prove my fix is effective or that my feature works
 - [ ] New and existing unit tests pass locally with my changes
-- [ ] Any dependent changes have been merged and published in downstream modules
diff --git a/.gitignore b/.gitignore
index 1cfe9c1..af2d68c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -149,3 +149,4 @@ conda/
 /examples/data/ecmwf/daily/*
 .idea/*
 examples/data/chirps/*
+*.xml
diff --git a/HISTORY.rst b/HISTORY.rst
index a111302..5cfeaf9 100644
--- a/HISTORY.rst
+++ b/HISTORY.rst
@@ -6,3 +6,9 @@ History
 ------------------
 
 * First release on PyPI.
+
+0.1.6 (2022-12-26) :
+------------------
+
+* Use environment.yaml and requirements.txt instead of pyproject.toml and replace poetry env byconda env
+* lock numpy to 1.23.5
diff --git a/README.md b/README.md
index 1354a7e..38d259c 100644
--- a/README.md
+++ b/README.md
@@ -31,7 +31,7 @@ Main Features
 
 Future work
 -------------
-  - Google earth engine 
+  - Google earth engine
   - ERA 5
 
 
@@ -60,7 +60,7 @@ pip install git+https://github.com/MAfarrag/earthobserve
 ## pip
 to install the last release you can easly use pip
 ```
-pip install earthobserve==0.1.5
+pip install earthobserve==0.1.6
 ```
 
 Quick start
diff --git a/conda-lock.yml b/conda-lock.yml
new file mode 100644
index 0000000..2985414
--- /dev/null
+++ b/conda-lock.yml
@@ -0,0 +1,9146 @@
+# This lock file was generated by conda-lock (https://github.com/conda-incubator/conda-lock). DO NOT EDIT!
+#
+# A "lock file" contains a concrete list of package versions (with checksums) to be installed. Unlike
+# e.g. `conda env create`, the resulting environment will not change as new package versions become
+# available, unless you explicitly update the lock file.
+#
+# Install this environment as "YOURENV" with:
+#     conda-lock install -n YOURENV --file conda-lock.yml
+# To update a single package to the latest version compatible with the version constraints in the source:
+#     conda-lock lock --lockfile conda-lock.yml --update PACKAGE
+# To re-solve the entire environment, e.g. after changing a version constraint in the source file:
+#     conda-lock -f C:\gdrive\01Algorithms\Hydrology\earth2observe\environment.yml --lockfile conda-lock.yml
+metadata:
+  channels:
+  - url: conda-forge
+    used_env_vars: []
+  content_hash:
+    linux-64: 9471042de6d15f085b36252dd3ffd90c6c591b2cdf0ddbb84e90d9aec48f6385
+    osx-64: e1e606a34bbb0275838bc27ac329dd1e44cde2073097d8c7b0880cf6c298e06a
+    win-64: 43f5e8c4e79cd0ab062939291d1fe9e7b33a79028cb3cc5a093ceff22a5daba4
+  platforms:
+  - osx-64
+  - linux-64
+  - win-64
+  sources:
+  - C:\gdrive\01Algorithms\Hydrology\earth2observe\environment.yml
+package:
+- category: main
+  dependencies: {}
+  hash:
+    md5: d7c89558ba9fa0495403155b64376d81
+    sha256: fe51de6107f9edc7aa4f786a70f4a883943bc9d39b3bb7307c04c41410990726
+  manager: conda
+  name: _libgcc_mutex
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2
+  version: '0.1'
+- category: main
+  dependencies: {}
+  hash:
+    md5: ff9f73d45c4a07d6f424495288a26080
+    sha256: 8f6c81b0637771ae0ea73dc03a6d30bec3326ba3927f2a7b91931aa2d59b1789
+  manager: conda
+  name: ca-certificates
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2022.12.7-ha878542_0.conda
+  version: 2022.12.7
+- category: main
+  dependencies: {}
+  hash:
+    md5: 0c96522c6bdaed4b1566d11387caaf45
+    sha256: 58d7f40d2940dd0a8aa28651239adbf5613254df0f75789919c4e6762054403b
+  manager: conda
+  name: font-ttf-dejavu-sans-mono
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/noarch/font-ttf-dejavu-sans-mono-2.37-hab24e00_0.tar.bz2
+  version: '2.37'
+- category: main
+  dependencies: {}
+  hash:
+    md5: 34893075a5c9e55cdafac56607368fc6
+    sha256: c52a29fdac682c20d252facc50f01e7c2e7ceac52aa9817aaf0bb83f7559ec5c
+  manager: conda
+  name: font-ttf-inconsolata
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/noarch/font-ttf-inconsolata-3.000-h77eed37_0.tar.bz2
+  version: '3.000'
+- category: main
+  dependencies: {}
+  hash:
+    md5: 4d59c254e01d9cde7957100457e2d5fb
+    sha256: 00925c8c055a2275614b4d983e1df637245e19058d79fc7dd1a93b8d9fb4b139
+  manager: conda
+  name: font-ttf-source-code-pro
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/noarch/font-ttf-source-code-pro-2.038-h77eed37_0.tar.bz2
+  version: '2.038'
+- category: main
+  dependencies: {}
+  hash:
+    md5: 19410c3df09dfb12d1206132a1d357c5
+    sha256: 470d5db54102bd51dbb0c5990324a2f4a0bc976faa493b22193338adb9882e2e
+  manager: conda
+  name: font-ttf-ubuntu
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/noarch/font-ttf-ubuntu-0.83-hab24e00_0.tar.bz2
+  version: '0.83'
+- category: main
+  dependencies: {}
+  hash:
+    md5: 737be0d34c22d24432049ab7a3214de4
+    sha256: 3e7f203e33ea497b6e468279cc5fdef7d556473c25e7466b35fd672940392469
+  manager: conda
+  name: ld_impl_linux-64
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.39-hcc3a1bd_1.conda
+  version: '2.39'
+- category: main
+  dependencies: {}
+  hash:
+    md5: 164b4b1acaedc47ee7e658ae6b308ca3
+    sha256: 03ea784edd12037dc3a7a0078ff3f9c3383feabb34d5ba910bb2fd7a21a2d961
+  manager: conda
+  name: libgfortran5
