diff --git a/.flake8 b/.flake8
new file mode 100644
index 00000000..57c3dc97
--- /dev/null
+++ b/.flake8
@@ -0,0 +1,8 @@
+[flake8]
+extend-exclude=
+    .cache/,
+    .local/,
+    docs/,
+    node_modules/,
+    venv/,
+max-line-length = 79
diff --git a/Pipfile b/Pipfile
new file mode 100644
index 00000000..6bdae728
--- /dev/null
+++ b/Pipfile
@@ -0,0 +1,18 @@
+[[source]]
+url = "https://pypi.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[packages]
+flickrapi = "*"
+numpy = "*"
+pandas = "*"
+requests = "*"
+
+[dev-packages]
+black = "*"
+flake8 = "*"
+isort = "*"
+
+[requires]
+python_version = "3.9"
diff --git a/Pipfile.lock b/Pipfile.lock
new file mode 100644
index 00000000..1593b3c5
--- /dev/null
+++ b/Pipfile.lock
@@ -0,0 +1,299 @@
+{
+    "_meta": {
+        "hash": {
+            "sha256": "6bf017f03d70bf27aa2de9a8d63d90f8bd6ac2895e40f3c775c6e8e8ae15d9d9"
+        },
+        "pipfile-spec": 6,
+        "requires": {
+            "python_version": "3.9"
+        },
+        "sources": [
+            {
+                "name": "pypi",
+                "url": "https://pypi.org/simple",
+                "verify_ssl": true
+            }
+        ]
+    },
+    "default": {
+        "certifi": {
+            "hashes": [
+                "sha256:0d9c601124e5a6ba9712dbc60d9c53c21e34f5f641fe83002317394311bdce14",
+                "sha256:90c1a32f1d68f940488354e36370f6cca89f0f106db09518524c88d6ed83f382"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==2022.9.24"
+        },
+        "charset-normalizer": {
+            "hashes": [
+                "sha256:5a3d016c7c547f69d6f81fb0db9449ce888b418b5b9952cc5e6e66843e9dd845",
+                "sha256:83e9a75d1911279afd89352c68b45348559d1fc0506b054b346651b5e7fee29f"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==2.1.1"
+        },
+        "flickrapi": {
+            "hashes": [
+                "sha256:28e6d0ebafc83b79c58d5056b3370fb2ae6618e386fa691246f3240dbcd8b967",
+                "sha256:ffb27b0e4f6d3ae8fc7d20e4696d2de2f95093ecf665a93d7f1d5a3383f8e20d"
+            ],
+            "index": "pypi",
+            "version": "==2.4.0"
+        },
+        "idna": {
+            "hashes": [
+                "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4",
+                "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"
+            ],
+            "markers": "python_version >= '3.5'",
+            "version": "==3.4"
+        },
+        "numpy": {
+            "hashes": [
+                "sha256:004f0efcb2fe1c0bd6ae1fcfc69cc8b6bf2407e0f18be308612007a0762b4089",
+                "sha256:09f6b7bdffe57fc61d869a22f506049825d707b288039d30f26a0d0d8ea05164",
+                "sha256:0ea3f98a0ffce3f8f57675eb9119f3f4edb81888b6874bc1953f91e0b1d4f440",
+                "sha256:17c0e467ade9bda685d5ac7f5fa729d8d3e76b23195471adae2d6a6941bd2c18",
+                "sha256:1f27b5322ac4067e67c8f9378b41c746d8feac8bdd0e0ffede5324667b8a075c",
+                "sha256:22d43376ee0acd547f3149b9ec12eec2f0ca4a6ab2f61753c5b29bb3e795ac4d",
+                "sha256:2ad3ec9a748a8943e6eb4358201f7e1c12ede35f510b1a2221b70af4bb64295c",
+                "sha256:301c00cf5e60e08e04d842fc47df641d4a181e651c7135c50dc2762ffe293dbd",
+                "sha256:39a664e3d26ea854211867d20ebcc8023257c1800ae89773cbba9f9e97bae036",
