diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..3d3c2df
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,4 @@
+.idea
+.venv
+.env
+dist
\ No newline at end of file
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..5b22c7a
--- /dev/null
+++ b/README.md
@@ -0,0 +1,22 @@
+# How to use
+This project can be run via:
+
+`poetry run create_report`
+
+provided the appropriate environment variables are set in a `.env` file.
+
+Alternatively, the project can also be built into a package and the package file installed in another machine:
+
+```
+poetry build
+# distribute package file to another machine
+pip install dist/create_report*.whl
+create_report
+```
+
+Another way, is to run directly from git using pipx. This is useful for usage in pipelines:
+
+```
+pipx run --spec git+https:// create_report
+```
+
diff --git a/env.sample b/env.sample
new file mode 100644
index 0000000..2c0bf82
--- /dev/null
+++ b/env.sample
@@ -0,0 +1,31 @@
+REPORTING_SQL_SERVER=127.0.0.1
+REPORTING_SQL_PORT=3306
+REPORTING_SQL_DATABASE=myreportingdatabase
+REPORTING_SQL_USERNAME=
+REPORTING_SQL_PASSWORD=
+REPORTING_SQL_TABLENAME=auldata_lake
+
+AUDIT_MONGO_SERVER=127.0.0.1:27018
+AUDIT_MONGO_REPLICASET=rs4
+AUDIT_MONGO_USERNAME=
+AUDIT_MONGO_PASSWORD=
+AUDIT_MONGO_DATABASE=mydb
+AUDIT_MONGO_COLLECTION=myauditcollection
+
+ARC_MONGO_SERVER_A=127.0.0.1:27017
+ARC_MONGO_REPLICASET_A=rs0
+ARC_MONGO_SERVER_B=127.0.0.1:27017
+ARC_MONGO_REPLICASET_B=rs1
+ARC_MONGO_SERVER_C=127.0.0.1:27017
+ARC_MONGO_REPLICASET_C=rs2
+ARC_MONGO_USERNAME=
+ARC_MONGO_PASSWORD=
+ARC_MONGO_DATABASE=mydb
+ARC_MONGO_COLLECTION=mycollection
+ARC_MONGO_AUTH_MECHANISM=SCRAM-SHA-1
+ARC_MONGO_AUTH_SOURCE=admin
+ARC_MONGO_AUTH_DATABASE=admin
+ARC_MONGO_READ_PREFERENCE=secondary
+
+OFFER_NAME=MYOFFERNAME
+LOG_LEVEL=DEBUG
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..a21a08a
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,678 @@
+# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
+
+[[package]]
+name = "black"
+version = "23.7.0"
+description = "The uncompromising code formatter."
+optional = false
+python-versions = ">=3.8"
+files = [
+ {file = "black-23.7.0-cp310-cp310-macosx_10_16_arm64.whl", hash = "sha256:5c4bc552ab52f6c1c506ccae05681fab58c3f72d59ae6e6639e8885e94fe2587"},
+ {file = "black-23.7.0-cp310-cp310-macosx_10_16_universal2.whl", hash = "sha256:552513d5cd5694590d7ef6f46e1767a4df9af168d449ff767b13b084c020e63f"},
+ {file = "black-23.7.0-cp310-cp310-macosx_10_16_x86_64.whl", hash = "sha256:86cee259349b4448adb4ef9b204bb4467aae74a386bce85d56ba4f5dc0da27be"},
+ {file = "black-23.7.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:501387a9edcb75d7ae8a4412bb8749900386eaef258f1aefab18adddea1936bc"},
+ {file = "black-23.7.0-cp310-cp310-win_amd64.whl", hash = "sha256:fb074d8b213749fa1d077d630db0d5f8cc3b2ae63587ad4116e8a436e9bbe995"},
+ {file = "black-23.7.0-cp311-cp311-macosx_10_16_arm64.whl", hash = "sha256:b5b0ee6d96b345a8b420100b7d71ebfdd19fab5e8301aff48ec270042cd40ac2"},
+ {file = "black-23.7.0-cp311-cp311-macosx_10_16_universal2.whl", hash = "sha256:893695a76b140881531062d48476ebe4a48f5d1e9388177e175d76234ca247cd"},
+ {file = "black-23.7.0-cp311-cp311-macosx_10_16_x86_64.whl", hash = "sha256:c333286dc3ddca6fdff74670b911cccedacb4ef0a60b34e491b8a67c833b343a"},
+ {file = "black-23.7.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:831d8f54c3a8c8cf55f64d0422ee875eecac26f5f649fb6c1df65316b67c8926"},
+ {file = "black-23.7.0-cp311-cp311-win_amd64.whl", hash = "sha256:7f3bf2dec7d541b4619b8ce526bda74a6b0bffc480a163fed32eb8b3c9aed8ad"},
+ {file = "black-23.7.0-cp38-cp38-macosx_10_16_arm64.whl", hash = "sha256:f9062af71c59c004cd519e2fb8f5d25d39e46d3af011b41ab43b9c74e27e236f"},
+ {file = "black-23.7.0-cp38-cp38-macosx_10_16_universal2.whl", hash = "sha256:01ede61aac8c154b55f35301fac3e730baf0c9cf8120f65a9cd61a81cfb4a0c3"},
+ {file = "black-23.7.0-cp38-cp38-macosx_10_16_x86_64.whl", hash = "sha256:327a8c2550ddc573b51e2c352adb88143464bb9d92c10416feb86b0f5aee5ff6"},
+ {file = "black-23.7.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6d1c6022b86f83b632d06f2b02774134def5d4d4f1dac8bef16d90cda18ba28a"},
+ {file = "black-23.7.0-cp38-cp38-win_amd64.whl", hash = "sha256:27eb7a0c71604d5de083757fbdb245b1a4fae60e9596514c6ec497eb63f95320"},
+ {file = "black-23.7.0-cp39-cp39-macosx_10_16_arm64.whl", hash = "sha256:8417dbd2f57b5701492cd46edcecc4f9208dc75529bcf76c514864e48da867d9"},
+ {file = "black-23.7.0-cp39-cp39-macosx_10_16_universal2.whl", hash = "sha256:47e56d83aad53ca140da0af87678fb38e44fd6bc0af71eebab2d1f59b1acf1d3"},
+ {file = "black-23.7.0-cp39-cp39-macosx_10_16_x86_64.whl", hash = "sha256:25cc308838fe71f7065df53aedd20327969d05671bac95b38fdf37ebe70ac087"},
+ {file = "black-23.7.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:642496b675095d423f9b8448243336f8ec71c9d4d57ec17bf795b67f08132a91"},
+ {file = "black-23.7.0-cp39-cp39-win_amd64.whl", hash = "sha256:ad0014efc7acf0bd745792bd0d8857413652979200ab924fbf239062adc12491"},
+ {file = "black-23.7.0-py3-none-any.whl", hash = "sha256:9fd59d418c60c0348505f2ddf9609c1e1de8e7493eab96198fc89d9f865e7a96"},
+ {file = "black-23.7.0.tar.gz", hash = "sha256:022a582720b0d9480ed82576c920a8c1dde97cc38ff11d8d8859b3bd6ca9eedb"},
+]
+
+[package.dependencies]
+click = ">=8.0.0"
+mypy-extensions = ">=0.4.3"
+packaging = ">=22.0"
+pathspec = ">=0.9.0"
+platformdirs = ">=2"
+
+[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 = "click"
+version = "8.1.6"
+description = "Composable command line interface toolkit"
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "click-8.1.6-py3-none-any.whl", hash = "sha256:fa244bb30b3b5ee2cae3da8f55c9e5e0c0e86093306301fb418eb9dc40fbded5"},
+ {file = "click-8.1.6.tar.gz", hash = "sha256:48ee849951919527a045bfe3bf7baa8a959c423134e1a5b98c05c20ba75a1cbd"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[[package]]
+name = "colorama"
+version = "0.4.6"
+description = "Cross-platform colored terminal text."
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+files = [
+ {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
+ {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
+]
+
+[[package]]
+name = "dnspython"
+version = "2.4.1"
+description = "DNS toolkit"
+optional = false
+python-versions = ">=3.8,<4.0"
+files = [
+ {file = "dnspython-2.4.1-py3-none-any.whl", hash = "sha256:5b7488477388b8c0b70a8ce93b227c5603bc7b77f1565afe8e729c36c51447d7"},
+ {file = "dnspython-2.4.1.tar.gz", hash = "sha256:c33971c79af5be968bb897e95c2448e11a645ee84d93b265ce0b7aabe5dfdca8"},
+]
+
+[package.extras]
+dnssec = ["cryptography (>=2.6,<42.0)"]
+doh = ["h2 (>=4.1.0)", "httpcore (>=0.17.3)", "httpx (>=0.24.1)"]
+doq = ["aioquic (>=0.9.20)"]
+idna = ["idna (>=2.1,<4.0)"]
+trio = ["trio (>=0.14,<0.23)"]
+wmi = ["wmi (>=1.5.1,<2.0.0)"]
+
+[[package]]
+name = "greenlet"
+version = "2.0.2"
+description = "Lightweight in-process concurrent programming"
+optional = false
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
+files = [
+ {file = "greenlet-2.0.2-cp27-cp27m-macosx_10_14_x86_64.whl", hash = "sha256:bdfea8c661e80d3c1c99ad7c3ff74e6e87184895bbaca6ee8cc61209f8b9b85d"},
+ {file = "greenlet-2.0.2-cp27-cp27m-manylinux2010_x86_64.whl", hash = "sha256:9d14b83fab60d5e8abe587d51c75b252bcc21683f24699ada8fb275d7712f5a9"},
+ {file = "greenlet-2.0.2-cp27-cp27m-win32.whl", hash = "sha256:6c3acb79b0bfd4fe733dff8bc62695283b57949ebcca05ae5c129eb606ff2d74"},
+ {file = "greenlet-2.0.2-cp27-cp27m-win_amd64.whl", hash = "sha256:283737e0da3f08bd637b5ad058507e578dd462db259f7f6e4c5c365ba4ee9343"},
+ {file = "greenlet-2.0.2-cp27-cp27mu-manylinux2010_x86_64.whl", hash = "sha256:d27ec7509b9c18b6d73f2f5ede2622441de812e7b1a80bbd446cb0633bd3d5ae"},
+ {file = "greenlet-2.0.2-cp310-cp310-macosx_11_0_x86_64.whl", hash = "sha256:30bcf80dda7f15ac77ba5af2b961bdd9dbc77fd4ac6105cee85b0d0a5fcf74df"},
+ {file = "greenlet-2.0.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:26fbfce90728d82bc9e6c38ea4d038cba20b7faf8a0ca53a9c07b67318d46088"},
+ {file = "greenlet-2.0.2-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:9190f09060ea4debddd24665d6804b995a9c122ef5917ab26e1566dcc712ceeb"},
+ {file = "greenlet-2.0.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d75209eed723105f9596807495d58d10b3470fa6732dd6756595e89925ce2470"},
+ {file = "greenlet-2.0.2-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:3a51c9751078733d88e013587b108f1b7a1fb106d402fb390740f002b6f6551a"},
+ {file = "greenlet-2.0.2-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:76ae285c8104046b3a7f06b42f29c7b73f77683df18c49ab5af7983994c2dd91"},
+ {file = "greenlet-2.0.2-cp310-cp310-win_amd64.whl", hash = "sha256:2d4686f195e32d36b4d7cf2d166857dbd0ee9f3d20ae349b6bf8afc8485b3645"},