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-12.2.0-h337968e_19.tar.bz2
+  version: 12.2.0
+- category: main
+  dependencies: {}
+  hash:
+    md5: 1030b1f38c129f2634eae026f704fe60
+    sha256: 0289e6a7b9a5249161a3967909e12dcfb4ab4475cdede984635d3fb65c606f08
+  manager: conda
+  name: libstdcxx-ng
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-12.2.0-h46fd767_19.tar.bz2
+  version: 12.2.0
+- category: main
+  dependencies: {}
+  hash:
+    md5: abc27381c4f005da588cffa1f76403ee
+    sha256: ccd2857627c0f6e903a917b99e60860c0a2b7dc553a32cf7c1ab55f0af99ec11
+  manager: conda
+  name: poppler-data
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/noarch/poppler-data-0.4.11-hd8ed1ab_0.tar.bz2
+  version: 0.4.11
+- category: main
+  dependencies: {}
+  hash:
+    md5: c2e2630ddb68cf52eec74dc7dfab20b5
+    sha256: 2966a87dcb0b11fad28f9fe8216bfa4071115776b47ffc7547492fed176e1a1f
+  manager: conda
+  name: python_abi
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.11-3_cp311.conda
+  version: '3.11'
+- category: main
+  dependencies: {}
+  hash:
+    md5: 51fc4fcfb19f5d95ffc8c339db5068e8
+    sha256: 0bfae0b9962bc0dbf79048f9175b913ed4f53c4310d06708dc7acbb290ad82f6
+  manager: conda
+  name: tzdata
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/noarch/tzdata-2022g-h191b570_0.conda
+  version: 2022g
+- category: main
+  dependencies:
+    font-ttf-dejavu-sans-mono: ''
+    font-ttf-inconsolata: ''
+    font-ttf-source-code-pro: ''
+    font-ttf-ubuntu: ''
+  hash:
+    md5: f766549260d6815b0c52253f1fb1bb29
+    sha256: 53f23a3319466053818540bcdf2091f253cbdbab1e0e9ae7b9e509dcaa2a5e38
+  manager: conda
+  name: fonts-conda-forge
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-forge-1-0.tar.bz2
+  version: '1'
+- category: main
+  dependencies:
+    libgfortran5: 12.2.0 h337968e_19
+  hash:
+    md5: cd7a806282c16e1f2d39a7e80d3a3e0d
+    sha256: c7d061f323e80fbc09564179073d8af303bf69b953b0caddcf79b47e352c746f
+  manager: conda
+  name: libgfortran-ng
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/libgfortran-ng-12.2.0-h69a702a_19.tar.bz2
+  version: 12.2.0
+- category: main
+  dependencies:
+    _libgcc_mutex: 0.1 conda_forge
+  hash:
+    md5: cedcee7c064c01c403f962c9e8d3c373
+    sha256: 81a76d20cfdee9fe0728b93ef057ba93494fd1450d42bc3717af4e468235661e
+  manager: conda
+  name: libgomp
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/libgomp-12.2.0-h65d4601_19.tar.bz2
+  version: 12.2.0
+- category: main
+  dependencies:
+    _libgcc_mutex: 0.1 conda_forge
+    libgomp: '>=7.5.0'
+  hash:
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+    sha256: fbe2c5e56a653bebb982eda4876a9178aedfc2b545f25d0ce9c4c0b508253d22
+  manager: conda
+  name: _openmp_mutex
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2
+  version: '4.5'
+- category: main
+  dependencies:
+    fonts-conda-forge: ''
+  hash:
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+    sha256: a997f2f1921bb9c9d76e6fa2f6b408b7fa549edd349a77639c9fe7a23ea93e61
+  manager: conda
+  name: fonts-conda-ecosystem
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-ecosystem-1-0.tar.bz2
+  version: '1'
+- category: main
+  dependencies:
+    _libgcc_mutex: 0.1 conda_forge
+    _openmp_mutex: '>=4.5'
+  hash:
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+    sha256: f3899c26824cee023f1e360bd0859b0e149e2b3e8b1668bc6dd04bfc70dcd659
+  manager: conda
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+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-12.2.0-h65d4601_19.tar.bz2
+  version: 12.2.0
+- category: main
+  dependencies:
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+  hash:
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+    sha256: cb521319804640ff2ad6a9f118d972ed76d86bea44e5626c09a13d38f562e1fa
+  manager: conda
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+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-h7f98852_4.tar.bz2
+  version: 1.0.8
+- category: main
+  dependencies:
+    libgcc-ng: '>=9.4.0'
+  hash:
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+    sha256: ee735e60d2cf68e5635df17847e97b505a752985d10581d2438203e7c0f44c15
+  manager: conda
+  name: c-ares
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.18.1-h7f98852_0.tar.bz2
+  version: 1.18.1
+- category: main
+  dependencies:
+    libgcc-ng: '>=12'
+    libstdcxx-ng: '>=12'
+  hash:
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+    sha256: b44db0b92ae926b3fbbcd57c179fceb64fa11a9f9d09082e03be58b74dcad832
+  manager: conda
+  name: expat
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/expat-2.5.0-h27087fc_0.tar.bz2
+  version: 2.5.0
+- category: main
+  dependencies:
+    libgcc-ng: '>=12'
+  hash:
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+    sha256: 26045196e00b5787276c60ff83acfa8808cae550a20832f11104069e5f7f3f05
+  manager: conda
+  name: freexl
+  optional: false
+  platform: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/freexl-1.0.6-h166bdaf_1.tar.bz2
+  version: 1.0.6
+- category: main
+  dependencies:
+    libgcc-ng: '>=12'
+    libstdcxx-ng: '>=12'
+  hash:
