diff --git a/Pipfile.lock b/Pipfile.lock
index e24ade5..53052e3 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -16,76 +16,239 @@
         ]
     },
     "default": {
+        "argcomplete": {
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+            "markers": "python_full_version < '3.8.0'",
+            "version": "==2.0.0"
+        },
+        "argon2-cffi": {
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+            "markers": "python_version >= '3.6'",
+            "version": "==21.3.0"
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+        "argon2-cffi-bindings": {
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+            "version": "==7.31.0"
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         "ipython-genutils": {
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@@ -96,38 +259,41 @@
         },
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@@ -255,6 +499,14 @@
             "index": "pypi",
             "version": "==3.1.1"
         },
+        "matplotlib-inline": {
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@@ -262,26 +514,45 @@
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-            "version": "==5.5.0"
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-            "version": "==4.4.0"
+            "markers": "python_version >= '3.5'",
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+            "markers": "python_version >= '3.6'",
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             "hashes": [
@@ -305,6 +576,14 @@
             "index": "pypi",
             "version": "==1.17.0"
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+        "packaging": {
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@@ -327,31 +606,35 @@
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-                "sha256:b3dd70e169bb5449e6bc6ff96aea89c5eea8c5f6ab5e207fc2f521a2cf4a0da9"
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+            "markers": "python_version >= '3.6'",
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@@ -360,13 +643,21 @@
             ],
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@@ -376,119 +667,206 @@
             "index": "pypi",
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@@ -500,71 +878,128 @@
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-            "version": "==1.12.0"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==1.16.0"
         },
         "terminado": {
             "hashes": [
-                "sha256:d9d012de63acb8223ac969c17c3043337c2fcfd28f3aea1ee429b345d01ef460",
-                "sha256:de08e141f83c3a0798b050ecb097ab6259c3f0331b2f7b7750c9075ced2c20c2"
+                "sha256:09fdde344324a1c9c6e610ee4ca165c4bb7f5bbf982fceeeb38998a988ef8452",
+                "sha256:b20fd93cc57c1678c799799d117874367cc07a3d2d55be95205b1a88fa08393f"
             ],
-            "version": "==0.8.2"
+            "markers": "python_version >= '3.6'",
+            "version": "==0.12.1"
         },
         "testpath": {
             "hashes": [
-                "sha256:46c89ebb683f473ffe2aab0ed9f12581d4d078308a3cb3765d79c6b2317b0109",
-                "sha256:b694b3d9288dbd81685c5d2e7140b81365d46c29f5db4bc659de5aa6b98780f8"
+                "sha256:1acf7a0bcd3004ae8357409fc33751e16d37ccc650921da1094a86581ad1e417",
+                "sha256:8044f9a0bab6567fc644a3593164e872543bb44225b0e24846e2c89237937589"
             ],
-            "version": "==0.4.2"
+            "markers": "python_version >= '3.5'",
+            "version": "==0.5.0"
         },
         "tornado": {
             "hashes": [
-                "sha256:349884248c36801afa19e342a77cc4458caca694b0eda633f5878e458a44cb2c",
-                "sha256:398e0d35e086ba38a0427c3b37f4337327231942e731edaa6e9fd1865bbd6f60",
-                "sha256:4e73ef678b1a859f0cb29e1d895526a20ea64b5ffd510a2307b5998c7df24281",
-                "sha256:559bce3d31484b665259f50cd94c5c28b961b09315ccd838f284687245f416e5",
-                "sha256:abbe53a39734ef4aba061fca54e30c6b4639d3e1f59653f0da37a0003de148c7",