+ {file = "greenlet-2.0.2-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:c4302695ad8027363e96311df24ee28978162cdcdd2006476c43970b384a244c"},
+ {file = "greenlet-2.0.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c48f54ef8e05f04d6eff74b8233f6063cb1ed960243eacc474ee73a2ea8573ca"},
+ {file = "greenlet-2.0.2-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a1846f1b999e78e13837c93c778dcfc3365902cfb8d1bdb7dd73ead37059f0d0"},
+ {file = "greenlet-2.0.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3a06ad5312349fec0ab944664b01d26f8d1f05009566339ac6f63f56589bc1a2"},
+ {file = "greenlet-2.0.2-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:eff4eb9b7eb3e4d0cae3d28c283dc16d9bed6b193c2e1ace3ed86ce48ea8df19"},
+ {file = "greenlet-2.0.2-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:5454276c07d27a740c5892f4907c86327b632127dd9abec42ee62e12427ff7e3"},
+ {file = "greenlet-2.0.2-cp311-cp311-win_amd64.whl", hash = "sha256:7cafd1208fdbe93b67c7086876f061f660cfddc44f404279c1585bbf3cdc64c5"},
+ {file = "greenlet-2.0.2-cp35-cp35m-macosx_10_14_x86_64.whl", hash = "sha256:910841381caba4f744a44bf81bfd573c94e10b3045ee00de0cbf436fe50673a6"},
+ {file = "greenlet-2.0.2-cp35-cp35m-manylinux2010_x86_64.whl", hash = "sha256:18a7f18b82b52ee85322d7a7874e676f34ab319b9f8cce5de06067384aa8ff43"},
+ {file = "greenlet-2.0.2-cp35-cp35m-win32.whl", hash = "sha256:03a8f4f3430c3b3ff8d10a2a86028c660355ab637cee9333d63d66b56f09d52a"},
+ {file = "greenlet-2.0.2-cp35-cp35m-win_amd64.whl", hash = "sha256:4b58adb399c4d61d912c4c331984d60eb66565175cdf4a34792cd9600f21b394"},
+ {file = "greenlet-2.0.2-cp36-cp36m-macosx_10_14_x86_64.whl", hash = "sha256:703f18f3fda276b9a916f0934d2fb6d989bf0b4fb5a64825260eb9bfd52d78f0"},
+ {file = "greenlet-2.0.2-cp36-cp36m-manylinux2010_x86_64.whl", hash = "sha256:32e5b64b148966d9cccc2c8d35a671409e45f195864560829f395a54226408d3"},
+ {file = "greenlet-2.0.2-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2dd11f291565a81d71dab10b7033395b7a3a5456e637cf997a6f33ebdf06f8db"},
+ {file = "greenlet-2.0.2-cp36-cp36m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e0f72c9ddb8cd28532185f54cc1453f2c16fb417a08b53a855c4e6a418edd099"},
+ {file = "greenlet-2.0.2-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cd021c754b162c0fb55ad5d6b9d960db667faad0fa2ff25bb6e1301b0b6e6a75"},
+ {file = "greenlet-2.0.2-cp36-cp36m-musllinux_1_1_aarch64.whl", hash = "sha256:3c9b12575734155d0c09d6c3e10dbd81665d5c18e1a7c6597df72fd05990c8cf"},
+ {file = "greenlet-2.0.2-cp36-cp36m-musllinux_1_1_x86_64.whl", hash = "sha256:b9ec052b06a0524f0e35bd8790686a1da006bd911dd1ef7d50b77bfbad74e292"},
+ {file = "greenlet-2.0.2-cp36-cp36m-win32.whl", hash = "sha256:dbfcfc0218093a19c252ca8eb9aee3d29cfdcb586df21049b9d777fd32c14fd9"},
+ {file = "greenlet-2.0.2-cp36-cp36m-win_amd64.whl", hash = "sha256:9f35ec95538f50292f6d8f2c9c9f8a3c6540bbfec21c9e5b4b751e0a7c20864f"},
+ {file = "greenlet-2.0.2-cp37-cp37m-macosx_10_15_x86_64.whl", hash = "sha256:d5508f0b173e6aa47273bdc0a0b5ba055b59662ba7c7ee5119528f466585526b"},
+ {file = "greenlet-2.0.2-cp37-cp37m-manylinux2010_x86_64.whl", hash = "sha256:f82d4d717d8ef19188687aa32b8363e96062911e63ba22a0cff7802a8e58e5f1"},
+ {file = "greenlet-2.0.2-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c9c59a2120b55788e800d82dfa99b9e156ff8f2227f07c5e3012a45a399620b7"},
+ {file = "greenlet-2.0.2-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:2780572ec463d44c1d3ae850239508dbeb9fed38e294c68d19a24d925d9223ca"},
+ {file = "greenlet-2.0.2-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:937e9020b514ceedb9c830c55d5c9872abc90f4b5862f89c0887033ae33c6f73"},
+ {file = "greenlet-2.0.2-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:36abbf031e1c0f79dd5d596bfaf8e921c41df2bdf54ee1eed921ce1f52999a86"},
+ {file = "greenlet-2.0.2-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:18e98fb3de7dba1c0a852731c3070cf022d14f0d68b4c87a19cc1016f3bb8b33"},
+ {file = "greenlet-2.0.2-cp37-cp37m-win32.whl", hash = "sha256:3f6ea9bd35eb450837a3d80e77b517ea5bc56b4647f5502cd28de13675ee12f7"},
+ {file = "greenlet-2.0.2-cp37-cp37m-win_amd64.whl", hash = "sha256:7492e2b7bd7c9b9916388d9df23fa49d9b88ac0640db0a5b4ecc2b653bf451e3"},
+ {file = "greenlet-2.0.2-cp38-cp38-macosx_10_15_x86_64.whl", hash = "sha256:b864ba53912b6c3ab6bcb2beb19f19edd01a6bfcbdfe1f37ddd1778abfe75a30"},
+ {file = "greenlet-2.0.2-cp38-cp38-manylinux2010_x86_64.whl", hash = "sha256:ba2956617f1c42598a308a84c6cf021a90ff3862eddafd20c3333d50f0edb45b"},
+ {file = "greenlet-2.0.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fc3a569657468b6f3fb60587e48356fe512c1754ca05a564f11366ac9e306526"},
+ {file = "greenlet-2.0.2-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8eab883b3b2a38cc1e050819ef06a7e6344d4a990d24d45bc6f2cf959045a45b"},
+ {file = "greenlet-2.0.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:acd2162a36d3de67ee896c43effcd5ee3de247eb00354db411feb025aa319857"},
+ {file = "greenlet-2.0.2-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:0bf60faf0bc2468089bdc5edd10555bab6e85152191df713e2ab1fcc86382b5a"},
+ {file = "greenlet-2.0.2-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:b0ef99cdbe2b682b9ccbb964743a6aca37905fda5e0452e5ee239b1654d37f2a"},
+ {file = "greenlet-2.0.2-cp38-cp38-win32.whl", hash = "sha256:b80f600eddddce72320dbbc8e3784d16bd3fb7b517e82476d8da921f27d4b249"},
+ {file = "greenlet-2.0.2-cp38-cp38-win_amd64.whl", hash = "sha256:4d2e11331fc0c02b6e84b0d28ece3a36e0548ee1a1ce9ddde03752d9b79bba40"},
+ {file = "greenlet-2.0.2-cp39-cp39-macosx_11_0_x86_64.whl", hash = "sha256:88d9ab96491d38a5ab7c56dd7a3cc37d83336ecc564e4e8816dbed12e5aaefc8"},
+ {file = "greenlet-2.0.2-cp39-cp39-manylinux2010_x86_64.whl", hash = "sha256:561091a7be172ab497a3527602d467e2b3fbe75f9e783d8b8ce403fa414f71a6"},
+ {file = "greenlet-2.0.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:971ce5e14dc5e73715755d0ca2975ac88cfdaefcaab078a284fea6cfabf866df"},
+ {file = "greenlet-2.0.2-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:be4ed120b52ae4d974aa40215fcdfde9194d63541c7ded40ee12eb4dda57b76b"},
+ {file = "greenlet-2.0.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:94c817e84245513926588caf1152e3b559ff794d505555211ca041f032abbb6b"},
+ {file = "greenlet-2.0.2-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:1a819eef4b0e0b96bb0d98d797bef17dc1b4a10e8d7446be32d1da33e095dbb8"},
+ {file = "greenlet-2.0.2-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:7efde645ca1cc441d6dc4b48c0f7101e8d86b54c8530141b09fd31cef5149ec9"},
+ {file = "greenlet-2.0.2-cp39-cp39-win32.whl", hash = "sha256:ea9872c80c132f4663822dd2a08d404073a5a9b5ba6155bea72fb2a79d1093b5"},
+ {file = "greenlet-2.0.2-cp39-cp39-win_amd64.whl", hash = "sha256:db1a39669102a1d8d12b57de2bb7e2ec9066a6f2b3da35ae511ff93b01b5d564"},
+ {file = "greenlet-2.0.2.tar.gz", hash = "sha256:e7c8dc13af7db097bed64a051d2dd49e9f0af495c26995c00a9ee842690d34c0"},
+]
+
+[package.extras]
+docs = ["Sphinx", "docutils (<0.18)"]
+test = ["objgraph", "psutil"]
+
+[[package]]
+name = "iniconfig"
+version = "2.0.0"
+description = "brain-dead simple config-ini parsing"
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
+ {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
+]
+
+[[package]]
+name = "mypy-extensions"
+version = "1.0.0"
+description = "Type system extensions for programs checked with the mypy type checker."
+optional = false
+python-versions = ">=3.5"
+files = [
+ {file = "mypy_extensions-1.0.0-py3-none-any.whl", hash = "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d"},
+ {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
+]
+
+[[package]]
+name = "numpy"
+version = "1.25.2"
+description = "Fundamental package for array computing in Python"
+optional = false
+python-versions = ">=3.9"
+files = [
+ {file = "numpy-1.25.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:db3ccc4e37a6873045580d413fe79b68e47a681af8db2e046f1dacfa11f86eb3"},
+ {file = "numpy-1.25.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:90319e4f002795ccfc9050110bbbaa16c944b1c37c0baeea43c5fb881693ae1f"},
+ {file = "numpy-1.25.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:dfe4a913e29b418d096e696ddd422d8a5d13ffba4ea91f9f60440a3b759b0187"},
+ {file = "numpy-1.25.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f08f2e037bba04e707eebf4bc934f1972a315c883a9e0ebfa8a7756eabf9e357"},
+ {file = "numpy-1.25.2-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:bec1e7213c7cb00d67093247f8c4db156fd03075f49876957dca4711306d39c9"},
+ {file = "numpy-1.25.2-cp310-cp310-win32.whl", hash = "sha256:7dc869c0c75988e1c693d0e2d5b26034644399dd929bc049db55395b1379e044"},
+ {file = "numpy-1.25.2-cp310-cp310-win_amd64.whl", hash = "sha256:834b386f2b8210dca38c71a6e0f4fd6922f7d3fcff935dbe3a570945acb1b545"},
+ {file = "numpy-1.25.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:c5462d19336db4560041517dbb7759c21d181a67cb01b36ca109b2ae37d32418"},