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+  manager: conda
+  name: geos
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diff --git a/environment.yml b/environment.yml
index 85fa81b..67e0867 100644
--- a/environment.yml
+++ b/environment.yml
@@ -1,14 +1,17 @@
 channels:
   - conda-forge
 dependencies:
-  - python >=3.9,<3.12
-  - pip >=22.2.2
-  - numpy >=1.23.3
-  - netCDF4 >=1.5.5,<1.6.1
-  - gdal >=3.4.3,<3.5.1
-  - pandas >=1.4.4,<1.5.0
-  - pyramids >=0.2.4
+  - python >=3.9,<3.15
+  - numpy ==1.23.5
+  - pip >=22.3.1
+  - gdal >=3.5.3
+  - netCDF4 >=1.6.1
+  - pandas >=1.4.4
   - ecmwf-api-client >=1.6.3
   - earthengine-api >=0.1.324
-  - pip:
-      - loguru >=0.6.0
+  - joblib >=1.2.0
+  - pyramids >=0.2.10
+  - loguru >=0.6.0
+  - pytest >=7.2.0
+  - pytest-cov ==4.0.0
+  - requests >=2.28.1
diff --git a/poetry.lock b/poetry.lock
deleted file mode 100644
index 20d91f5..0000000
--- a/poetry.lock
+++ /dev/null
@@ -1,2437 +0,0 @@
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diff --git a/pyproject.toml b/pyproject.toml
deleted file mode 100644
index c643222..0000000
--- a/pyproject.toml
+++ /dev/null
@@ -1,93 +0,0 @@
-[tool.poetry]
-name = "earth2observe"
-version = "0.1.5"
-description = "remote sensing package"
-authors = ["Mostafa Farrag <moah.farag@gmail.com>"]
-license = "GNU General Public License v3"
-repository = "https://github.com/MAfarrag/earth2observe"
-documentation = "https://earth2observe.readthedocs.io/"
-readme = "README.md"
-keywords=["remote sensing", "google earth engine", "ecmwf"]
-classifiers=[
-        "Development Status :: 5 - Production/Stable",
-        "Environment :: Console",
-        "License :: OSI Approved :: GNU General Public License v3 (GPLv3)",
-        "Natural Language :: English",
-        "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.7",
-        "Programming Language :: Python :: 3.8",
-        "Programming Language :: Python :: 3.9",
-        "Topic :: Scientific/Engineering :: GIS",
-        "Intended Audience :: Science/Research",
-        "Intended Audience :: Developers",
-    ]
-
-
-[tool.poetry.dependencies]
-python = ">=3.9,<3.12"
-numpy = "^1.23.3"
-netCDF4 = "^1.6.1"
-pandas = "^1.4.4"
-ecmwf-api-client = "^1.6.3"
-earthengine-api = "^0.1.324"
-loguru = "^0.6.0"
-joblib = "^1.2.0"
-gdal = "3.4.3"
-#gdal = {url = "https://download.lfd.uci.edu/pythonlibs/archived/GDAL-3.4.3-cp39-cp39-win_amd64.whl" }
-pyramids-gis = "^0.2.6"
-Fiona = "1.8.21"
-#fiona = {url = "https://download.lfd.uci.edu/pythonlibs/archived/Fiona-1.8.21-cp39-cp39-win_amd64.whl" }
-
-
-
-[tool.poetry.dev-dependencies]
-pytest = "^7.1.3"
-pytest-cov = "^3.0.0"
-pre-commit = "^2.20.0"
-black = "^22.8.0"
-flake8-bandit = "^4.1.1"
-flake8-bugbear = "^22.9.11"
-flake8-docstrings = "^1.6.0"
-flake8-rst-docstrings = "^0.2.7"
-pep8-naming = "^0.13.2"
-darglint = "^1.8.1"
-reorder-python-imports = "^3.8.2"
-pre-commit-hooks = "^4.3.0"
-
-[tool.poetry.scripts]
-
-[tool.coverage.paths]
-source = ["earth2observe", "*/site-packages"]
-
-
-[tool.coverage.run]
-branch = true
-source = ["earth2observe"]
-
-
-[tool.coverage.report]
-show_missing = true
-fail_under = 40
-
-
-[tool.isort]
-multi_line_output=3
-include_trailing_comma=true
-force_grid_wrap=0
-use_parentheses=true
-line_length=88
-ensure_newline_before_comments=true
-profile="black"
-
-
-[tool.pytest.ini_options]
-minversion = "7.0"
-addopts = "-ra -q"
-testpaths = [
-    "tests",
-]
-
-
-[build-system]
-requires = ["setuptools", "poetry-core>=1.0.0"]
-build-backend = "poetry.core.masonry.api"
diff --git a/requirements-dev.txt b/requirements-dev.txt
new file mode 100644
index 0000000..4ecfb71
--- /dev/null
+++ b/requirements-dev.txt
@@ -0,0 +1,12 @@
+black >=22.12.0
+darglint >=1.8.1
+flake8-bandit >=4.1.1
+flake8-bugbear >=22.12.6
+flake8-docstrings >=1.6.0
+flake8-rst-docstrings >=0.3.0
+pep8-naming >=0.13.3
+pre-commit >=2.20.0
+pre-commit-hooks >=4.4.0
+pytest >=7.2.3
+pytest-cov >= 4.0.0
+reorder-python-imports >=3.9.0
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..ac62d00
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,14 @@
+earthengine-api >=0.1.324
+ecmwf-api-client >=1.6.3
+gdal >=3.5.3
+joblib >=1.2.0
+loguru >=0.6.0
+netCDF4 >=1.6.1
+numpy ==1.23.5
+pandas >=1.4.4
+pip >=22.3.1
+pyramids >=0.2.10
+pytest >=7.2.0
+pytest-cov ==4.0.0
+python >=3.9,<3.15
+requests >=2.28.1
diff --git a/setup.py b/setup.py
new file mode 100644
index 0000000..3fd51f1
--- /dev/null
+++ b/setup.py
@@ -0,0 +1,42 @@
+from setuptools import find_packages, setup
+
+with open("README.md", "r") as readme_file:
+    readme = readme_file.read()
+
+with open("HISTORY.rst") as history_file:
+    history = history_file.read()
+
+requirements = [line.strip() for line in open("requirements.txt").readlines()]
+requirements = requirements[1:]
+requirements_dev = [line.strip() for line in open("requirements-dev.txt").readlines()]
+
+setup(
+    name="earth2observe",
+    version="0.1.6",
+    description="remote sensing package",
+    author="Mostafa Farrag",
+    author_email="moah.farag@gmail.come",
+    url="https://github.com/MAfarrag/earth2observe",
+    keywords=["remote sensing", "ecmwf"],