+                "sha256:51bf49c0cd1d52be0a240aa66f3458afc4b95d8993d2d04f0d91fa60c10af6cd",
+                "sha256:78a63d2df1d947bd9d1b11d35564c2f9e4b57898aae4626638056ec1a231c40c",
+                "sha256:7cd1328e5bdf0dee621912f5833648e2daca72e3839ec1d6695e91089625f0b4",
+                "sha256:8355fc10fd33a5a70981a5b8a0de51d10af3688d7a9e4a34fcc8fa0d7467bb7f",
+                "sha256:8c79d7cf86d049d0c5089231a5bcd31edb03555bd93d81a16870aa98c6cfb79d",
+                "sha256:91b8d6768a75247026e951dce3b2aac79dc7e78622fc148329135ba189813584",
+                "sha256:94c15ca4e52671a59219146ff584488907b1f9b3fc232622b47e2cf832e94fb8",
+                "sha256:98dcbc02e39b1658dc4b4508442a560fe3ca5ca0d989f0df062534e5ca3a5c1a",
+                "sha256:a64403f634e5ffdcd85e0b12c08f04b3080d3e840aef118721021f9b48fc1460",
+                "sha256:bc6e8da415f359b578b00bcfb1d08411c96e9a97f9e6c7adada554a0812a6cc6",
+                "sha256:bdc9febce3e68b697d931941b263c59e0c74e8f18861f4064c1f712562903411",
+                "sha256:c1ba66c48b19cc9c2975c0d354f24058888cdc674bebadceb3cdc9ec403fb5d1",
+                "sha256:c9f707b5bb73bf277d812ded9896f9512a43edff72712f31667d0a8c2f8e71ee",
+                "sha256:d5422d6a1ea9b15577a9432e26608c73a78faf0b9039437b075cf322c92e98e7",
+                "sha256:e5d5420053bbb3dd64c30e58f9363d7a9c27444c3648e61460c1237f9ec3fa14",
+                "sha256:e868b0389c5ccfc092031a861d4e158ea164d8b7fdbb10e3b5689b4fc6498df6",
+                "sha256:efd9d3abe5774404becdb0748178b48a218f1d8c44e0375475732211ea47c67e",
+                "sha256:f8c02ec3c4c4fcb718fdf89a6c6f709b14949408e8cf2a2be5bfa9c49548fd85",
+                "sha256:ffcf105ecdd9396e05a8e58e81faaaf34d3f9875f137c7372450baa5d77c9a54"
+            ],
+            "index": "pypi",
+            "version": "==1.23.3"
+        },
+        "oauthlib": {
+            "hashes": [
+                "sha256:1565237372795bf6ee3e5aba5e2a85bd5a65d0e2aa5c628b9a97b7d7a0da3721",
+                "sha256:88e912ca1ad915e1dcc1c06fc9259d19de8deacd6fd17cc2df266decc2e49066"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==3.2.1"
+        },
+        "pandas": {
+            "hashes": [
+                "sha256:0d8d7433d19bfa33f11c92ad9997f15a902bda4f5ad3a4814a21d2e910894484",
+                "sha256:1642fc6138b4e45d57a12c1b464a01a6d868c0148996af23f72dde8d12486bbc",
+                "sha256:171cef540bfcec52257077816a4dbbac152acdb8236ba11d3196ae02bf0959d8",
+                "sha256:1b82ccc7b093e0a93f8dffd97a542646a3e026817140e2c01266aaef5fdde11b",
+                "sha256:1d34b1f43d9e3f4aea056ba251f6e9b143055ebe101ed04c847b41bb0bb4a989",
+                "sha256:207d63ac851e60ec57458814613ef4b3b6a5e9f0b33c57623ba2bf8126c311f8",
+                "sha256:2504c032f221ef9e4a289f5e46a42b76f5e087ecb67d62e342ccbba95a32a488",
+                "sha256:33a9d9e21ab2d91e2ab6e83598419ea6a664efd4c639606b299aae8097c1c94f",
+                "sha256:3ee61b881d2f64dd90c356eb4a4a4de75376586cd3c9341c6c0fcaae18d52977",
+                "sha256:41aec9f87455306496d4486df07c1b98c15569c714be2dd552a6124cd9fda88f",
+                "sha256:4e30a31039574d96f3d683df34ccb50bb435426ad65793e42a613786901f6761",
+                "sha256:5cc47f2ebaa20ef96ae72ee082f9e101b3dfbf74f0e62c7a12c0b075a683f03c",