+ {file = "numpy-1.25.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:c5652ea24d33585ea39eb6a6a15dac87a1206a692719ff45d53c5282e66d4a8f"},
+ {file = "numpy-1.25.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0d60fbae8e0019865fc4784745814cff1c421df5afee233db6d88ab4f14655a2"},
+ {file = "numpy-1.25.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:60e7f0f7f6d0eee8364b9a6304c2845b9c491ac706048c7e8cf47b83123b8dbf"},
+ {file = "numpy-1.25.2-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:bb33d5a1cf360304754913a350edda36d5b8c5331a8237268c48f91253c3a364"},
+ {file = "numpy-1.25.2-cp311-cp311-win32.whl", hash = "sha256:5883c06bb92f2e6c8181df7b39971a5fb436288db58b5a1c3967702d4278691d"},
+ {file = "numpy-1.25.2-cp311-cp311-win_amd64.whl", hash = "sha256:5c97325a0ba6f9d041feb9390924614b60b99209a71a69c876f71052521d42a4"},
+ {file = "numpy-1.25.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:b79e513d7aac42ae918db3ad1341a015488530d0bb2a6abcbdd10a3a829ccfd3"},
+ {file = "numpy-1.25.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:eb942bfb6f84df5ce05dbf4b46673ffed0d3da59f13635ea9b926af3deb76926"},
+ {file = "numpy-1.25.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3e0746410e73384e70d286f93abf2520035250aad8c5714240b0492a7302fdca"},
+ {file = "numpy-1.25.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d7806500e4f5bdd04095e849265e55de20d8cc4b661b038957354327f6d9b295"},
+ {file = "numpy-1.25.2-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:8b77775f4b7df768967a7c8b3567e309f617dd5e99aeb886fa14dc1a0791141f"},
+ {file = "numpy-1.25.2-cp39-cp39-win32.whl", hash = "sha256:2792d23d62ec51e50ce4d4b7d73de8f67a2fd3ea710dcbc8563a51a03fb07b01"},
+ {file = "numpy-1.25.2-cp39-cp39-win_amd64.whl", hash = "sha256:76b4115d42a7dfc5d485d358728cdd8719be33cc5ec6ec08632a5d6fca2ed380"},
+ {file = "numpy-1.25.2-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:1a1329e26f46230bf77b02cc19e900db9b52f398d6722ca853349a782d4cff55"},
+ {file = "numpy-1.25.2-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4c3abc71e8b6edba80a01a52e66d83c5d14433cbcd26a40c329ec7ed09f37901"},
+ {file = "numpy-1.25.2-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:1b9735c27cea5d995496f46a8b1cd7b408b3f34b6d50459d9ac8fe3a20cc17bf"},
+ {file = "numpy-1.25.2.tar.gz", hash = "sha256:fd608e19c8d7c55021dffd43bfe5492fab8cc105cc8986f813f8c3c048b38760"},
+]
+
+[[package]]
+name = "packaging"
+version = "23.1"
+description = "Core utilities for Python packages"
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "packaging-23.1-py3-none-any.whl", hash = "sha256:994793af429502c4ea2ebf6bf664629d07c1a9fe974af92966e4b8d2df7edc61"},
+ {file = "packaging-23.1.tar.gz", hash = "sha256:a392980d2b6cffa644431898be54b0045151319d1e7ec34f0cfed48767dd334f"},
+]
+
+[[package]]
+name = "pandas"
+version = "2.0.3"
+description = "Powerful data structures for data analysis, time series, and statistics"
+optional = false
+python-versions = ">=3.8"
+files = [
+ {file = "pandas-2.0.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e4c7c9f27a4185304c7caf96dc7d91bc60bc162221152de697c98eb0b2648dd8"},
+ {file = "pandas-2.0.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f167beed68918d62bffb6ec64f2e1d8a7d297a038f86d4aed056b9493fca407f"},
+ {file = "pandas-2.0.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ce0c6f76a0f1ba361551f3e6dceaff06bde7514a374aa43e33b588ec10420183"},
+ {file = "pandas-2.0.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba619e410a21d8c387a1ea6e8a0e49bb42216474436245718d7f2e88a2f8d7c0"},
+ {file = "pandas-2.0.3-cp310-cp310-win32.whl", hash = "sha256:3ef285093b4fe5058eefd756100a367f27029913760773c8bf1d2d8bebe5d210"},
+ {file = "pandas-2.0.3-cp310-cp310-win_amd64.whl", hash = "sha256:9ee1a69328d5c36c98d8e74db06f4ad518a1840e8ccb94a4ba86920986bb617e"},
+ {file = "pandas-2.0.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:b084b91d8d66ab19f5bb3256cbd5ea661848338301940e17f4492b2ce0801fe8"},
+ {file = "pandas-2.0.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:37673e3bdf1551b95bf5d4ce372b37770f9529743d2498032439371fc7b7eb26"},
+ {file = "pandas-2.0.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b9cb1e14fdb546396b7e1b923ffaeeac24e4cedd14266c3497216dd4448e4f2d"},
+ {file = "pandas-2.0.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d9cd88488cceb7635aebb84809d087468eb33551097d600c6dad13602029c2df"},
+ {file = "pandas-2.0.3-cp311-cp311-win32.whl", hash = "sha256:694888a81198786f0e164ee3a581df7d505024fbb1f15202fc7db88a71d84ebd"},
+ {file = "pandas-2.0.3-cp311-cp311-win_amd64.whl", hash = "sha256:6a21ab5c89dcbd57f78d0ae16630b090eec626360085a4148693def5452d8a6b"},
+ {file = "pandas-2.0.3-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:9e4da0d45e7f34c069fe4d522359df7d23badf83abc1d1cef398895822d11061"},
+ {file = "pandas-2.0.3-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:32fca2ee1b0d93dd71d979726b12b61faa06aeb93cf77468776287f41ff8fdc5"},
+ {file = "pandas-2.0.3-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:258d3624b3ae734490e4d63c430256e716f488c4fcb7c8e9bde2d3aa46c29089"},
+ {file = "pandas-2.0.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9eae3dc34fa1aa7772dd3fc60270d13ced7346fcbcfee017d3132ec625e23bb0"},
+ {file = "pandas-2.0.3-cp38-cp38-win32.whl", hash = "sha256:f3421a7afb1a43f7e38e82e844e2bca9a6d793d66c1a7f9f0ff39a795bbc5e02"},
+ {file = "pandas-2.0.3-cp38-cp38-win_amd64.whl", hash = "sha256:69d7f3884c95da3a31ef82b7618af5710dba95bb885ffab339aad925c3e8ce78"},
+ {file = "pandas-2.0.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:5247fb1ba347c1261cbbf0fcfba4a3121fbb4029d95d9ef4dc45406620b25c8b"},
+ {file = "pandas-2.0.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:81af086f4543c9d8bb128328b5d32e9986e0c84d3ee673a2ac6fb57fd14f755e"},
+ {file = "pandas-2.0.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1994c789bf12a7c5098277fb43836ce090f1073858c10f9220998ac74f37c69b"},
+ {file = "pandas-2.0.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5ec591c48e29226bcbb316e0c1e9423622bc7a4eaf1ef7c3c9fa1a3981f89641"},
+ {file = "pandas-2.0.3-cp39-cp39-win32.whl", hash = "sha256:04dbdbaf2e4d46ca8da896e1805bc04eb85caa9a82e259e8eed00254d5e0c682"},
+ {file = "pandas-2.0.3-cp39-cp39-win_amd64.whl", hash = "sha256:1168574b036cd8b93abc746171c9b4f1b83467438a5e45909fed645cf8692dbc"},
+ {file = "pandas-2.0.3.tar.gz", hash = "sha256:c02f372a88e0d17f36d3093a644c73cfc1788e876a7c4bcb4020a77512e2043c"},
+]
+
+[package.dependencies]
+numpy = [
+ {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
+ {version = ">=1.23.2", markers = "python_version >= \"3.11\""},
+]
+python-dateutil = ">=2.8.2"
+pytz = ">=2020.1"
+tzdata = ">=2022.1"
+
+[package.extras]
+all = ["PyQt5 (>=5.15.1)", "SQLAlchemy (>=1.4.16)", "beautifulsoup4 (>=4.9.3)", "bottleneck (>=1.3.2)", "brotlipy (>=0.7.0)", "fastparquet (>=0.6.3)", "fsspec (>=2021.07.0)", "gcsfs (>=2021.07.0)", "html5lib (>=1.1)", "hypothesis (>=6.34.2)", "jinja2 (>=3.0.0)", "lxml (>=4.6.3)", "matplotlib (>=3.6.1)", "numba (>=0.53.1)", "numexpr (>=2.7.3)", "odfpy (>=1.4.1)", "openpyxl (>=3.0.7)", "pandas-gbq (>=0.15.0)", "psycopg2 (>=2.8.6)", "pyarrow (>=7.0.0)", "pymysql (>=1.0.2)", "pyreadstat (>=1.1.2)", "pytest (>=7.3.2)", "pytest-asyncio (>=0.17.0)", "pytest-xdist (>=2.2.0)", "python-snappy (>=0.6.0)", "pyxlsb (>=1.0.8)", "qtpy (>=2.2.0)", "s3fs (>=2021.08.0)", "scipy (>=1.7.1)", "tables (>=3.6.1)", "tabulate (>=0.8.9)", "xarray (>=0.21.0)", "xlrd (>=2.0.1)", "xlsxwriter (>=1.4.3)", "zstandard (>=0.15.2)"]
+aws = ["s3fs (>=2021.08.0)"]
+clipboard = ["PyQt5 (>=5.15.1)", "qtpy (>=2.2.0)"]
+compression = ["brotlipy (>=0.7.0)", "python-snappy (>=0.6.0)", "zstandard (>=0.15.2)"]
+computation = ["scipy (>=1.7.1)", "xarray (>=0.21.0)"]
+excel = ["odfpy (>=1.4.1)", "openpyxl (>=3.0.7)", "pyxlsb (>=1.0.8)", "xlrd (>=2.0.1)", "xlsxwriter (>=1.4.3)"]
+feather = ["pyarrow (>=7.0.0)"]
+fss = ["fsspec (>=2021.07.0)"]
+gcp = ["gcsfs (>=2021.07.0)", "pandas-gbq (>=0.15.0)"]
+hdf5 = ["tables (>=3.6.1)"]
+html = ["beautifulsoup4 (>=4.9.3)", "html5lib (>=1.1)", "lxml (>=4.6.3)"]
+mysql = ["SQLAlchemy (>=1.4.16)", "pymysql (>=1.0.2)"]
+output-formatting = ["jinja2 (>=3.0.0)", "tabulate (>=0.8.9)"]
+parquet = ["pyarrow (>=7.0.0)"]
+performance = ["bottleneck (>=1.3.2)", "numba (>=0.53.1)", "numexpr (>=2.7.1)"]
+plot = ["matplotlib (>=3.6.1)"]
+postgresql = ["SQLAlchemy (>=1.4.16)", "psycopg2 (>=2.8.6)"]
+spss = ["pyreadstat (>=1.1.2)"]
+sql-other = ["SQLAlchemy (>=1.4.16)"]
+test = ["hypothesis (>=6.34.2)", "pytest (>=7.3.2)", "pytest-asyncio (>=0.17.0)", "pytest-xdist (>=2.2.0)"]
+xml = ["lxml (>=4.6.3)"]
+
+[[package]]
+name = "pathspec"
+version = "0.11.2"
+description = "Utility library for gitignore style pattern matching of file paths."