+    long_description=readme + "\n\n" + history,
+    long_description_content_type="text/markdown",
+    license="GNU General Public License v3",
+    zip_safe=False,
+    packages=find_packages(include=["earth2observe", "earth2observe.*"]),
+    test_suite="tests",
+    tests_require=requirements_dev,
+    install_requires=requirements,
+    classifiers=[
+        "Development Status :: 5 - Production/Stable",
+        "Environment :: Console",
+        "License :: OSI Approved :: GNU General Public License v3 (GPLv3)",
+        "Natural Language :: English",
+        "Programming Language :: Python :: 3",
+        "Programming Language :: Python :: 3.7",
+        "Programming Language :: Python :: 3.8",
+        "Programming Language :: Python :: 3.9",
+        "Topic :: Scientific/Engineering :: GIS",
+        "Intended Audience :: Science/Research",
+        "Intended Audience :: Developers",
+    ],
+)

From 876fcf326e5cabd561490927d4f33271371b5094 Mon Sep 17 00:00:00 2001
From: Mostafa Farrag <moah.farag@gmail.com>
Date: Mon, 26 Dec 2022 01:31:06 +0100
Subject: [PATCH 14/15] update changes

---
 examples/Download Satellite data.ipynb        | 417 ------------------
 ...m_ECMWF_ERA-Interim_C_daily_2009.01.01.tif | Bin 603 -> 0 bytes
 ...m_ECMWF_ERA-Interim_C_daily_2009.01.02.tif | Bin 611 -> 0 bytes
 examples/data/ecmwf/data_interim.nc           | Bin 17032 -> 0 bytes
 examples/data/ecmwf/data_interim.nc.aux.xml   |  56 ---
 5 files changed, 473 deletions(-)
 delete mode 100644 examples/Download Satellite data.ipynb
 delete mode 100644 examples/data/ecmwf/daily/Tair2m/Tair2m_ECMWF_ERA-Interim_C_daily_2009.01.01.tif
 delete mode 100644 examples/data/ecmwf/daily/Tair2m/Tair2m_ECMWF_ERA-Interim_C_daily_2009.01.02.tif
 delete mode 100644 examples/data/ecmwf/data_interim.nc
 delete mode 100644 examples/data/ecmwf/data_interim.nc.aux.xml

diff --git a/examples/Download Satellite data.ipynb b/examples/Download Satellite data.ipynb
deleted file mode 100644
index b3f6128..0000000
--- a/examples/Download Satellite data.ipynb	
+++ /dev/null
@@ -1,417 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "48fff0da-2d7a-49ea-ba13-d4768a89bae0",
-   "metadata": {},
-   "source": [
-    "# Download Satellite data"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "2c773dd4-6dc6-4c86-aeed-ad82b6118ccb",
-   "metadata": {},
-   "source": [
-    "## ECMWF"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "7ac42c26-f454-40e5-8dc2-668efbc2d02b",
-   "metadata": {},
-   "source": [
-    "### Installation of ECMWF API key"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ad7c9c5c-ed4c-41b7-afdb-40fb471e015b",
-   "metadata": {},
-   "source": [
-    "1 - to be able to use Hapi to download ECMWF data you need to register and setup your account in the ECMWF website (https://apps.ecmwf.int/registration/)\n",
-    "\n",
-    "2 - Install ECMWF key (instruction are here https://confluence.ecmwf.int/display/WEBAPI/Access+ECMWF+Public+Datasets#AccessECMWFPublicDatasets-key)\n",
-    "(https://confluence.ecmwf.int/display/WEBAPI/Install+ECMWF+API+Key)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "f3d80671-55eb-4915-990b-78f1dcc4e0d1",
-   "metadata": {},
-   "source": [
-    "### Using ResmoteSensing module from Hapi "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "9d733330-95bb-42b4-b6f5-895119345222",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from earth2observe.ecmwf import ECMWF\n",
-    "from earth2observe.ecmwf import Variables"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "bc750181-4a25-48f1-b510-ee834484b7c9",
-   "metadata": {},
-   "source": [
-    "For the information about the ECMWF data https://apps.ecmwf.int/codes/grib/param-db/\n",
-    "ECMWP data are represented as variables to know the name of the variable you want to download you can check the object `Variables`\n",
-    "\n",
-    "`Variables` contains the tame of the variable you need to give to the `ECMWF` object to get and the unit and description\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "35bb343d-4354-43e2-82ea-6ebf14aa3615",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Variable name:\n",
-      "{'T': 't', '2T': 't2m', 'SRO': 'sro', 'SSRO': 'ssro', 'WIND': 'wind', '10SI': '10si', 'SP': 'sp', 'Q': 'q', 'SSR': 'ssr', 'R': 'r', 'E': 'e', 'SUND': 'sund', 'RO': 'ro', 'TP': 'tp', '10U': 'u10', '10V': 'v10', '2D': 'd2m', 'SR': 'sr', 'AL': 'al', 'HCC': 'hcc'}\n",
-      "Descriptions\n",
-      "{'T': 'Temperature [K]', '2T': '2 meter Temperature [K]', 'SRO': 'Surface Runoff [m]', 'SSRO': 'Sub-surface Runoff [m]', 'WIND': 'Wind speed [m s-1]', '10SI': '10 metre windspeed [m s-1]', 'SP': 'Surface Pressure [pa]', 'Q': 'Specific humidity [kg kg-1]', 'SSR': 'Surface solar radiation [W m-2 s]', 'R': 'Relative humidity [%]', 'E': 'Evaporation [m of water]', 'SUND': 'Sunshine duration [s]', 'RO': 'Runoff [m]', 'TP': 'Total Precipitation [m]', '10U': '10 metre U wind component [m s-1]', '10V': '10 metre V wind component [m s-1]', '2D': '2 metre dewpoint temperature [K]', 'SR': 'Surface roughness [m]', 'AL': 'Albedo []', 'HCC': 'High cloud cover []'}\n",
-      "Units : \n",