+                "sha256:62e61003411382e20d7c2aec1ee8d7c86c8b9cf46290993dd8a0a3be44daeb38",
+                "sha256:73844e247a7b7dac2daa9df7339ecf1fcf1dfb8cbfd11e3ffe9819ae6c31c515",
+                "sha256:85a516a7f6723ca1528f03f7851fa8d0360d1d6121cf15128b290cf79b8a7f6a",
+                "sha256:86d87279ebc5bc20848b4ceb619073490037323f80f515e0ec891c80abad958a",
+                "sha256:8a4fc04838615bf0a8d3a03ed68197f358054f0df61f390bcc64fbe39e3d71ec",
+                "sha256:8e8e5edf97d8793f51d258c07c629bd49d271d536ce15d66ac00ceda5c150eb3",
+                "sha256:947ed9f896ee61adbe61829a7ae1ade493c5a28c66366ec1de85c0642009faac",
+                "sha256:a68a9b9754efff364b0c5ee5b0f18e15ca640c01afe605d12ba8b239ca304d6b",
+                "sha256:c76f1d104844c5360c21d2ef0e1a8b2ccf8b8ebb40788475e255b9462e32b2be",
+                "sha256:c7f38d91f21937fe2bec9449570d7bf36ad7136227ef43b321194ec249e2149d",
+                "sha256:de34636e2dc04e8ac2136a8d3c2051fd56ebe9fd6cd185581259330649e73ca9",
+                "sha256:e178ce2d7e3b934cf8d01dc2d48d04d67cb0abfaffdcc8aa6271fd5a436f39c8",
+                "sha256:e252a9e49b233ff96e2815c67c29702ac3a062098d80a170c506dff3470fd060",
+                "sha256:e9c5049333c5bebf993033f4bf807d163e30e8fada06e1da7fa9db86e2392009",
+                "sha256:fc987f7717e53d372f586323fff441263204128a1ead053c1b98d7288f836ac9"
+            ],
+            "index": "pypi",
+            "version": "==1.5.0"
+        },
+        "python-dateutil": {
+            "hashes": [
+                "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86",
+                "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
+            "version": "==2.8.2"
+        },
+        "pytz": {
+            "hashes": [
+                "sha256:220f481bdafa09c3955dfbdddb7b57780e9a94f5127e35456a48589b9e0c0197",
+                "sha256:cea221417204f2d1a2aa03ddae3e867921971d0d76f14d87abb4414415bbdcf5"
+            ],
+            "version": "==2022.2.1"
+        },
+        "requests": {
+            "hashes": [
+                "sha256:7c5599b102feddaa661c826c56ab4fee28bfd17f5abca1ebbe3e7f19d7c97983",
+                "sha256:8fefa2a1a1365bf5520aac41836fbee479da67864514bdb821f31ce07ce65349"
+            ],
+            "index": "pypi",
+            "version": "==2.28.1"
+        },
+        "requests-oauthlib": {
+            "hashes": [
+                "sha256:2577c501a2fb8d05a304c09d090d6e47c306fef15809d102b327cf8364bddab5",
+                "sha256:75beac4a47881eeb94d5ea5d6ad31ef88856affe2332b9aafb52c6452ccf0d7a"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==1.3.1"
+        },
+        "requests-toolbelt": {
+            "hashes": [
+                "sha256:380606e1d10dc85c3bd47bf5a6095f815ec007be7a8b69c878507068df059e6f",
+                "sha256:968089d4584ad4ad7c171454f0a5c6dac23971e9472521ea3b6d49d610aa6fc0"
+            ],
+            "version": "==0.9.1"
+        },
+        "six": {
+            "hashes": [
+                "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
+                "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
+            "version": "==1.16.0"
+        },
+        "urllib3": {
+            "hashes": [
+                "sha256:3fa96cf423e6987997fc326ae8df396db2a8b7c667747d47ddd8ecba91f4a74e",