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "pathspec-0.11.2-py3-none-any.whl", hash = "sha256:1d6ed233af05e679efb96b1851550ea95bbb64b7c490b0f5aa52996c11e92a20"},
+ {file = "pathspec-0.11.2.tar.gz", hash = "sha256:e0d8d0ac2f12da61956eb2306b69f9469b42f4deb0f3cb6ed47b9cce9996ced3"},
+]
+
+[[package]]
+name = "platformdirs"
+version = "3.10.0"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "platformdirs-3.10.0-py3-none-any.whl", hash = "sha256:d7c24979f292f916dc9cbf8648319032f551ea8c49a4c9bf2fb556a02070ec1d"},
+ {file = "platformdirs-3.10.0.tar.gz", hash = "sha256:b45696dab2d7cc691a3226759c0d3b00c47c8b6e293d96f6436f733303f77f6d"},
+]
+
+[package.extras]
+docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.1)", "sphinx-autodoc-typehints (>=1.24)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)"]
+
+[[package]]
+name = "pluggy"
+version = "1.2.0"
+description = "plugin and hook calling mechanisms for python"
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "pluggy-1.2.0-py3-none-any.whl", hash = "sha256:c2fd55a7d7a3863cba1a013e4e2414658b1d07b6bc57b3919e0c63c9abb99849"},
+ {file = "pluggy-1.2.0.tar.gz", hash = "sha256:d12f0c4b579b15f5e054301bb226ee85eeeba08ffec228092f8defbaa3a4c4b3"},
+]
+
+[package.extras]
+dev = ["pre-commit", "tox"]
+testing = ["pytest", "pytest-benchmark"]
+
+[[package]]
+name = "pymongo"
+version = "4.4.1"
+description = "Python driver for MongoDB "
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "pymongo-4.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:bbdd6c719cc2ea440d7245ba71ecdda507275071753c6ffe9c8232647246f575"},
+ {file = "pymongo-4.4.1-cp310-cp310-manylinux1_i686.whl", hash = "sha256:a438508dd8007a4a724601c3790db46fe0edc3d7d172acafc5f148ceb4a07815"},
+ {file = "pymongo-4.4.1-cp310-cp310-manylinux2014_aarch64.whl", hash = "sha256:3a350d03959f9d5b7f2ea0621f5bb2eb3927b8fc1c4031d12cfd3949839d4f66"},
+ {file = "pymongo-4.4.1-cp310-cp310-manylinux2014_i686.whl", hash = "sha256:e6d5d2c97c35f83dc65ccd5d64c7ed16eba6d9403e3744e847aee648c432f0bb"},
+ {file = "pymongo-4.4.1-cp310-cp310-manylinux2014_ppc64le.whl", hash = "sha256:1944b16ffef3573ae064196460de43eb1c865a64fed23551b5eac1951d80acca"},
+ {file = "pymongo-4.4.1-cp310-cp310-manylinux2014_s390x.whl", hash = "sha256:912b0fdc16500125dc1837be8b13c99d6782d93d6cd099d0e090e2aca0b6d100"},
+ {file = "pymongo-4.4.1-cp310-cp310-manylinux2014_x86_64.whl", hash = "sha256:d1b1c8eb21de4cb5e296614e8b775d5ecf9c56b7d3c6000f4bfdb17f9e244e72"},
+ {file = "pymongo-4.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e3b508e0de613b906267f2c484cb5e9afd3a64680e1af23386ca8f99a29c6145"},
+ {file = "pymongo-4.4.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f41feb8cf429799ac43ed34504839954aa7d907f8bd9ecb52ed5ff0d2ea84245"},
+ {file = "pymongo-4.4.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:1897123c4bede1af0c264a3bc389a2505bae50d85e4f211288d352928c02d017"},
+ {file = "pymongo-4.4.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b4c4bcd285bf0f5272d50628e4ea3989738e3af1251b2dd7bf50da2d593f3a56"},
+ {file = "pymongo-4.4.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:995b868ccc9df8d36cb28142363e3911846fe9f43348d942951f60cdd7f62224"},
+ {file = "pymongo-4.4.1-cp310-cp310-win32.whl", hash = "sha256:a5198beca36778f19a98b56f541a0529502046bc867b352dda5b6322e1ddc4fd"},
+ {file = "pymongo-4.4.1-cp310-cp310-win_amd64.whl", hash = "sha256:a86d20210c9805a032cda14225087ec483613aff0955327c7871a3c980562c5b"},
+ {file = "pymongo-4.4.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:5a2a1da505ea78787b0382c92dc21a45d19918014394b220c4734857e9c73694"},
+ {file = "pymongo-4.4.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:35545583396684ea70a0b005034a469bf3f447732396e5b3d50bec94890b8d5c"},
+ {file = "pymongo-4.4.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5248fdf7244a5e976279fe154d116c73f6206e0be71074ea9d9b1e73b5893dd5"},
+ {file = "pymongo-4.4.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:44381b817eeb47a41bbfbd279594a7fb21017e0e3e15550eb0fd3758333097f3"},
+ {file = "pymongo-4.4.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3f0bd25de90b804cc95e548f55f430df2b47f242a4d7bbce486db62f3b3c981f"},
+ {file = "pymongo-4.4.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d67f4029c57b36a0278aeae044ce382752c078c7625cef71b5e2cf3e576961f9"},
+ {file = "pymongo-4.4.1-cp311-cp311-win32.whl", hash = "sha256:8082eef0d8c711c9c272906fa469965e52b44dbdb8a589b54857b1351dc2e511"},
+ {file = "pymongo-4.4.1-cp311-cp311-win_amd64.whl", hash = "sha256:980da627edc1275896d7d4670596433ec66e1f452ec244e07bbb2f91c955b581"},
+ {file = "pymongo-4.4.1-cp37-cp37m-macosx_10_6_intel.whl", hash = "sha256:6cf08997d3ecf9a1eabe12c35aa82a5c588f53fac054ed46fe5c16a0a20ea43d"},
+ {file = "pymongo-4.4.1-cp37-cp37m-manylinux1_i686.whl", hash = "sha256:a6750449759f0a83adc9df3a469483a8c3eef077490b76f30c03dc8f7a4b1d66"},
+ {file = "pymongo-4.4.1-cp37-cp37m-manylinux1_x86_64.whl", hash = "sha256:efa67f46c1678df541e8f41247d22430905f80a3296d9c914aaa793f2c9fa1db"},
+ {file = "pymongo-4.4.1-cp37-cp37m-manylinux2014_aarch64.whl", hash = "sha256:d9a5e16a32fb1000c72a8734ddd8ae291974deb5d38d40d1bdd01dbe4024eeb0"},
+ {file = "pymongo-4.4.1-cp37-cp37m-manylinux2014_i686.whl", hash = "sha256:36b0b06c6e830d190215fced82872e5fd8239771063afa206f9adc09574018a3"},
+ {file = "pymongo-4.4.1-cp37-cp37m-manylinux2014_ppc64le.whl", hash = "sha256:4ec9c6d4547c93cf39787c249969f7348ef6c4d36439af10d57b5ee65f3dfbf9"},
+ {file = "pymongo-4.4.1-cp37-cp37m-manylinux2014_s390x.whl", hash = "sha256:5368801ca6b66aacc5cc013258f11899cd6a4c3bb28cec435dd67f835905e9d2"},
+ {file = "pymongo-4.4.1-cp37-cp37m-manylinux2014_x86_64.whl", hash = "sha256:91848d555155ad4594de5e575b6452adc471bc7bc4b4d2b1f4f15a78a8af7843"},
+ {file = "pymongo-4.4.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e0f08a2dba1469252462c414b66cb416c7f7295f2c85e50f735122a251fcb131"},
+ {file = "pymongo-4.4.1-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:2fe4bbf2b2c91e4690b5658b0fbb98ca6e0a8fba9ececd65b4e7d2d1df3e9b01"},
+ {file = "pymongo-4.4.1-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:7e307d67641d0e2f7e7d6ee3dad880d090dace96cc1d95c99d15bd9f545a1168"},
+ {file = "pymongo-4.4.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9d43634594f2486cc9bb604a1dc0914234878c4faf6604574a25260cb2faaa06"},
+ {file = "pymongo-4.4.1-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ef0e3279e72cccc3dc7be75b12b1e54cc938d7ce13f5f22bea844b9d9d5fecd4"},
+ {file = "pymongo-4.4.1-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:05935f5a4bbae0a99482147588351b7b17999f4a4e6e55abfb74367ac58c0634"},
+ {file = "pymongo-4.4.1-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:854d92d2437e3496742e17342496e1f3d9efb22455501fd6010aa3658138e457"},
+ {file = "pymongo-4.4.1-cp37-cp37m-win32.whl", hash = "sha256:ddffc0c6d0e92cf43dc6c47639d1ef9ab3c280db2998a33dbb9953bd864841e1"},
+ {file = "pymongo-4.4.1-cp37-cp37m-win_amd64.whl", hash = "sha256:2259302d8ab51cd56c3d9d5cca325977e35a0bb3a15a297ec124d2da56c214f7"},
+ {file = "pymongo-4.4.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:262a4073d2ee0654f0314ef4d9aab1d8c13dc8dae5c102312e152c02bfa7bdb7"},
+ {file = "pymongo-4.4.1-cp38-cp38-manylinux1_i686.whl", hash = "sha256:022c91e2a41eefbcddc844c534520a13c6f613666c37b9fb9ed039eff47bd2e4"},
+ {file = "pymongo-4.4.1-cp38-cp38-manylinux1_x86_64.whl", hash = "sha256:a0d326c3ba989091026fbc4827638dc169abdbb0c0bbe593716921543f530af6"},
+ {file = "pymongo-4.4.1-cp38-cp38-manylinux2014_aarch64.whl", hash = "sha256:5a1e5b931bf729b2eacd720a0e40201c2d5ed0e2bada60863f19b069bb5016c4"},
+ {file = "pymongo-4.4.1-cp38-cp38-manylinux2014_i686.whl", hash = "sha256:54d0b8b6f2548e15b09232827d9ba8e03a599c9a30534f7f2c7bae79df2d1f91"},
+ {file = "pymongo-4.4.1-cp38-cp38-manylinux2014_ppc64le.whl", hash = "sha256:e426e213ab07a73f8759ab8d69e87d05d7a60b3ecbf7673965948dcf8ebc1c9f"},
+ {file = "pymongo-4.4.1-cp38-cp38-manylinux2014_s390x.whl", hash = "sha256:53831effe4dc0243231a944dfbd87896e42b1cf081776930de5cc74371405e3b"},
+ {file = "pymongo-4.4.1-cp38-cp38-manylinux2014_x86_64.whl", hash = "sha256:977c34b5b0b50bd169fbca1a4dd06fbfdfd8ac47734fdc3473532c10098e16ce"},
+ {file = "pymongo-4.4.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fab52db4d3aa3b73bcf920fb375dbea63bf0df0cb4bdb38c5a0a69e16568cc21"},
+ {file = "pymongo-4.4.1-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3bb935789276422d8875f051837356edfccdb886e673444d91e4941a8142bd48"},
+ {file = "pymongo-4.4.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9d45243ff4800320c842c45e01c91037e281840e8c6ed2949ed82a70f55c0e6a"},
+ {file = "pymongo-4.4.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:32d6d2b7e14bb6bc052f6cba0c1cf4d47a2b49c56ea1ed0f960a02bc9afaefb2"},
+ {file = "pymongo-4.4.1-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:85b92b3828b2c923ed448f820c147ee51fa4566e35c9bf88415586eb0192ced2"},
+ {file = "pymongo-4.4.1-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:3f345380f6d6d6d1dc6db9fa5c8480c439ea79553b71a2cbe3030a1f20676595"},
+ {file = "pymongo-4.4.1-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:0dcc64747b628a96bcfc6405c42acae3762c85d8ae8c1ce18834b8151cad7486"},
+ {file = "pymongo-4.4.1-cp38-cp38-win32.whl", hash = "sha256:ebe1683ec85d8bca389183d01ecf4640c797d6f22e6dac3453a6c492920d5ec3"},
+ {file = "pymongo-4.4.1-cp38-cp38-win_amd64.whl", hash = "sha256:58c492e28057838792bed67875f982ffbd3c9ceb67341cc03811859fddb8efbf"},
+ {file = "pymongo-4.4.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:aed21b3142311ad139629c4e101b54f25447ec40d6f42c72ad5c1a6f4f851f3a"},
+ {file = "pymongo-4.4.1-cp39-cp39-manylinux1_i686.whl", hash = "sha256:98764ae13de0ab80ba824ca0b84177006dec51f48dfb7c944d8fa78ab645c67f"},
+ {file = "pymongo-4.4.1-cp39-cp39-manylinux1_x86_64.whl", hash = "sha256:7b7127bb35f10d974ec1bd5573389e99054c558b821c9f23bb8ff94e7ae6e612"},
+ {file = "pymongo-4.4.1-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:48409bac0f6a62825c306c9a124698df920afdc396132908a8e88b466925a248"},
+ {file = "pymongo-4.4.1-cp39-cp39-manylinux2014_i686.whl", hash = "sha256:55b6ebeeabe32a9d2e38eeb90f07c020cb91098b34b5fca42ff3991cb6e6e621"},
+ {file = "pymongo-4.4.1-cp39-cp39-manylinux2014_ppc64le.whl", hash = "sha256:4e6a70c9d437b043fb07eef1796060f476359e5b7d8e23baa49f1a70379d6543"},
+ {file = "pymongo-4.4.1-cp39-cp39-manylinux2014_s390x.whl", hash = "sha256:0bdbbcc1ef3a56347630c57eda5cd9536bdbdb82754b3108c66cbc51b5233dfb"},
+ {file = "pymongo-4.4.1-cp39-cp39-manylinux2014_x86_64.whl", hash = "sha256:04ec1c5451ad358fdbff28ddc6e8a3d1b5f62178d38cd08007a251bc3f59445a"},
+ {file = "pymongo-4.4.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0a7739bcebdbeb5648edb15af00fd38f2ab5de20851a1341d229494a638284cc"},
+ {file = "pymongo-4.4.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:02dba4ea2a6f22de4b50864d3957a0110b75d3eeb40aeab0b0ff64bcb5a063e6"},
+ {file = "pymongo-4.4.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:884a35c0740744a48f67210692841581ab83a4608d3a031e7125022989ef65f8"},
+ {file = "pymongo-4.4.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2aab6d1cff00d68212eca75d2260980202b14038d9298fed7d5c455fe3285c7c"},
+ {file = "pymongo-4.4.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ae1f85223193f249320f695eec4242cdcc311357f5f5064c2e72cfd18017e8ee"},
+ {file = "pymongo-4.4.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:b25d2ccdb2901655cc56c0fc978c5ddb35029c46bfd30d182d0e23fffd55b14b"},
+ {file = "pymongo-4.4.1-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:334d41649f157c56a47fb289bae3b647a867c1a74f5f3a8a371fb361580bd9d3"},
+ {file = "pymongo-4.4.1-cp39-cp39-win32.whl", hash = "sha256:c409e5888a94a3ff99783fffd9477128ffab8416e3f8b2c633993eecdcd5c267"},
+ {file = "pymongo-4.4.1-cp39-cp39-win_amd64.whl", hash = "sha256:3681caf37edbe05f72f0d351e4a6cb5874ec7ab5eeb99df3a277dbf110093739"},
+ {file = "pymongo-4.4.1.tar.gz", hash = "sha256:a4df87dbbd03ac6372d24f2a8054b4dc33de497d5227b50ec649f436ad574284"},
+]
+
+[package.dependencies]
+dnspython = ">=1.16.0,<3.0.0"
+
+[package.extras]
+aws = ["pymongo-auth-aws (<2.0.0)"]
+encryption = ["pymongo-auth-aws (<2.0.0)", "pymongocrypt (>=1.6.0,<2.0.0)"]
+gssapi = ["pykerberos"]
+ocsp = ["certifi", "pyopenssl (>=17.2.0)", "requests (<3.0.0)", "service-identity (>=18.1.0)"]
+snappy = ["python-snappy"]
+zstd = ["zstandard"]
+
+[[package]]
+name = "pymysql"
+version = "1.1.0"
+description = "Pure Python MySQL Driver"
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "PyMySQL-1.1.0-py3-none-any.whl", hash = "sha256:8969ec6d763c856f7073c4c64662882675702efcb114b4bcbb955aea3a069fa7"},
+ {file = "PyMySQL-1.1.0.tar.gz", hash = "sha256:4f13a7df8bf36a51e81dd9f3605fede45a4878fe02f9236349fd82a3f0612f96"},
+]
+
+[package.extras]
+ed25519 = ["PyNaCl (>=1.4.0)"]
+rsa = ["cryptography"]
+
+[[package]]
+name = "pytest"
+version = "7.4.0"
+description = "pytest: simple powerful testing with Python"
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "pytest-7.4.0-py3-none-any.whl", hash = "sha256:78bf16451a2eb8c7a2ea98e32dc119fd2aa758f1d5d66dbf0a59d69a3969df32"},
+ {file = "pytest-7.4.0.tar.gz", hash = "sha256:b4bf8c45bd59934ed84001ad51e11b4ee40d40a1229d2c79f9c592b0a3f6bd8a"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+iniconfig = "*"
+packaging = "*"
+pluggy = ">=0.12,<2.0"
+
+[package.extras]
+testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+
+[[package]]
+name = "pytest-env"
+version = "0.8.2"
+description = "py.test plugin that allows you to add environment variables."