-      "{'T': 'C', '2T': 'C', 'SRO': 'mm', 'SSRO': 'mm', 'WIND': 'm_s-1', '10SI': 'm_s-1', 'SP': 'kpa', 'Q': 'kg_kg-1', 'SSR': 'W_m-2_s', 'R': 'percentage', 'E': 'mm', 'SUND': 's', 'RO': 'mm', 'TP': 'mm', '10U': 'm_s-1', '10V': 'm_s-1', '2D': 'C', 'SR': 'm', 'AL': '-', 'HCC': '-'}\n"
-     ]
-    }
-   ],
-   "source": [
-    "Vars = Variables('daily')\n",
-    "Vars.__str__()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "0a2a6ca8-a09b-47b8-b97e-8d1c1e11c561",
-   "metadata": {},
-   "source": [
-    "### Inputs"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "be829713-e3bb-442e-a2b1-5dfffb46b028",
-   "metadata": {},
-   "source": [
-    "- After selecting the variable, temperature and evapotranspiration ['E','T']\n",
-    "\n",
-    "- You need to provide the period you want to download the data for knowing that the beginning of the data is 1979.01.01 and the end is 2019.08.01\n",
-    "     lets say we need the data between '2009-01-01' and '2009-02-01'\n",
-    "- then we need to provide the extent in the form of latitude and longitude\n",
-    "    for out case stude `Coello` those are lat = [4.19,4.64] and lon = [-75.64,-74.72]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "c73ad20b-e8cd-4a0e-9107-12a2cfbac207",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "start_date = '2009-01-01'\n",
-    "end_date = '2009-01-10'\n",
-    "temporal_resolution = 'daily'\n",
-    "lat = [4.190755, 4.643963]\n",
-    "lon = [-75.649243, -74.727286]\n",
-    "path = \"/data/satellite_data/\"\n",
-    "# Temperature, Evapotranspiration\n",
-    "variables = ['T', 'E']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "405220ce-2d9b-4cee-9137-ee639153ef64",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Download ECMWF T data for period 2009-01-01 00:00:00 till 2009-01-10 00:00:00\n",
-      "Use API ECMWF to collect the data, please wait\n",
-      "2021-04-14 09:13:24 ECMWF API python library 1.6.1\n",
-      "2021-04-14 09:13:24 ECMWF API at https://api.ecmwf.int/v1\n",
-      "2021-04-14 09:13:25 Welcome Mostafa Farrag\n",
-      "2021-04-14 09:13:25 In case of problems, please check https://confluence.ecmwf.int/display/WEBAPI/Web+API+FAQ or contact servicedesk@ecmwf.int\n",
-      "2021-04-14 09:13:26 Request submitted\n",
-      "2021-04-14 09:13:26 Request id: 607696162b84daac739e06f2\n",
-      "2021-04-14 09:13:26 Request is submitted\n",
-      "2021-04-14 09:13:27 Request is active\n",
-      "Calling 'nice mars /tmp/20210414-0710/b1/tmp-_marsl0iuOw.req'\n",
-      "mars - WARN -\n",
-      "mars - WARN - From 29 January 2019 10AM (UTC) MARS uses the interpolation\n",
-      "mars - WARN - provided by the MIR library. For more details, see\n",
-      "mars - WARN - https://confluence.ecmwf.int/display/UDOC/MARS+interpolation+with+MIR\n",
-      "mars - WARN -\n",
-      "MIR environment variables:\n",
-      "MIR_CACHE_PATH=/data/ec_coeff\n",
-      "mars - INFO   - 20210414.071328 - Welcome to MARS\n",
-      "mars - INFO   - 20210414.071328 - MARS Client bundle version: 6.28.6.1\n",
-      "mars - INFO   - 20210414.071328 - MARS Client package version: 6.28.6\n",
-      "mars - INFO   - 20210414.071328 - MARS Client build stamp: 20200717102127\n",
-      "mars - INFO   - 20210414.071328 - MIR version: 1.4.7\n",
-      "mars - INFO   - 20210414.071328 - Using ecCodes version 2.18.0\n",
-      "mars - INFO   - 20210414.071328 - Using odb_api version: 0.15.11 (file format version: 0.5)\n",
-      "mars - INFO   - 20210414.071328 - Using FDB5 version: 5.6.1\n",
-      "mars - INFO   - 20210414.071328 - Maximum retrieval size is 50.00 G\n",
-      "retrieve,levelist=1000,stream=oper,area=4.75/-75.75/4.125/-74.625,levtype=pl,param=130.128,padding=0,step=0,grid=0.125/0.125,expver=0001,time=00:00:00/06:00:00/12:00:00/18:00:00,date=2009-01-01 00:00:00/to/2009-01-10 00:00:00,type=an,class=eimars - WARN   - 20210414.071328 - For full resolution grid, it is recommended to use RESOL=AV to prevent any truncation before transformation\n",
-      "mars - INFO   - 20210414.071328 - Automatic split by date is on\n",
-      "\n",
-      "mars - INFO   - 20210414.071328 - Processing request 1\n",
-      "sh: /usr/bin/mailx: No such file or directory\n",
-      "\n",
-      "RETRIEVE,\n",
-      "    CLASS      = EI,\n",
-      "    TYPE       = AN,\n",
-      "    STREAM     = OPER,\n",
-      "    EXPVER     = 0001,\n",
-      "    REPRES     = SH,\n",
-      "    LEVTYPE    = PL,\n",
-      "    LEVELIST   = 1000,\n",
-      "    PARAM      = 130.128,\n",
-      "    TIME       = 0000/0600/1200/1800,\n",
-      "    STEP       = 0,\n",
-      "    DOMAIN     = G,\n",
-      "    RESOL      = AUTO,\n",
-      "    AREA       = 4.75/-75.75/4.125/-74.625,\n",
-      "    GRID       = 0.125/0.125,\n",
-      "    PADDING    = 0,\n",
-      "    DATE       = 20090101/20090102/20090103/20090104/20090105/20090106/20090107/20090108/20090109/20090110\n",
-      "\n",
-      "mars - INFO   - 20210414.071328 - Web API request id: 607696162b84daac739e06f2\n",
-      "mars - INFO   - 20210414.071328 - Requesting 40 fields\n",