-                "sha256:c845db36ba616912074c5b1ee897f8e0124df269468f25e4fe21fe72f6edd7a9",
-                "sha256:c9399267c926a4e7c418baa5cbe91c7d1cf362d505a1ef898fde44a07c9dd8a5"
+                "sha256:0a00ff4561e2929a2c37ce706cb8233b7907e0cdc22eab98888aca5dd3775feb",
+                "sha256:0d321a39c36e5f2c4ff12b4ed58d41390460f798422c4504e09eb5678e09998c",
+                "sha256:1e8225a1070cd8eec59a996c43229fe8f95689cb16e552d130b9793cb570a288",
+                "sha256:20241b3cb4f425e971cb0a8e4ffc9b0a861530ae3c52f2b0434e6c1b57e9fd95",
+                "sha256:25ad220258349a12ae87ede08a7b04aca51237721f63b1808d39bdb4b2164558",
+                "sha256:33892118b165401f291070100d6d09359ca74addda679b60390b09f8ef325ffe",
+                "sha256:33c6e81d7bd55b468d2e793517c909b139960b6c790a60b7991b9b6b76fb9791",
+                "sha256:3447475585bae2e77ecb832fc0300c3695516a47d46cefa0528181a34c5b9d3d",
+                "sha256:34ca2dac9e4d7afb0bed4677512e36a52f09caa6fded70b4e3e1c89dbd92c326",
+                "sha256:3e63498f680547ed24d2c71e6497f24bca791aca2fe116dbc2bd0ac7f191691b",
+                "sha256:548430be2740e327b3fe0201abe471f314741efcb0067ec4f2d7dcfb4825f3e4",
+                "sha256:6196a5c39286cc37c024cd78834fb9345e464525d8991c21e908cc046d1cc02c",
+                "sha256:61b32d06ae8a036a6607805e6720ef00a3c98207038444ba7fd3d169cd998910",
+                "sha256:6286efab1ed6e74b7028327365cf7346b1d777d63ab30e21a0f4d5b275fc17d5",
+                "sha256:65d98939f1a2e74b58839f8c4dab3b6b3c1ce84972ae712be02845e65391ac7c",
+                "sha256:66324e4e1beede9ac79e60f88de548da58b1f8ab4b2f1354d8375774f997e6c0",
+                "sha256:6c77c9937962577a6a76917845d06af6ab9197702a42e1346d8ae2e76b5e3675",
+                "sha256:70dec29e8ac485dbf57481baee40781c63e381bebea080991893cd297742b8fd",
+                "sha256:7250a3fa399f08ec9cb3f7b1b987955d17e044f1ade821b32e5f435130250d7f",
+                "sha256:748290bf9112b581c525e6e6d3820621ff020ed95af6f17fedef416b27ed564c",
+                "sha256:7da13da6f985aab7f6f28debab00c67ff9cbacd588e8477034c0652ac141feea",
+                "sha256:8f959b26f2634a091bb42241c3ed8d3cedb506e7c27b8dd5c7b9f745318ddbb6",
+                "sha256:9de9e5188a782be6b1ce866e8a51bc76a0fbaa0e16613823fc38e4fc2556ad05",
+                "sha256:a48900ecea1cbb71b8c71c620dee15b62f85f7c14189bdeee54966fbd9a0c5bd",
+                "sha256:b87936fd2c317b6ee08a5741ea06b9d11a6074ef4cc42e031bc6403f82a32575",
+                "sha256:c77da1263aa361938476f04c4b6c8916001b90b2c2fdd92d8d535e1af48fba5a",
+                "sha256:cb5ec8eead331e3bb4ce8066cf06d2dfef1bfb1b2a73082dfe8a161301b76e37",
+                "sha256:cc0ee35043162abbf717b7df924597ade8e5395e7b66d18270116f8745ceb795",
+                "sha256:d14d30e7f46a0476efb0deb5b61343b1526f73ebb5ed84f23dc794bdb88f9d9f",
+                "sha256:d371e811d6b156d82aa5f9a4e08b58debf97c302a35714f6f45e35139c332e32",
+                "sha256:d3d20ea5782ba63ed13bc2b8c291a053c8d807a8fa927d941bd718468f7b950c",
+                "sha256:d3f7594930c423fd9f5d1a76bee85a2c36fd8b4b16921cae7e965f22575e9c01",
+                "sha256:dcef026f608f678c118779cd6591c8af6e9b4155c44e0d1bc0c87c036fb8c8c4",
+                "sha256:e0791ac58d91ac58f694d8d2957884df8e4e2f6687cdf367ef7eb7497f79eaa2",
+                "sha256:e385b637ac3acaae8022e7e47dfa7b83d3620e432e3ecb9a3f7f58f150e50921",
+                "sha256:e519d64089b0876c7b467274468709dadf11e41d65f63bba207e04217f47c085",
+                "sha256:e7229e60ac41a1202444497ddde70a48d33909e484f96eb0da9baf8dc68541df",
+                "sha256:ed3ad863b1b40cd1d4bd21e7498329ccaece75db5a5bf58cd3c9f130843e7102",
+                "sha256:f0ba29bafd8e7e22920567ce0d232c26d4d47c8b5cf4ed7b562b5db39fa199c5",
+                "sha256:fa2ba70284fa42c2a5ecb35e322e68823288a4251f9ba9cc77be04ae15eada68",
+                "sha256:fba85b6cd9c39be262fcd23865652920832b61583de2a2ca907dbd8e8a8c81e5"
             ],
-            "version": "==6.0.3"
+            "markers": "python_version >= '3.5'",