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "pytest_env-0.8.2-py3-none-any.whl", hash = "sha256:5e533273f4d9e6a41c3a3120e0c7944aae5674fa773b329f00a5eb1f23c53a38"},
+ {file = "pytest_env-0.8.2.tar.gz", hash = "sha256:baed9b3b6bae77bd75b9238e0ed1ee6903a42806ae9d6aeffb8754cd5584d4ff"},
+]
+
+[package.dependencies]
+pytest = ">=7.3.1"
+
+[package.extras]
+test = ["coverage (>=7.2.7)", "pytest-mock (>=3.10)"]
+
+[[package]]
+name = "pytest-runner"
+version = "6.0.0"
+description = "Invoke py.test as distutils command with dependency resolution"
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "pytest-runner-6.0.0.tar.gz", hash = "sha256:b4d85362ed29b4c348678de797df438f0f0509497ddb8c647096c02a6d87b685"},
+ {file = "pytest_runner-6.0.0-py3-none-any.whl", hash = "sha256:4c059cf11cf4306e369c0f8f703d1eaf8f32fad370f41deb5f007044656aca6b"},
+]
+
+[package.extras]
+docs = ["jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx"]
+testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-virtualenv", "types-setuptools"]
+
+[[package]]
+name = "python-dateutil"
+version = "2.8.2"
+description = "Extensions to the standard Python datetime module"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+files = [
+ {file = "python-dateutil-2.8.2.tar.gz", hash = "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86"},
+ {file = "python_dateutil-2.8.2-py2.py3-none-any.whl", hash = "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"},
+]
+
+[package.dependencies]
+six = ">=1.5"
+
+[[package]]
+name = "python-dotenv"
+version = "1.0.0"
+description = "Read key-value pairs from a .env file and set them as environment variables"
+optional = false
+python-versions = ">=3.8"
+files = [
+ {file = "python-dotenv-1.0.0.tar.gz", hash = "sha256:a8df96034aae6d2d50a4ebe8216326c61c3eb64836776504fcca410e5937a3ba"},
+ {file = "python_dotenv-1.0.0-py3-none-any.whl", hash = "sha256:f5971a9226b701070a4bf2c38c89e5a3f0d64de8debda981d1db98583009122a"},
+]
+
+[package.extras]
+cli = ["click (>=5.0)"]
+
+[[package]]
+name = "pytz"
+version = "2023.3"
+description = "World timezone definitions, modern and historical"
+optional = false
+python-versions = "*"
+files = [
+ {file = "pytz-2023.3-py2.py3-none-any.whl", hash = "sha256:a151b3abb88eda1d4e34a9814df37de2a80e301e68ba0fd856fb9b46bfbbbffb"},
+ {file = "pytz-2023.3.tar.gz", hash = "sha256:1d8ce29db189191fb55338ee6d0387d82ab59f3d00eac103412d64e0ebd0c588"},
+]
+
+[[package]]
+name = "ruff"
+version = "0.0.282"
+description = "An extremely fast Python linter, written in Rust."
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "ruff-0.0.282-py3-none-macosx_10_7_x86_64.whl", hash = "sha256:01b76309ddab16eb258dabc5e86e73e6542f59f3ea6b4ab886ecbcfc80ce062c"},
+ {file = "ruff-0.0.282-py3-none-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl", hash = "sha256:e177cbb6dc0b1dbef5e999900d798b73e33602abf9b6c62d5d2cbe101026d931"},
+ {file = "ruff-0.0.282-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5374b40b6d860d334d28678a53a92f0bf04b53acdf0395900361ad54ce71cd1d"},
+ {file = "ruff-0.0.282-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:d1ccbceb44e94fe2205b63996166e98a513a19ed23ec01d7193b7494b94ba30d"},
+ {file = "ruff-0.0.282-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:eee9c8c50bc77eb9c0811c91d9d67ff39fe4f394c2f44ada37dac6d45e50c9f1"},
+ {file = "ruff-0.0.282-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:826e4de98e91450a6fe699a4e4a7cf33b9a90a2c5c270dc5b202241c37359ff8"},
+ {file = "ruff-0.0.282-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d99758f8bbcb8f8da99acabf711ffad5e7a015247adf27211100b3586777fd56"},
+ {file = "ruff-0.0.282-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3f30c9958ab9cb02bf0c574c629e87c19454cbbdb82750e49e3d1559a5a8f216"},
+ {file = "ruff-0.0.282-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:47a7a9366ab8e4ee20df9339bef172eec7b2e9e123643bf3ede005058f5b114e"},
+ {file = "ruff-0.0.282-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:1f05f5e6d6df6f8b1974c08f963c33f0a4d8cfa15cba12d35ca3ece8e9be5b1f"},
+ {file = "ruff-0.0.282-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:0710ea2cadc504b96c1d94c414a7802369d0fff2ab7c94460344bba69135cb40"},
+ {file = "ruff-0.0.282-py3-none-musllinux_1_2_i686.whl", hash = "sha256:2ca52536e1c7603fe4cbb5ad9dc141df47c3200df782f5ec559364716ea27f96"},
+ {file = "ruff-0.0.282-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:aab9ed5bfba6b0a2242a7ec9a72858c802ceeaf0076fe72b2ad455639275f22c"},
+ {file = "ruff-0.0.282-py3-none-win32.whl", hash = "sha256:f51bbb64f8f29e444c16d21b269ba82e25f8d536beda3df7c9fe1816297e508e"},
+ {file = "ruff-0.0.282-py3-none-win_amd64.whl", hash = "sha256:bd25085c42ebaffe336ed7bda8a0ae7b6c454a5f386ec8b2299503f79bd12bdf"},
+ {file = "ruff-0.0.282-py3-none-win_arm64.whl", hash = "sha256:f03fba9621533d67d7ab995847467d78b9337e3697779ef2cea6f1deaee5fbef"},
+ {file = "ruff-0.0.282.tar.gz", hash = "sha256:ef677c26bae756e4c98af6d8972da83caea550bc92ffef97a6e939ca5b24ad06"},
+]
+
+[[package]]
+name = "six"
+version = "1.16.0"
+description = "Python 2 and 3 compatibility utilities"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
+ {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
+ {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
+]
+
+[[package]]
+name = "sqlalchemy"
+version = "2.0.19"
+description = "Database Abstraction Library"
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "SQLAlchemy-2.0.19-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9deaae357edc2091a9ed5d25e9ee8bba98bcfae454b3911adeaf159c2e9ca9e3"},
+ {file = "SQLAlchemy-2.0.19-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0bf0fd65b50a330261ec7fe3d091dfc1c577483c96a9fa1e4323e932961aa1b5"},
+ {file = "SQLAlchemy-2.0.19-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1d90ccc15ba1baa345796a8fb1965223ca7ded2d235ccbef80a47b85cea2d71a"},
+ {file = "SQLAlchemy-2.0.19-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cb4e688f6784427e5f9479d1a13617f573de8f7d4aa713ba82813bcd16e259d1"},
+ {file = "SQLAlchemy-2.0.19-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:584f66e5e1979a7a00f4935015840be627e31ca29ad13f49a6e51e97a3fb8cae"},
+ {file = "SQLAlchemy-2.0.19-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:2c69ce70047b801d2aba3e5ff3cba32014558966109fecab0c39d16c18510f15"},
+ {file = "SQLAlchemy-2.0.19-cp310-cp310-win32.whl", hash = "sha256:96f0463573469579d32ad0c91929548d78314ef95c210a8115346271beeeaaa2"},
+ {file = "SQLAlchemy-2.0.19-cp310-cp310-win_amd64.whl", hash = "sha256:22bafb1da60c24514c141a7ff852b52f9f573fb933b1e6b5263f0daa28ce6db9"},
+ {file = "SQLAlchemy-2.0.19-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:d6894708eeb81f6d8193e996257223b6bb4041cb05a17cd5cf373ed836ef87a2"},
+ {file = "SQLAlchemy-2.0.19-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:d8f2afd1aafded7362b397581772c670f20ea84d0a780b93a1a1529da7c3d369"},
+ {file = "SQLAlchemy-2.0.19-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b15afbf5aa76f2241184c1d3b61af1a72ba31ce4161013d7cb5c4c2fca04fd6e"},
+ {file = "SQLAlchemy-2.0.19-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8fc05b59142445a4efb9c1fd75c334b431d35c304b0e33f4fa0ff1ea4890f92e"},
+ {file = "SQLAlchemy-2.0.19-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:5831138f0cc06b43edf5f99541c64adf0ab0d41f9a4471fd63b54ae18399e4de"},
+ {file = "SQLAlchemy-2.0.19-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:3afa8a21a9046917b3a12ffe016ba7ebe7a55a6fc0c7d950beb303c735c3c3ad"},
+ {file = "SQLAlchemy-2.0.19-cp311-cp311-win32.whl", hash = "sha256:c896d4e6ab2eba2afa1d56be3d0b936c56d4666e789bfc59d6ae76e9fcf46145"},
+ {file = "SQLAlchemy-2.0.19-cp311-cp311-win_amd64.whl", hash = "sha256:024d2f67fb3ec697555e48caeb7147cfe2c08065a4f1a52d93c3d44fc8e6ad1c"},
+ {file = "SQLAlchemy-2.0.19-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:89bc2b374ebee1a02fd2eae6fd0570b5ad897ee514e0f84c5c137c942772aa0c"},
+ {file = "SQLAlchemy-2.0.19-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:dd4d410a76c3762511ae075d50f379ae09551d92525aa5bb307f8343bf7c2c12"},
+ {file = "SQLAlchemy-2.0.19-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f469f15068cd8351826df4080ffe4cc6377c5bf7d29b5a07b0e717dddb4c7ea2"},
+ {file = "SQLAlchemy-2.0.19-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:cda283700c984e699e8ef0fcc5c61f00c9d14b6f65a4f2767c97242513fcdd84"},
+ {file = "SQLAlchemy-2.0.19-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:43699eb3f80920cc39a380c159ae21c8a8924fe071bccb68fc509e099420b148"},
+ {file = "SQLAlchemy-2.0.19-cp37-cp37m-win32.whl", hash = "sha256:61ada5831db36d897e28eb95f0f81814525e0d7927fb51145526c4e63174920b"},
+ {file = "SQLAlchemy-2.0.19-cp37-cp37m-win_amd64.whl", hash = "sha256:57d100a421d9ab4874f51285c059003292433c648df6abe6c9c904e5bd5b0828"},
+ {file = "SQLAlchemy-2.0.19-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:16a310f5bc75a5b2ce7cb656d0e76eb13440b8354f927ff15cbaddd2523ee2d1"},
+ {file = "SQLAlchemy-2.0.19-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:cf7b5e3856cbf1876da4e9d9715546fa26b6e0ba1a682d5ed2fc3ca4c7c3ec5b"},
+ {file = "SQLAlchemy-2.0.19-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2e7b69d9ced4b53310a87117824b23c509c6fc1f692aa7272d47561347e133b6"},
+ {file = "SQLAlchemy-2.0.19-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8f9eb4575bfa5afc4b066528302bf12083da3175f71b64a43a7c0badda2be365"},
+ {file = "SQLAlchemy-2.0.19-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:6b54d1ad7a162857bb7c8ef689049c7cd9eae2f38864fc096d62ae10bc100c7d"},