-      "mars - INFO   - 20210414.071328 - Calling mars on 'marser', local port is 58560\n",
-      "mars - INFO   - 20210414.071328 - Server task is 704 [marser]\n",
-      "mars - INFO   - 20210414.071328 - Request cost: 40 fields, 5.05913 Mbytes online, nodes: mvr02 [marser]\n",
-      "mars - INFO   - 20210414.071328 - The efficiency of your requests in the last 12 hours is 100% [marser]\n",
-      "mars - INFO   - 20210414.071328 - Transfering 5304880 bytes\n",
-      "mars - INFO   - 20210414.071328 - ShToGridded: loading Legendre coefficients '/data/ec_coeff/mir/legendre/4/local-T255-GaussianN256-OPT4189816c2e.leg'\n",
-      "mars - INFO   - 20210414.071340 - 40 fields retrieved from 'marser'\n",
-      "mars - INFO   - 20210414.071340 - 40 fields have been interpolated\n",
-      "mars - INFO   - 20210414.071432 - Request time:  wall: 1 min 4 sec  cpu: 1 sec\n",
-      "mars - INFO   - 20210414.071432 -   Read from network: 5.06 Mbyte(s) in < 1 sec [265.06 Mbyte/sec]\n",
-      "mars - INFO   - 20210414.071432 -   Visiting marser: wall: 12 sec\n",
-      "mars - INFO   - 20210414.071432 -   Post-processing: wall: 11 sec\n",
-      "mars - INFO   - 20210414.071432 -   Writing to target file: 8.91 Kbyte(s) in 52 sec  [174.18 byte/sec]\n",
-      "mars - INFO   - 20210414.071432 - Memory used: 44.30 Mbyte(s)\n",
-      "mars - INFO   - 20210414.071432 - No errors reported\n",
-      "Process '['nice', 'mars', '/tmp/20210414-0710/b1/tmp-_marsl0iuOw.req']' finished\n",
-      "Calling 'nice grib_to_netcdf /data/scratch/20210414-0710/ef/_mars-webmars-public-svc-green-001-6fe5cac1a363ec1525f54343b6cc9fd8-06C7Rj.grib -o /data/scratch/20210414-0710/28/_grib2netcdf-webmars-public-svc-green-007-6fe5cac1a363ec1525f54343b6cc9fd8-tc_782.nc -utime'\n",
-      "grib_to_netcdf: Version 2.21.0\n",
-      "grib_to_netcdf: Processing input file '/data/scratch/20210414-0710/ef/_mars-webmars-public-svc-green-001-6fe5cac1a363ec1525f54343b6cc9fd8-06C7Rj.grib'.\n",
-      "grib_to_netcdf: Found 40 GRIB fields in 1 file.\n",
-      "grib_to_netcdf: Ignoring key(s): method, type, stream, refdate, hdate\n",
-      "grib_to_netcdf: Creating netCDF file '/data/scratch/20210414-0710/28/_grib2netcdf-webmars-public-svc-green-007-6fe5cac1a363ec1525f54343b6cc9fd8-tc_782.nc'\n",
-      "grib_to_netcdf: NetCDF library version: 4.3.3.1 of Dec 10 2015 16:44:18 $\n",
-      "grib_to_netcdf: Creating large (64 bit) file format.\n",
-      "grib_to_netcdf: Defining variable 't'.\n",
-      "grib_to_netcdf: Done.\n",
-      "Process '['nice', 'grib_to_netcdf', '/data/scratch/20210414-0710/ef/_mars-webmars-public-svc-green-001-6fe5cac1a363ec1525f54343b6cc9fd8-06C7Rj.grib', '-o', '/data/scratch/20210414-0710/28/_grib2netcdf-webmars-public-svc-green-007-6fe5cac1a363ec1525f54343b6cc9fd8-tc_782.nc', '-utime']' finished\n",
-      "2021-04-14 09:14:40 Request is complete\n",
-      "2021-04-14 09:14:40 Transfering 5.97656 Kbytes into data_interim.nc\n",
-      "2021-04-14 09:14:40 From https://stream.ecmwf.int/data/webmars-public-svc-green-007/data/scratch/20210414-0710/28/_grib2netcdf-webmars-public-svc-green-007-6fe5cac1a363ec1525f54343b6cc9fd8-tc_782.nc\n",
-      "2021-04-14 09:14:41 Transfer rate 22.9308 Kbytes/s\n",
-      "Progress: |██████████████████████████████████████████████████| 100.0% Complete\n",
-      "\n",
-      "Download ECMWF E data for period 2009-01-01 00:00:00 till 2009-01-10 00:00:00\n",
-      "Use API ECMWF to collect the data, please wait\n",
-      "2021-04-14 09:14:41 ECMWF API python library 1.6.1\n",
-      "2021-04-14 09:14:41 ECMWF API at https://api.ecmwf.int/v1\n",
-      "2021-04-14 09:14:41 Welcome Mostafa Farrag\n",
-      "2021-04-14 09:14:42 In case of problems, please check https://confluence.ecmwf.int/display/WEBAPI/Web+API+FAQ or contact servicedesk@ecmwf.int\n",
-      "2021-04-14 09:14:42 Request submitted\n",
-      "2021-04-14 09:14:42 Request id: 60769663d685a2045b9e06ec\n",
-      "2021-04-14 09:14:42 Request is submitted\n",
-      "2021-04-14 09:14:44 Request is active\n",
-      "Calling 'nice mars /tmp/20210414-0710/0b/tmp-_marsUrYh66.req'\n",
-      "mars - WARN -\n",
-      "mars - WARN - From 29 January 2019 10AM (UTC) MARS uses the interpolation\n",
-      "mars - WARN - provided by the MIR library. For more details, see\n",
-      "mars - WARN - https://confluence.ecmwf.int/display/UDOC/MARS+interpolation+with+MIR\n",
-      "mars - WARN -\n",
-      "MIR environment variables:\n",
-      "MIR_CACHE_PATH=/data/ec_coeff\n",
-      "mars - INFO   - 20210414.071444 - Welcome to MARS\n",
-      "mars - INFO   - 20210414.071444 - MARS Client bundle version: 6.28.6.1\n",
-      "mars - INFO   - 20210414.071444 - MARS Client package version: 6.28.6\n",
-      "mars - INFO   - 20210414.071444 - MARS Client build stamp: 20200717102127\n",
-      "mars - INFO   - 20210414.071444 - MIR version: 1.4.7\n",
-      "mars - INFO   - 20210414.071444 - Using ecCodes version 2.18.0\n",
-      "mars - INFO   - 20210414.071444 - Using odb_api version: 0.15.11 (file format version: 0.5)\n",
-      "mars - INFO   - 20210414.071444 - Using FDB5 version: 5.6.1\n",
-      "mars - INFO   - 20210414.071444 - Maximum retrieval size is 50.00 G\n",