+                "sha256:b930dd878d5a8afb066a637fbb35144fe7901e3b209d1cd4f524bd0e9deee997"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5' and python_version < '4'",
+            "version": "==1.26.12"
+        }
+    },
+    "develop": {
+        "black": {
+            "hashes": [
+                "sha256:0a12e4e1353819af41df998b02c6742643cfef58282915f781d0e4dd7a200411",
+                "sha256:0ad827325a3a634bae88ae7747db1a395d5ee02cf05d9aa7a9bd77dfb10e940c",
+                "sha256:32a4b17f644fc288c6ee2bafdf5e3b045f4eff84693ac069d87b1a347d861497",
+                "sha256:3b2c25f8dea5e8444bdc6788a2f543e1fb01494e144480bc17f806178378005e",
+                "sha256:4a098a69a02596e1f2a58a2a1c8d5a05d5a74461af552b371e82f9fa4ada8342",
+                "sha256:5107ea36b2b61917956d018bd25129baf9ad1125e39324a9b18248d362156a27",
+                "sha256:53198e28a1fb865e9fe97f88220da2e44df6da82b18833b588b1883b16bb5d41",
+                "sha256:5594efbdc35426e35a7defa1ea1a1cb97c7dbd34c0e49af7fb593a36bd45edab",
+                "sha256:5b879eb439094751185d1cfdca43023bc6786bd3c60372462b6f051efa6281a5",
+                "sha256:78dd85caaab7c3153054756b9fe8c611efa63d9e7aecfa33e533060cb14b6d16",
+                "sha256:792f7eb540ba9a17e8656538701d3eb1afcb134e3b45b71f20b25c77a8db7e6e",
+                "sha256:8ce13ffed7e66dda0da3e0b2eb1bdfc83f5812f66e09aca2b0978593ed636b6c",
+                "sha256:a05da0430bd5ced89176db098567973be52ce175a55677436a271102d7eaa3fe",
+                "sha256:a983526af1bea1e4cf6768e649990f28ee4f4137266921c2c3cee8116ae42ec3",
+                "sha256:bc4d4123830a2d190e9cc42a2e43570f82ace35c3aeb26a512a2102bce5af7ec",
+                "sha256:c3a73f66b6d5ba7288cd5d6dad9b4c9b43f4e8a4b789a94bf5abfb878c663eb3",
+                "sha256:ce957f1d6b78a8a231b18e0dd2d94a33d2ba738cd88a7fe64f53f659eea49fdd",
+                "sha256:cea1b2542d4e2c02c332e83150e41e3ca80dc0fb8de20df3c5e98e242156222c",
+                "sha256:d2c21d439b2baf7aa80d6dd4e3659259be64c6f49dfd0f32091063db0e006db4",
+                "sha256:d839150f61d09e7217f52917259831fe2b689f5c8e5e32611736351b89bb2a90",
+                "sha256:dd82842bb272297503cbec1a2600b6bfb338dae017186f8f215c8958f8acf869",
+                "sha256:e8166b7bfe5dcb56d325385bd1d1e0f635f24aae14b3ae437102dedc0c186747",
+                "sha256:e981e20ec152dfb3e77418fb616077937378b322d7b26aa1ff87717fb18b4875"
+            ],
+            "index": "pypi",
+            "version": "==22.8.0"
+        },
+        "click": {
+            "hashes": [
+                "sha256:7682dc8afb30297001674575ea00d1814d808d6a36af415a82bd481d37ba7b8e",
+                "sha256:bb4d8133cb15a609f44e8213d9b391b0809795062913b383c62be0ee95b1db48"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==8.1.3"
+        },
+        "flake8": {
+            "hashes": [
+                "sha256:6fbe320aad8d6b95cec8b8e47bc933004678dc63095be98528b7bdd2a9f510db",
+                "sha256:7a1cf6b73744f5806ab95e526f6f0d8c01c66d7bbe349562d22dfca20610b248"
+            ],
+            "index": "pypi",
+            "version": "==5.0.4"
+        },
+        "isort": {
+            "hashes": [
+                "sha256:6f62d78e2f89b4500b080fe3a81690850cd254227f27f75c3a0c491a1f351ba7",