+ {file = "SQLAlchemy-2.0.19-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:5d6afc41ca0ecf373366fd8e10aee2797128d3ae45eb8467b19da4899bcd1ee0"},
+ {file = "SQLAlchemy-2.0.19-cp38-cp38-win32.whl", hash = "sha256:430614f18443b58ceb9dedec323ecddc0abb2b34e79d03503b5a7579cd73a531"},
+ {file = "SQLAlchemy-2.0.19-cp38-cp38-win_amd64.whl", hash = "sha256:eb60699de43ba1a1f77363f563bb2c652f7748127ba3a774f7cf2c7804aa0d3d"},
+ {file = "SQLAlchemy-2.0.19-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:a752b7a9aceb0ba173955d4f780c64ee15a1a991f1c52d307d6215c6c73b3a4c"},
+ {file = "SQLAlchemy-2.0.19-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:7351c05db355da112e056a7b731253cbeffab9dfdb3be1e895368513c7d70106"},
+ {file = "SQLAlchemy-2.0.19-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fa51ce4aea583b0c6b426f4b0563d3535c1c75986c4373a0987d84d22376585b"},
+ {file = "SQLAlchemy-2.0.19-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ae7473a67cd82a41decfea58c0eac581209a0aa30f8bc9190926fbf628bb17f7"},
+ {file = "SQLAlchemy-2.0.19-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:851a37898a8a39783aab603c7348eb5b20d83c76a14766a43f56e6ad422d1ec8"},
+ {file = "SQLAlchemy-2.0.19-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:539010665c90e60c4a1650afe4ab49ca100c74e6aef882466f1de6471d414be7"},
+ {file = "SQLAlchemy-2.0.19-cp39-cp39-win32.whl", hash = "sha256:f82c310ddf97b04e1392c33cf9a70909e0ae10a7e2ddc1d64495e3abdc5d19fb"},
+ {file = "SQLAlchemy-2.0.19-cp39-cp39-win_amd64.whl", hash = "sha256:8e712cfd2e07b801bc6b60fdf64853bc2bd0af33ca8fa46166a23fe11ce0dbb0"},
+ {file = "SQLAlchemy-2.0.19-py3-none-any.whl", hash = "sha256:314145c1389b021a9ad5aa3a18bac6f5d939f9087d7fc5443be28cba19d2c972"},
+ {file = "SQLAlchemy-2.0.19.tar.gz", hash = "sha256:77a14fa20264af73ddcdb1e2b9c5a829b8cc6b8304d0f093271980e36c200a3f"},
+]
+
+[package.dependencies]
+greenlet = {version = "!=0.4.17", markers = "platform_machine == \"win32\" or platform_machine == \"WIN32\" or platform_machine == \"AMD64\" or platform_machine == \"amd64\" or platform_machine == \"x86_64\" or platform_machine == \"ppc64le\" or platform_machine == \"aarch64\""}
+typing-extensions = ">=4.2.0"
+
+[package.extras]
+aiomysql = ["aiomysql", "greenlet (!=0.4.17)"]
+aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing-extensions (!=3.10.0.1)"]
+asyncio = ["greenlet (!=0.4.17)"]
+asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
+mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5)"]
+mssql = ["pyodbc"]
+mssql-pymssql = ["pymssql"]
+mssql-pyodbc = ["pyodbc"]
+mypy = ["mypy (>=0.910)"]
+mysql = ["mysqlclient (>=1.4.0)"]
+mysql-connector = ["mysql-connector-python"]
+oracle = ["cx-oracle (>=7)"]
+oracle-oracledb = ["oracledb (>=1.0.1)"]
+postgresql = ["psycopg2 (>=2.7)"]
+postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
+postgresql-pg8000 = ["pg8000 (>=1.29.1)"]
+postgresql-psycopg = ["psycopg (>=3.0.7)"]
+postgresql-psycopg2binary = ["psycopg2-binary"]
+postgresql-psycopg2cffi = ["psycopg2cffi"]
+postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
+pymysql = ["pymysql"]
+sqlcipher = ["sqlcipher3-binary"]
+
+[[package]]
+name = "typing-extensions"
+version = "4.7.1"
+description = "Backported and Experimental Type Hints for Python 3.7+"
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "typing_extensions-4.7.1-py3-none-any.whl", hash = "sha256:440d5dd3af93b060174bf433bccd69b0babc3b15b1a8dca43789fd7f61514b36"},
+ {file = "typing_extensions-4.7.1.tar.gz", hash = "sha256:b75ddc264f0ba5615db7ba217daeb99701ad295353c45f9e95963337ceeeffb2"},
+]
+
+[[package]]
+name = "tzdata"
+version = "2023.3"
+description = "Provider of IANA time zone data"
+optional = false
+python-versions = ">=2"
+files = [
+ {file = "tzdata-2023.3-py2.py3-none-any.whl", hash = "sha256:7e65763eef3120314099b6939b5546db7adce1e7d6f2e179e3df563c70511eda"},
+ {file = "tzdata-2023.3.tar.gz", hash = "sha256:11ef1e08e54acb0d4f95bdb1be05da659673de4acbd21bf9c69e94cc5e907a3a"},
+]
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.11"
+content-hash = "9db70f24b6cb3275a27eee3670b7f21bc507a36bbf9b68cec0ce9884d1692fd7"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..88bbade
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,53 @@
+[tool.poetry]
+name = "create_report"
+version = "0.1.0"
+description = ""
+authors = ["Kenneth Langga"]
+readme = "README.md"
+packages = [{ include = "create_report", from = "src" }]
+
+[tool.poetry.scripts]
+create_report = "create_report.cli:main"
+
+[tool.poetry.dependencies]
+python = "^3.11"
+pandas = "^2.0.3"
+pymongo = "^4.4.1"
+sqlalchemy = "^2.0.19"
+python-dotenv = "^1.0.0"
+python-dateutil = "^2.8.2"
+pymysql = "^1.1.0"
+
+[tool.poetry.group.dev.dependencies]
+black = "^23.7.0"
+ruff = "^0.0.282"
+
+[tool.poetry.group.test.dependencies]
+pytest = "^7.4.0"
+pytest-env = "^0.8.2"
+pytest-runner = "^6.0.0"
+
+[tool.ruff]
+select = ["ALL"]
+ignore = ["ERA001", "D", "S608"]
+fixable = ["E", "F", "I"]
+
+[tool.pytest.ini_options]
+pythonpath = ["src"]
+testpaths = [
+ "tests",
+]
+env = [
+ "ARC_MONGO_AUTH_MECHANISM=SCRAM-SHA-1",
+ "ARC_MONGO_AUTH_SOURCE=admin",
+ "ARC_MONGO_READ_PREFERENCE=secondary",
+ "REPORTING_SQL_SERVER=127.0.0.1",
+ "REPORTING_SQL_PORT=3306",
+ "REPORTING_SQL_DATABASE=testdb",
+ "REPORTING_SQL_USERNAME=testuser",
+ "REPORTING_SQL_PASSWORD=testpass",
+]
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/sample_script.py b/sample_script.py
deleted file mode 100644
index 7454a6d..0000000
--- a/sample_script.py
+++ /dev/null
@@ -1,269 +0,0 @@
-import os
-
-import pytz
-import pandas as pd
-from datetime import datetime, timedelta, date, time
-from pymongo import MongoClient
-from pymongo.collection import Collection
-from pymongo import DESCENDING
-from sqlalchemy import create_engine
-from sqlalchemy.exc import SQLAlchemyError
-
-REPORTING_SQL_SERVER = '127.0.0.1'
-REPORTING_SQL_PORT = '3306'
-REPORTING_SQL_DATABASE = 'myreportingdatabase'
-REPORTING_SQL_USERNAME = os.environ.get('REPORTING_SQL_USERNAME')
-REPORTING_SQL_PASSWORD = os.environ.get('REPORTING_SQL_PASSWORD')
-
-AUDIT_SERVER = "127.0.0.1:27018"
-AUDIT_REPLICASET = "rs4"
-AUDIT_USERNAME = os.environ.get('MONGO_AUDIT_USERNAME')
-AUDIT_PASSWORD = os.environ.get('MONGO_AUDIT_PASSWORD')
-AUDIT_DATABASE = "mydb"
-AUDIT_COLLECTION = "myauditcollection"
-
-SERVER_A = "127.0.0.1:27017"
-SERVER_B = "127.0.0.1:27017"
-SERVER_C = "127.0.0.1:27017"
-REPLICASET_A = "rs0"
-REPLICASET_B = "rs1"
-REPLICASET_C = "rs2"
-USERNAME = os.environ.get('mongo_USERNAME')PASSWORD = os.environ.get('mongo_PASSWORD')DATABASE = "mydb"COLLECTION = "mycollection"
-ARC_MONGO_PORT = '27017'
-ARC_MONGO_AUTHMECHANISM = "SCRAM-SHA-1"
-ARC_MONGO_AUTHSOURCE = "admin"
-ARC_MONGO_DATABASE = 'admin'
-ARC_MONGO_READ_PREFERENCE = "secondary"
-
-REPORTING_AULDATALEAK_TABLENAME = "auldata_leak"
-
-
-def get_mongo_client(mongoServers: str, mongoReplicaset: str, username: str, password: str):
- mongo_uri = 'mongodb://%s:%s@%s' % (username, password, mongoServers)
- return MongoClient(mongo_uri, replicaSet=mongoReplicaset, authSource=ARC_MONGO_AUTHSOURCE,
- readPreference=ARC_MONGO_READ_PREFERENCE,
- authMechanism=ARC_MONGO_AUTHMECHANISM)
-
-
-def connect_to_mysql():
- mysql_uri = 'mysql://%s:%s@%s:%s/%s?charset=utf8' % (REPORTING_SQL_USERNAME, REPORTING_SQL_PASSWORD,
- REPORTING_SQL_SERVER, REPORTING_SQL_PORT,
- REPORTING_SQL_DATABASE)
- return create_engine(mysql_uri, pool_recycle=3600)
-
-
-def run_mongo_query(collection: Collection, query: dict, project: dict = None, sort: bool = True,
- sort_field: str = 'eventTime',
- limit_results: bool = False, limit_count: int = 10):
- results = []
- if project is not None:
- db_query = collection.find(query, project)
- else:
- db_query = collection.find(query)
- if sort:
- db_query.sort(sort_field, DESCENDING)
- if limit_results:
- db_query.limit(limit_count)
- for doc in db_query:
- results.append(doc)
-
- results_df = pd.DataFrame(list(results))
- return results_df
-
-
-def run_mongo_query_agr(collection: Collection, query: dict):
- results = collection.aggregate(query, cursor={})
- results_df = pd.DataFrame(list(results))
- return results_df
-
-
-def create_mysql_table(sql_client, q, tbl_name):
- try:
- sql_client.execute(q)
- return 0
- except SQLAlchemyError as e:
- error = str(e.__dict__['orig'])
- return error
-
-
-def init_aludata_leak_reporting_table(client):
- print('Creating table... ' + REPORTING_AULDATALEAK_TABLENAME)
-
- reportingTableCreateQuery = f'CREATE TABLE IF NOT EXISTS {REPORTING_AULDATALEAK_TABLENAME} ( \
- `SUBSCRIBERID` VARCHAR(100), \
- `MDN` VARCHAR(100), \
- `BAN` VARCHAR(100), \
- `USAGESTART` DATETIME, \
- `USAGEEND` DATETIME, \
- `TOTALMB` DECIMAL, \
- `AUDITDATE` DATETIME \
- ) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_unicode_ci;'
-
- reportingTableCreateIndex = f'CREATE INDEX idx_AUDITDATE \
- ON {REPORTING_AULDATALEAK_TABLENAME} (AUDITDATE);'
-
- create_mysql_table(client, reportingTableCreateQuery, REPORTING_AULDATALEAK_TABLENAME)
- create_mysql_table(client, reportingTableCreateIndex, REPORTING_AULDATALEAK_TABLENAME)
-
-
-def get_auldata_subscribers(auditRangeStart: datetime, auditRangeEnd: datetime):
- auditClient = get_mongo_client(
- mongoServers=AUDIT_SERVER,
- mongoReplicaset=AUDIT_REPLICASET,
- username=AUDIT_USERNAME,
- password=AUDIT_PASSWORD)[ARC_AUDIT_DATABASE]
- auditCollection = auditClient[AUDIT_COLLECTION]
-
- # print(auditRangeStart.strftime('%Y-%m-%dT%H:%M:%SZ'))