-      "retrieve,stream=oper,area=4.75/-75.75/4.125/-74.625,levtype=sfc,param=182.128,padding=0,step=12,grid=0.125/0.125,expver=0001,time=00:00:00/12:00:00,date=2009-01-01 00:00:00/to/2009-01-10 00:00:00,type=fc,class=eimars - WARN   - 20210414.071444 - For full resolution grid, it is recommended to use RESOL=AV to prevent any truncation before transformation\n",
-      "mars - INFO   - 20210414.071444 - Automatic split by date is on\n",
-      "\n",
-      "mars - INFO   - 20210414.071444 - Processing request 1\n",
-      "sh: /usr/bin/mailx: No such file or directory\n",
-      "\n",
-      "RETRIEVE,\n",
-      "    CLASS      = EI,\n",
-      "    TYPE       = FC,\n",
-      "    STREAM     = OPER,\n",
-      "    EXPVER     = 0001,\n",
-      "    REPRES     = SH,\n",
-      "    LEVTYPE    = SFC,\n",
-      "    PARAM      = 182.128,\n",
-      "    TIME       = 0000/1200,\n",
-      "    STEP       = 12,\n",
-      "    DOMAIN     = G,\n",
-      "    RESOL      = AUTO,\n",
-      "    AREA       = 4.75/-75.75/4.125/-74.625,\n",
-      "    GRID       = 0.125/0.125,\n",
-      "    PADDING    = 0,\n",
-      "    DATE       = 20090101/20090102/20090103/20090104/20090105/20090106/20090107/20090108/20090109/20090110\n",
-      "\n",
-      "mars - INFO   - 20210414.071444 - Web API request id: 60769663d685a2045b9e06ec\n",
-      "mars - INFO   - 20210414.071444 - Requesting 20 fields\n",
-      "mars - INFO   - 20210414.071444 - Calling mars on 'marser', local port is 59438\n",
-      "mars - INFO   - 20210414.071444 - Server task is 286 [marser]\n",
-      "mars - INFO   - 20210414.071444 - Request cost: 20 fields, 3.40073 Mbytes online, nodes: mvr02 [marser]\n",
-      "mars - INFO   - 20210414.071444 - The efficiency of your requests in the last 12 hours is 100% [marser]\n",
-      "mars - INFO   - 20210414.071444 - Transfering 3565920 bytes\n",
-      "mars - INFO   - 20210414.071444 - 20 fields retrieved from 'marser'\n",
-      "mars - INFO   - 20210414.071444 - 20 fields have been interpolated\n",
-      "mars - INFO   - 20210414.071445 - Request time:  wall: 1 sec\n",
-      "mars - INFO   - 20210414.071445 -   Read from network: 3.40 Mbyte(s) in < 1 sec [273.06 Mbyte/sec]\n",
-      "mars - INFO   - 20210414.071445 -   Writing to target file: 4.45 Kbyte(s) in < 1 sec [41.17 Kbyte/sec]\n",
-      "mars - INFO   - 20210414.071445 - Memory used: 36.57 Mbyte(s)\n",
-      "mars - INFO   - 20210414.071445 - No errors reported\n",
-      "Process '['nice', 'mars', '/tmp/20210414-0710/0b/tmp-_marsUrYh66.req']' finished\n",
-      "Calling 'nice grib_to_netcdf /data/scratch/20210414-0710/26/_mars-webmars-public-svc-green-003-6fe5cac1a363ec1525f54343b6cc9fd8-JfoG3r.grib -o /data/scratch/20210414-0710/7a/_grib2netcdf-webmars-public-svc-green-006-6fe5cac1a363ec1525f54343b6cc9fd8-hKn4GP.nc -utime'\n",
-      "grib_to_netcdf: Version 2.21.0\n",
-      "grib_to_netcdf: Processing input file '/data/scratch/20210414-0710/26/_mars-webmars-public-svc-green-003-6fe5cac1a363ec1525f54343b6cc9fd8-JfoG3r.grib'.\n",
-      "grib_to_netcdf: Found 20 GRIB fields in 1 file.\n",
-      "grib_to_netcdf: Ignoring key(s): method, type, stream, refdate, hdate\n",
-      "grib_to_netcdf: Creating netCDF file '/data/scratch/20210414-0710/7a/_grib2netcdf-webmars-public-svc-green-006-6fe5cac1a363ec1525f54343b6cc9fd8-hKn4GP.nc'\n",
-      "grib_to_netcdf: NetCDF library version: 4.3.3.1 of Dec 10 2015 16:44:18 $\n",
-      "grib_to_netcdf: Creating large (64 bit) file format.\n",
-      "grib_to_netcdf: Defining variable 'e'.\n",
-      "grib_to_netcdf: Done.\n",
-      "Process '['nice', 'grib_to_netcdf', '/data/scratch/20210414-0710/26/_mars-webmars-public-svc-green-003-6fe5cac1a363ec1525f54343b6cc9fd8-JfoG3r.grib', '-o', '/data/scratch/20210414-0710/7a/_grib2netcdf-webmars-public-svc-green-006-6fe5cac1a363ec1525f54343b6cc9fd8-hKn4GP.nc', '-utime']' finished\n",
-      "2021-04-14 09:14:49 Request is complete\n",
-      "2021-04-14 09:14:49 Transfering 3.60156 Kbytes into data_interim.nc\n",
-      "2021-04-14 09:14:49 From https://stream.ecmwf.int/data/webmars-public-svc-green-006/data/scratch/20210414-0710/7a/_grib2netcdf-webmars-public-svc-green-006-6fe5cac1a363ec1525f54343b6cc9fd8-hKn4GP.nc\n",
-      "2021-04-14 09:14:49 Transfer rate 16.9291 Kbytes/s\n",
-      "Progress: |██████████████████████████████████████████████████| 100.0% Complete\n"
-     ]
-    }
-   ],
-   "source": [
-    "Coello = ECMWF(start=start_date, end=end_date, time=temporal_resolution,\n",
-    "            lat_lim=lat, lon_lim=lon, path=path, variables=variables)\n",
-    "\n",
-    "Coello.download(Waitbar=1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "195e57ae-6345-45a4-a461-865734bafd73",
-   "metadata": {},
-   "source": [
-    "## CHIRPS"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "358e0726-28fb-4200-9674-9d0754b308cd",
-   "metadata": {},
-   "source": [