+                "sha256:e8443a5e7a020e9d7f97f1d7d9cd17c88bcb3bc7e218bf9cf5095fe550be2951"
+            ],
+            "index": "pypi",
+            "version": "==5.10.1"
+        },
+        "mccabe": {
+            "hashes": [
+                "sha256:348e0240c33b60bbdf4e523192ef919f28cb2c3d7d5c7794f74009290f236325",
+                "sha256:6c2d30ab6be0e4a46919781807b4f0d834ebdd6c6e3dca0bda5a15f863427b6e"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==0.7.0"
+        },
+        "mypy-extensions": {
+            "hashes": [
+                "sha256:090fedd75945a69ae91ce1303b5824f428daf5a028d2f6ab8a299250a846f15d",
+                "sha256:2d82818f5bb3e369420cb3c4060a7970edba416647068eb4c5343488a6c604a8"
+            ],
+            "version": "==0.4.3"
+        },
+        "pathspec": {
+            "hashes": [
+                "sha256:46846318467efc4556ccfd27816e004270a9eeeeb4d062ce5e6fc7a87c573f93",
+                "sha256:7ace6161b621d31e7902eb6b5ae148d12cfd23f4a249b9ffb6b9fee12084323d"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==0.10.1"
+        },
+        "platformdirs": {
+            "hashes": [
+                "sha256:027d8e83a2d7de06bbac4e5ef7e023c02b863d7ea5d079477e722bb41ab25788",
+                "sha256:58c8abb07dcb441e6ee4b11d8df0ac856038f944ab98b7be6b27b2a3c7feef19"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.5.2"
+        },
+        "pycodestyle": {
+            "hashes": [
+                "sha256:2c9607871d58c76354b697b42f5d57e1ada7d261c261efac224b664affdc5785",
+                "sha256:d1735fc58b418fd7c5f658d28d943854f8a849b01a5d0a1e6f3f3fdd0166804b"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==2.9.1"
+        },
+        "pyflakes": {
+            "hashes": [
+                "sha256:4579f67d887f804e67edb544428f264b7b24f435b263c4614f384135cea553d2",
+                "sha256:491feb020dca48ccc562a8c0cbe8df07ee13078df59813b83959cbdada312ea3"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==2.5.0"
+        },
+        "tomli": {
+            "hashes": [
+                "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc",
+                "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"
+            ],
+            "markers": "python_full_version < '3.11.0a7'",
+            "version": "==2.0.1"
+        },
+        "typing-extensions": {
+            "hashes": [
+                "sha256:25642c956049920a5aa49edcdd6ab1e06d7e5d467fc00e0506c44ac86fbfca02",
+                "sha256:e6d2677a32f47fc7eb2795db1dd15c1f34eff616bcaf2cfb5e997f854fa1c4a6"
+            ],
+            "markers": "python_version < '3.10'",
+            "version": "==4.3.0"
+        }
+    }
+}
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 00000000..bc4d25c8
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,23 @@
+[tool.black]
+line-length = 79
+target-version = ['py39', 'py310']
+
+
+# [tool.flake8]
+#   config: .flake8
+# also see: https://github.com/PyCQA/flake8/issues/234
+
+
+[tool.isort]
+import_heading_firstparty = 'First-party/Local'
+import_heading_future = 'Future'
+import_heading_stdlib = 'Standard library'
+import_heading_thirdparty = 'Third-party'
+line_length = 79
+multi_line_output = 3
+no_lines_before = 'LOCALFOLDER'
+profile = 'black'
+
+
+# [tool.pre-commit]
+#   config: .pre-commit-config.yaml