- # print(auditRangeEnd.strftime('%Y-%m-%dT%H:%M:%SZ'))
-
- auditQuery = [
- {
- "$match": {
- "$and": [
- {
- "details": {
- "$elemMatch": {
- "state": "ADD",
- "data.payload.payloads": {
- "$elemMatch": {
- "requestpayload.subscriptions": {
- "$elemMatch": {
- "offerName": "MYOFFERNAME"
- }
- }
- }
- }
- }
- }
- },
- {
- "lastModifiedDate": {
- "$gte": auditRangeStart,
- "$lte": auditRangeEnd
- }
- }
- ]
- }
- },
- {
- "$unwind": {
- "path": "$details"
- }
- },
- {
- "$match": {
- "details.state": "ADD",
- "details.data.payload.payloads": {
- "$elemMatch": {
- "requestpayload.subscriptions": {
- "$elemMatch": {
- "offerName": "MYOFFERNAME"
- }
- }
- }
- }
- }
- },
- {
- "$unwind": {
- "path": "$details.data.payload.payloads"
- }
- },
- {
- "$unwind": {
- "path": "$details.data.payload.payloads.requestpayload.subscriptions"
- }
- },
- {
- "$project": {
- "_id": 0.0,
- "ban": 1.0,
- "subscriberId": "$details.data.payload.subscriberId",
- "effectiveDate": "$details.data.payload.payloads.requestpayload.subscriptions.effectiveDate",
- "expiryDate": "$details.data.payload.payloads.requestpayload.subscriptions.expiryDate"
- }
- }
- ]
-
- return run_mongo_query_agr(auditCollection, auditQuery)
-
-
-def run_compare_on_node(node: str, subList):
- auditDate = datetime.today().strftime('%Y-%m-%d %H:%M:%S')
- arcUsageServer = ""
- arcUsageReplicaset = ""
-
- if node == "A":
- arcUsageServer = SERVER_A
- arcUsageReplicaset = REPLICASET_A
- elif node == "B":
- arcUsageServer = SERVER_B
- arcUsageReplicaset = REPLICASET_B
- elif node == "C":
- arcUsageServer = SERVER_C
- arcUsageReplicaset = REPLICASET_C
-
- if len(subList) > 0:
- usageClient = get_mongo_client(
- mongoServers=arcUsageServer,
- mongoReplicaset=arcUsageReplicaset,
- username=USERNAME, password=PASSWORD)[ARC_USAGE_DATABASE] usageCollection = usageClient[COLLECTION]
- usageResult = pd.DataFrame(columns = ['extSubId', 'MDN', 'BAN', 'start', 'end', 'bytesIn', 'bytesOut'])
-
- for subscriber in subList:
- effectiveDate = datetime.strptime(subscriber["effectiveDate"], '%Y-%m-%dT%H:%M:%SZ').astimezone(pytz.timezone('US/Eastern'))
- expiryDate = datetime.strptime(subscriber["expiryDate"], '%Y-%m-%dT%H:%M:%SZ').astimezone(pytz.timezone('US/Eastern'))
-
- usageQuery = {"$and": [
- {"end": {"$gte": effectiveDate, "$lte": expiryDate}},
- {"extSubId": eval(subscriber["subscriberId"])},
- {"usageType": "OVER"},
- {"$or": [{"bytesIn": {"$gt": 0}, "bytesOut": {"$gt": 0}}]}
- ]}
- usageProject = {"_id": 0, "extSubId": 1, "MDN": 1, "BAN": 1, "start": 1, "end": 1, "bytesIn": 1, "bytesOut": 1}
- queryResult = run_mongo_query(usageCollection, usageQuery, usageProject)
- usageResult = pd.concat([usageResult, queryResult], axis=0)
-
- if len(usageResult) > 0:
- usageResultReportingQuery = f"INSERT INTO {REPORTING_AULDATALEAK_TABLENAME} (SUBSCRIBERID, MDN, BAN, USAGESTART, USAGEEND, TOTALMB, AUDITDATE) VALUES "
- for index, row in usageResult.iterrows():
- usageResultReportingQuery = usageResultReportingQuery + f"(\'{row['extSubId']}\', {row['MDN']}, {row['BAN']}, \'{row['start']}\', \'{row['end']}\', \'{int(row['bytesIn']) + int(row['bytesOut'])}\', \'{auditDate}\'),"
- usageResultReportingQuery = usageResultReportingQuery[:-1]
- reportingClient.execute(usageResultReportingQuery)
- print(usageResult.size + " rows written to " + REPORTING_AULDATALEAK_TABLENAME)
-
-def compare(auldataSubs):
- subListA = []
- subListB = []
- subListC = []
-
- for index, row in auldataSubs.iterrows():
- remainder = int(row["ban"]) % 3
- if remainder == 0:
- subListA.append(row)
- elif remainder == 1:
- subListB.append(row)
- elif remainder == 2:
- subListC.append(row)
-
- run_compare_on_node("A", subListA)
- run_compare_on_node("B", subListB)
- run_compare_on_node("C", subListC)
-
-
-def aludata_leak_reporting_table_cleanup(client):
- reportingTableDeleteQuery = f"DELETE FROM {REPORTING_AULDATALEAK_TABLENAME} WHERE AUDITDATE < DATE_SUB(NOW(), INTERVAL 1 MONTH)"
- client.execute(reportingTableDeleteQuery)
-
-
-if __name__ == '__main__':
- reportingClient = connect_to_mysql()
- init_aludata_leak_reporting_table(reportingClient)
- auditDate = date.today() - timedelta(days=1)
- auditRangeStart = (datetime.combine(auditDate, time(0, 0, 0)))
- auditRangeEnd = (datetime.combine(auditDate, time(23, 59, 59)))
-
- auldataSubs = get_auldata_subscribers(auditRangeStart, auditRangeEnd)
- compare(auldataSubs)
- aludata_leak_reporting_table_cleanup(reportingClient)
diff --git a/src/create_report/__init__.py b/src/create_report/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/src/create_report/cli.py b/src/create_report/cli.py
new file mode 100644
index 0000000..545c487
--- /dev/null
+++ b/src/create_report/cli.py
@@ -0,0 +1,25 @@
+import logging
+import os
+
+
+logger = logging.getLogger(__name__)
+
+
+def setup_logging() -> None:
+ root_logger = logging.getLogger()
+ log_level = os.environ.get("LOG_LEVEL", "INFO")
+ root_logger.setLevel(log_level)
+
+ ch = logging.StreamHandler()
+ ch.setLevel(log_level)
+ formatter = logging.Formatter("%(asctime)s %(name)s [%(levelname)s]: %(message)s")
+ ch.setFormatter(formatter)
+ root_logger.addHandler(ch)
+
+
+def main() -> None:
+ setup_logging()
+ logger.info("Starting create_report")
+ from .create_report import create_report
+
+ create_report()
diff --git a/src/create_report/create_report.py b/src/create_report/create_report.py
new file mode 100644
index 0000000..03993c9
--- /dev/null
+++ b/src/create_report/create_report.py
@@ -0,0 +1,29 @@
+from datetime import date, datetime, time, timedelta, timezone
+from typing import TYPE_CHECKING
+
+from . import settings
+from .utils import (
+ cleanup_auldata_lake_reporting_table,
+ compare_and_generate_report,
+ get_auldata_subscribers,
+ get_mysql_client,
+ init_auldata_lake_reporting_table,
+)
+
+if TYPE_CHECKING:
+ import pandas as pd
+ from sqlalchemy.engine.base import Engine
+
+
+def create_report() -> None:
+ reporting_client: Engine = get_mysql_client()
+ init_auldata_lake_reporting_table(reporting_client)
+ audit_date: date = datetime.now(timezone.utc).today() - timedelta(days=1)
+ audit_range_start: datetime = datetime.combine(audit_date, time(0, 0, 0))
+ audit_range_end: datetime = datetime.combine(audit_date, time(23, 59, 59))
+
+ auldata_subs: pd.DataFrame = get_auldata_subscribers(
+ audit_range_start, audit_range_end, settings.OFFER_NAME
+ )
+ compare_and_generate_report(reporting_client, auldata_subs, audit_date)
+ cleanup_auldata_lake_reporting_table(reporting_client)
diff --git a/src/create_report/settings.py b/src/create_report/settings.py
new file mode 100644
index 0000000..8015bf9
--- /dev/null
+++ b/src/create_report/settings.py
@@ -0,0 +1,64 @@
+import logging
+import os
+import sys
+
+from dotenv import load_dotenv
+
+load_dotenv()
+logger = logging.getLogger(__name__)
+
+
+def get_env_var(key: str) -> str:
+ try:
+ return os.environ[key]
+ except KeyError:
+ logger.exception("Environment variable %s not set", key)
+ sys.exit(1)
+
+
+REPORTING = {
+ "server": get_env_var("REPORTING_SQL_SERVER"),
+ "port": get_env_var("REPORTING_SQL_PORT"),
+ "database": get_env_var("REPORTING_SQL_DATABASE"),
+ "username": get_env_var("REPORTING_SQL_USERNAME"),
+ "password": get_env_var("REPORTING_SQL_PASSWORD"),
+ "tablename": get_env_var("REPORTING_SQL_TABLENAME"),
+}
+
+AUDIT = {
+ "server": get_env_var("AUDIT_MONGO_SERVER"),
+ "replicaset": get_env_var("AUDIT_MONGO_REPLICASET"),
+ "username": get_env_var("AUDIT_MONGO_USERNAME"),
+ "password": get_env_var("AUDIT_MONGO_PASSWORD"),
+ "database": get_env_var("AUDIT_MONGO_DATABASE"),
+ "collection": get_env_var("AUDIT_MONGO_COLLECTION"),
+}
+
+ARC = {
+ "servers": {
+ "A": {
+ "server": get_env_var("ARC_MONGO_SERVER_A"),
+ "replicaset": get_env_var("ARC_MONGO_REPLICASET_A"),
+ },
+ "B": {
+ "server": get_env_var("ARC_MONGO_SERVER_B"),
+ "replicaset": get_env_var("ARC_MONGO_REPLICASET_B"),
+ },
+ "C": {
+ "server": get_env_var("ARC_MONGO_SERVER_C"),
+ "replicaset": get_env_var("ARC_MONGO_REPLICASET_C"),
+ },
+ },
+ "username": get_env_var("ARC_MONGO_USERNAME"),
+ "password": get_env_var("ARC_MONGO_PASSWORD"),
+ "database": get_env_var("ARC_MONGO_DATABASE"),
+ "collection": get_env_var("ARC_MONGO_COLLECTION"),
+ "auth": {
+ "mechanism": get_env_var("ARC_MONGO_AUTH_MECHANISM"),
+ "source": get_env_var("ARC_MONGO_AUTH_SOURCE"),
+ "database": get_env_var("ARC_MONGO_AUTH_DATABASE"),
+ },
+ "read_preference": get_env_var("ARC_MONGO_READ_PREFERENCE"),
+}
+
+OFFER_NAME = get_env_var("OFFER_NAME")
diff --git a/src/create_report/utils.py b/src/create_report/utils.py
new file mode 100644
index 0000000..f5f4179
--- /dev/null
+++ b/src/create_report/utils.py
@@ -0,0 +1,287 @@
+import logging
+import sys
+from datetime import date, datetime, tzinfo
+from typing import TYPE_CHECKING
+
+import pandas as pd
+from dateutil import tz
+from pymongo import DESCENDING, MongoClient
+from pymongo.collection import Collection
+from sqlalchemy import create_engine
+from sqlalchemy.engine.base import Engine
+from sqlalchemy.exc import SQLAlchemyError
+from sqlalchemy.sql import text
+
+from . import settings
+
+if TYPE_CHECKING:
+ from pymongo.cursor import Cursor
+ from pymongo.database import Database
+
+logger = logging.getLogger(__name__)
+
+
+def get_mongo_client(
+ server: str, replicaset: str, username: str, password: str
+) -> MongoClient:
+ mongo_uri = f"mongodb://{username}:{password}@{server}"
+ return MongoClient(
+ mongo_uri,
+ replicaSet=replicaset,