-    "Using the same inputs (period and extent) CHRIPS data does not deen any registration"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "bf101450-3e00-4572-a50c-673a267996c7",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from earth2observe.chirps import CHIRPS"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "e9ab20a1-786f-4692-913e-94f2f85b0281",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Progress: |██████████████████████████████████████████████████| 100.0% Complete\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "True"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "Coello = CHIRPS(start=start_date, end=end_date, time=temporal_resolution,\n",
-    "                lat_lim=lat, lon_lim=lon, path=path)\n",
-    "Coello.Download()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "2a2dbda9-82f9-44c3-9d0f-c9b330ae880a",
-   "metadata": {},
-   "source": [
-    "### Parallel download\n",
-    "- As the CHRIPS data are downloaded directly from ftp server, so several downloads can be done at the same time\n",
-    "- to choose how many cores to be used in the parallelization, you have to provide the parameter `core`\n",
-    "- there is no indication bar in case of parallel downloads"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "9d0cfa73-938e-4334-b8cf-9ebc50ddaa81",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "Coello.Download(cores=4)"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "name": "pycharm-e2d4c152",
-   "language": "python",
-   "display_name": "PyCharm (pythonProject)"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.8.8"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
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diff --git a/examples/data/ecmwf/data_interim.nc.aux.xml b/examples/data/ecmwf/data_interim.nc.aux.xml
deleted file mode 100644
index f52faee..0000000
--- a/examples/data/ecmwf/data_interim.nc.aux.xml
+++ /dev/null
@@ -1,56 +0,0 @@
-<PAMDataset>
-  <PAMRasterBand band="1">
-    <Histograms>
-      <HistItem>
-        <HistMin>2927.024999999818</HistMin>
-        <HistMax>11951.97500000002</HistMax>
-        <BucketCount>60</BucketCount>
-        <IncludeOutOfRange>0</IncludeOutOfRange>
-        <Approximate>0</Approximate>
-        <HistCounts>1|0|0|0|2|1|2|0|0|0|0|0|0|0|0|0|0|1|0|0|1|0|0|1|1|1|0|2|1|2|2|2|2|0|0|0|0|2|3|2|3|1|1|0|2|4|1|1|3|3|1|3|1|1|2|1|1|1|0|1</HistCounts>
-      </HistItem>
-    </Histograms>
-    <Metadata>
-      <MDI key="STATISTICS_MAXIMUM">11878</MDI>
-      <MDI key="STATISTICS_MEAN">8578.0333333333</MDI>
-      <MDI key="STATISTICS_MINIMUM">3001</MDI>
-      <MDI key="STATISTICS_STDDEV">2229.0031999877</MDI>
-    </Metadata>
-  </PAMRasterBand>
-  <PAMRasterBand band="2">
-    <Histograms>
-      <HistItem>
-        <HistMin>-15031.54999999978</HistMin>
-        <HistMax>-4594.449999999837</HistMax>
-        <BucketCount>60</BucketCount>
-        <IncludeOutOfRange>0</IncludeOutOfRange>
-        <Approximate>0</Approximate>
-        <HistCounts>1|0|1|2|2|1|3|2|2|2|2|0|2|1|0|3|1|0|2|0|3|0|1|1|2|2|0|0|0|0|0|0|2|3|1|0|0|0|0|0|0|0|5|1|0|0|0|0|0|0|4|2|0|2|1|0|1|0|1|1</HistCounts>
-      </HistItem>
-    </Histograms>
-    <Metadata>
-      <MDI key="STATISTICS_MAXIMUM">-4680</MDI>
-      <MDI key="STATISTICS_MEAN">-10509.45</MDI>
-      <MDI key="STATISTICS_MINIMUM">-14946</MDI>
-      <MDI key="STATISTICS_STDDEV">3127.8967929745</MDI>
-    </Metadata>
-  </PAMRasterBand>
-  <PAMRasterBand band="3">
-    <Histograms>
-      <HistItem>
-        <HistMin>-24705.23333333354</HistMin>
-        <HistMax>-4302.766666666692</HistMax>
-        <BucketCount>60</BucketCount>
-        <IncludeOutOfRange>0</IncludeOutOfRange>
-        <Approximate>0</Approximate>
-        <HistCounts>1|0|1|1|0|2|1|1|3|1|1|3|1|2|1|1|2|0|1|2|1|2|0|0|2|2|0|2|0|1|1|2|0|1|1|0|1|2|2|0|2|1|0|1|2|1|1|0|1|1|0|1|0|2|0|0|0|1|0|1</HistCounts>
-      </HistItem>
-    </Histograms>
-    <Metadata>
-      <MDI key="STATISTICS_MAXIMUM">-4470</MDI>
-      <MDI key="STATISTICS_MEAN">-15696.383333333</MDI>
-      <MDI key="STATISTICS_MINIMUM">-24538</MDI>
-      <MDI key="STATISTICS_STDDEV">5399.3462693542</MDI>
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-  </PAMRasterBand>
-</PAMDataset>

From 2238b6066b4216f0295ac7230e9e1f0bc4b2f32c Mon Sep 17 00:00:00 2001
From: Mostafa Farrag <moah.farag@gmail.com>
Date: Mon, 26 Dec 2022 01:40:06 +0100
Subject: [PATCH 15/15] merge conflict

---
 examples/ecmwf_data.py | 7 -------
 1 file changed, 7 deletions(-)

diff --git a/examples/ecmwf_data.py b/examples/ecmwf_data.py
index ab23794..9440ea0 100644
--- a/examples/ecmwf_data.py
+++ b/examples/ecmwf_data.py
@@ -4,18 +4,12 @@
 
 2 - Install ECMWF key (instruction are here https://confluence.ecmwf.int/display/WEBAPI/Access+ECMWF+Public+Datasets#AccessECMWFPublicDatasets-key)
 """
-<<<<<<< HEAD:examples/ecmwf_data.py
 import os
 
 from earth2observe.ecmwf import ECMWF, Variables
 
 rpath = os.getcwd()
 path = rf"{rpath}\examples\data\ecmwf"
-
-=======
-from earth2observe.chirps import CHIRPS
-from earth2observe.ecmwf import ECMWF, Variables
-
 #%% precipitation
 start = "2009-01-01"
 end = "2009-01-10"
@@ -29,7 +23,6 @@
 Vars = Variables("daily")
 Vars.__str__()
 #%% Temperature
->>>>>>> main:examples/download_satellite_data.py
 start = "2009-01-01"
 end = "2009-02-01"
 time = "daily"