+ authSource=settings.ARC["auth"]["source"],
+ authMechanism=settings.ARC["auth"]["mechanism"],
+ readPreference=settings.ARC["read_preference"],
+ )
+
+
+def get_mysql_client() -> Engine:
+ mysql_uri = (
+ f"mysql+pymysql://{settings.REPORTING['username']}:{settings.REPORTING['password']}"
+ f"@{settings.REPORTING['server']}:{settings.REPORTING['port']}/"
+ f"{settings.REPORTING['database']}?charset=utf8"
+ )
+ return create_engine(mysql_uri, pool_recycle=3600)
+
+
+def run_mongo_query(
+ collection: Collection,
+ query: dict,
+ projection: dict | None = None,
+ sort_field: str = "eventTime",
+ limit_count: int = 10,
+) -> pd.DataFrame:
+ if projection is not None:
+ db_query: Cursor = collection.find(filter=query, projection=projection)
+ else:
+ db_query: Cursor = collection.find(query)
+ if sort_field:
+ db_query.sort(sort_field, DESCENDING)
+ if limit_count:
+ db_query.limit(limit_count)
+
+ return pd.DataFrame(list(db_query))
+
+
+def run_mongo_query_agr(collection: Collection, pipeline: list[dict]) -> pd.DataFrame:
+ results = collection.aggregate(pipeline=pipeline, cursor={})
+ return pd.DataFrame(list(results))
+
+
+def run_mysql_query(client: Engine, query: str) -> None:
+ try:
+ with client.connect() as sql_connection:
+ sql_connection.execute(text(query))
+ except SQLAlchemyError:
+ logger.exception("Error executing mysql query")
+ sys.exit(1)
+
+
+def init_auldata_lake_reporting_table(client: Engine) -> None:
+ tablename: str = settings.REPORTING["tablename"]
+ logger.info("Creating table...%s", tablename)
+
+ create_table_query: str = (
+ f"CREATE TABLE IF NOT EXISTS {tablename} ("
+ " `SUBSCRIBERID` VARCHAR(100),"
+ " `MDN` VARCHAR(100),"
+ " `BAN` VARCHAR(100),"
+ " `USAGESTART` DATETIME,"
+ " `USAGEEND` DATETIME,"
+ " `TOTALMB` DECIMAL,"
+ " `AUDITDATE` DATETIME"
+ ") ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_unicode_ci;"
+ )
+ run_mysql_query(client, create_table_query)
+
+ create_index_query: str = f"CREATE INDEX idx_AUDITDATE ON {tablename} (AUDITDATE);"
+ run_mysql_query(client, create_index_query)
+
+
+def get_auldata_subscribers(
+ audit_range_start: datetime, audit_range_end: datetime, offer_name: str
+) -> pd.DataFrame:
+ audit_client: MongoClient = get_mongo_client(
+ server=settings.AUDIT["server"],
+ replicaset=settings.AUDIT["replicaset"],
+ username=settings.AUDIT["username"],
+ password=settings.AUDIT["password"],
+ )
+ audit_db: Database = audit_client[settings.AUDIT["database"]]
+ audit_collection: Collection = audit_db[settings.AUDIT["collection"]]
+
+ logger.debug(
+ "audit_range_start: %s", audit_range_start.strftime("%Y-%m-%dT%H:%M:%SZ")
+ )
+ logger.debug("audit_range_end: %s", audit_range_end.strftime("%Y-%m-%dT%H:%M:%SZ"))
+
+ audit_query_pipeline: list[dict] = [
+ {
+ "$match": {
+ "$and": [
+ {
+ "details": {
+ "$elemMatch": {
+ "state": "ADD",
+ "data.payload.payloads": {
+ "$elemMatch": {
+ "requestpayload.subscriptions": {
+ "$elemMatch": {"offerName": offer_name}
+ }
+ }
+ },
+ }
+ }
+ },
+ {
+ "lastModifiedDate": {
+ "$gte": audit_range_start,
+ "$lte": audit_range_end,
+ }
+ },
+ ]
+ }
+ },
+ {"$unwind": {"path": "$details"}},
+ {
+ "$match": {
+ "details.state": "ADD",
+ "details.data.payload.payloads": {
+ "$elemMatch": {
+ "requestpayload.subscriptions": {
+ "$elemMatch": {"offerName": offer_name}
+ }
+ }
+ },
+ }
+ },
+ {"$unwind": {"path": "$details.data.payload.payloads"}},
+ {
+ "$unwind": {
+ "path": "$details.data.payload.payloads.requestpayload.subscriptions"
+ }
+ },
+ {
+ "$project": {
+ "_id": 0.0,
+ "ban": 1.0,
+ "subscriberId": "$details.data.payload.subscriberId",
+ "effectiveDate": "$details.data.payload.payloads.requestpayload.subscriptions.effectiveDate",
+ "expiryDate": "$details.data.payload.payloads.requestpayload.subscriptions.expiryDate",
+ }
+ },
+ ]
+
+ return run_mongo_query_agr(audit_collection, audit_query_pipeline)
+
+
+def compare_and_generate_report(
+ reporting_client: Engine, auldata_subs: pd.DataFrame, audit_date: date
+) -> None:
+ sub_lists: dict = {}
+ nodes = ["A", "B", "C"]
+
+ row: pd.Series
+ for _, row in auldata_subs.iterrows():
+ remainder: int = int(row["ban"]) % 3
+ sub_lists[nodes[remainder]].append(row)
+
+ node: str
+ for node in nodes:
+ usage_result: pd.DataFrame = run_compare_on_node(node, sub_lists[node])
+ insert_report_data(reporting_client, audit_date, usage_result)
+
+
+def run_compare_on_node(node: str, sub_list: list[pd.Series]) -> pd.DataFrame | None:
+ if len(sub_list) <= 0:
+ return None
+
+ node_server: dict = settings.ARC["servers"][node]
+ arc_server: str = node_server["server"]
+ arc_replicaset: str = node_server["replicaset"]
+
+ arc_client: MongoClient = get_mongo_client(
+ server=arc_server,
+ replicaset=arc_replicaset,
+ username=settings.ARC["username"],
+ password=settings.ARC["password"],
+ )
+ arc_db: Database = arc_client[settings.ARC["database"]]
+ usage_collection: Collection = arc_db[settings.ARC["collection"]]
+ usage_result: pd.DataFrame = pd.DataFrame(
+ columns=["extSubId", "MDN", "BAN", "start", "end", "bytesIn", "bytesOut"]
+ )
+ usage_projection: dict = {
+ "_id": 0,
+ "extSubId": 1,
+ "MDN": 1,
+ "BAN": 1,
+ "start": 1,
+ "end": 1,
+ "bytesIn": 1,
+ "bytesOut": 1,
+ }
+ us_eastern_tz: tzinfo = tz.gettz("America/New_York")
+ subscriber: pd.Series
+ for subscriber in sub_list:
+ effective_date: datetime = datetime.strptime(
+ subscriber["effectiveDate"], "%Y-%m-%dT%H:%M:%SZ"
+ ).astimezone(us_eastern_tz)
+ expiry_date: datetime = datetime.strptime(
+ subscriber["expiryDate"], "%Y-%m-%dT%H:%M:%SZ"
+ ).astimezone(us_eastern_tz)
+
+ usage_query: dict = {
+ "$and": [
+ {"end": {"$gte": effective_date, "$lte": expiry_date}},
+ {"extSubId": subscriber["subscriberId"]},
+ {"usageType": "OVER"},
+ {"$or": [{"bytesIn": {"$gt": 0}, "bytesOut": {"$gt": 0}}]},
+ ]
+ }
+
+ query_result: pd.DataFrame = run_mongo_query(
+ collection=usage_collection, query=usage_query, projection=usage_projection
+ )
+ usage_result: pd.DataFrame = pd.concat(
+ objs=[usage_result, query_result], axis=0
+ )
+
+ return usage_result
+
+
+def insert_report_data(
+ reporting_client: Engine, audit_date: date, usage_result: pd.DataFrame
+) -> None:
+ if len(usage_result) <= 0:
+ return
+
+ audit_date_str: str = audit_date.strftime("%Y-%m-%d %H:%M:%S")
+ tablename: str = settings.REPORTING["tablename"]
+ reporting_query: str = (
+ f"INSERT INTO {tablename} "
+ f"(SUBSCRIBERID, MDN, BAN, USAGESTART, USAGEEND, TOTALMB, AUDITDATE) VALUES "
+ )
+ insert_rows: list[str] = []
+ row: pd.Series
+ for _, row in usage_result.iterrows():
+ insert_row: list[str] = [
+ f"'{row['extSubId']}'",
+ f"'{row['MDN']}'",
+ f"'{row['BAN']}'",
+ f"'{row['start']}'",
+ f"'{row['end']}'",
+ f"'{int(row['bytesIn']) + int(row['bytesOut'])}'",
+ f"'{audit_date_str}'",
+ ]
+ insert_rows.append(f"({','.join(insert_row)})")
+ reporting_query += ",".join(insert_rows)
+ run_mysql_query(client=reporting_client, query=reporting_query)
+ logger.info("%s rows written to %s", usage_result.size, tablename)
+
+
+def cleanup_auldata_lake_reporting_table(client: Engine) -> None:
+ tablename: str = settings.REPORTING["tablename"]
+ delete_query: str = (
+ f"DELETE FROM {tablename} WHERE AUDITDATE < DATE_SUB(NOW(), INTERVAL 1 MONTH)"
+ )
+ run_mysql_query(client=client, query=delete_query)
diff --git a/tests/__init__.py b/tests/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/tests/conftest.py b/tests/conftest.py
new file mode 100644
index 0000000..5f0be99
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,21 @@
+from unittest.mock import patch
+
+import pytest
+
+
+@pytest.fixture(autouse=True)
+def mock_mongo_client():
+ with patch("create_report.utils.MongoClient") as mock:
+ yield mock
+
+
+@pytest.fixture(autouse=True)
+def mock_mysql_client():
+ with patch("create_report.utils.create_engine") as mock:
+ yield mock
+
+
+@pytest.fixture(autouse=True)
+def mock_pandas_dataframe():
+ with patch("create_report.utils.pd.DataFrame") as mock:
+ yield mock
diff --git a/tests/test_utils.py b/tests/test_utils.py
new file mode 100644
index 0000000..f62d55f
--- /dev/null
+++ b/tests/test_utils.py
@@ -0,0 +1,55 @@
+from unittest.mock import MagicMock
+
+from create_report.utils import (
+ get_mongo_client,
+ get_mysql_client,
+ run_mongo_query,
+ run_mongo_query_agr,
+)
+
+
+def test_get_mongo_client(mock_mongo_client) -> None:
+ get_mongo_client(
+ server="server",
+ replicaset="replicaset",
+ username="username",
+ password="password",
+ )
+
+ mock_mongo_client.assert_called_once_with(
+ "mongodb://username:password@server",
+ replicaSet="replicaset",
+ authSource="admin",
+ authMechanism="SCRAM-SHA-1",
+ readPreference="secondary",
+ )
+
+
+def test_get_mysql_client(mock_mysql_client) -> None:
+ get_mysql_client()
+
+ mock_mysql_client.assert_called_once_with(
+ "mysql+pymysql://testuser:testpass@127.0.0.1:3306/testdb?charset=utf8",
+ pool_recycle=3600,
+ )
+
+
+def test_run_mongo_query(mock_pandas_dataframe) -> None:
+ collection = MagicMock()
+ query = {}
+ projection = {}
+
+ run_mongo_query(collection, query, projection)
+
+ collection.find.assert_called_once_with(filter=query, projection=projection)
+ mock_pandas_dataframe.assert_called_once_with(list(collection.find()))
+
+
+def test_run_mongo_query_agr(mock_pandas_dataframe) -> None:
+ collection = MagicMock()
+ pipeline = [{}]
+
+ run_mongo_query_agr(collection, pipeline)
+
+ collection.aggregate.assert_called_once_with(pipeline=[{}], cursor={})
+ mock_pandas_dataframe.assert_called_once_with(list(collection.aggregate()))