+            "version": "==6.1"
         },
         "traitlets": {
             "hashes": [
-                "sha256:9c4bd2d267b7153df9152698efb1050a5d84982d3384a37b2c1f7723ba3e7835",
-                "sha256:c6cb5e6f57c5a9bdaa40fa71ce7b4af30298fbab9ece9815b5d995ab6217c7d9"
+                "sha256:059f456c5a7c1c82b98c2e8c799f39c9b8128f6d0d46941ee118daace9eb70c7",
+                "sha256:2d313cc50a42cd6c277e7d7dc8d4d7fedd06a2c215f78766ae7b1a66277e0033"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==5.1.1"
+        },
+        "typing-extensions": {
+            "hashes": [
+                "sha256:4ca091dea149f945ec56afb48dae714f21e8692ef22a395223bcd328961b6a0e",
+                "sha256:7f001e5ac290a0c0401508864c7ec868be4e701886d5b573a9528ed3973d9d3b"
             ],
-            "version": "==4.3.2"
+            "markers": "python_full_version < '3.8.0'",
+            "version": "==4.0.1"
         },
         "virtualenv": {
             "hashes": [
-                "sha256:6cb2e4c18d22dbbe283d0a0c31bb7d90771a606b2cb3415323eea008eaee6a9d",
-                "sha256:909fe0d3f7c9151b2df0a2cb53e55bdb7b0d61469353ff7a49fd47b0f0ab9285"
+                "sha256:339f16c4a86b44240ba7223d0f93a7887c3ca04b5f9c8129da7958447d079b09",
+                "sha256:d8458cf8d59d0ea495ad9b34c2599487f8a7772d796f9910858376d1600dd2dd"
             ],
-            "version": "==16.7.2"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
+            "version": "==20.13.0"
         },
         "virtualenv-clone": {
             "hashes": [
-                "sha256:532f789a5c88adf339506e3ca03326f20ee82fd08ee5586b44dc859b5b4468c5",
-                "sha256:c88ae171a11b087ea2513f260cdac9232461d8e9369bcd1dc143fc399d220557"
+                "sha256:418ee935c36152f8f153c79824bb93eaf6f0f7984bae31d3f48f350b9183501a",
+                "sha256:44d5263bceed0bac3e1424d64f798095233b64def1c5689afa43dc3223caf5b0"
             ],
-            "version": "==0.5.3"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==0.5.7"
         },
         "wcwidth": {
             "hashes": [
-                "sha256:3df37372226d6e63e1b1e1eda15c594bca98a22d33a23832a90998faa96bc65e",
-                "sha256:f4ebe71925af7b40a864553f761ed559b43544f8f71746c2d756c7fe788ade7c"
+                "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784",
+                "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"
             ],
-            "version": "==0.1.7"
+            "version": "==0.2.5"
         },
         "webencodings": {
             "hashes": [
@@ -575,10 +1010,18 @@
         },
         "widgetsnbextension": {
             "hashes": [
-                "sha256:079f87d87270bce047512400efd70238820751a11d2d8cb137a5a5bdbaf255c7",
-                "sha256:bd314f8ceb488571a5ffea6cc5b9fc6cba0adaf88a9d2386b93a489751938bcd"
+                "sha256:763a9fdc836d141fa080005a886d63f66f73d56dba1fb5961afc239c77708569",
+                "sha256:e0731a60ba540cd19bbbefe771a9076dcd2dde90713a8f87f27f53f2d1db7727"
+            ],
+            "version": "==3.5.2"
+        },
+        "zipp": {
+            "hashes": [
+                "sha256:9f50f446828eb9d45b267433fd3e9da8d801f614129124863f9c51ebceafb87d",
+                "sha256:b47250dd24f92b7dd6a0a8fc5244da14608f3ca90a5efcd37a3b1642fac9a375"
             ],
-            "version": "==3.5.1"
+            "markers": "python_version < '3.10'",
+            "version": "==3.7.0"
         }
     },
     "develop": {}
diff --git a/requirements.txt b/requirements.txt
index 98828fc..3a7cb2f 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,61 +1,91 @@
-attrs==19.1.0
-backcall==0.1.0
-bleach==3.1.0
-certifi==2019.6.16
-cycler==0.10.0
-decorator==4.4.0
-defusedxml==0.6.0
-entrypoints==0.3
-ipykernel==5.1.1
-ipython==7.7.0
+#
+# These requirements were autogenerated by pipenv
+# To regenerate from the project's Pipfile, run:
+#
+#    pipenv lock --requirements
+#
+
+-i https://pypi.org/simple/
+argcomplete==2.0.0; python_full_version < '3.8.0'
+argon2-cffi-bindings==21.2.0; python_version >= '3.6'
+argon2-cffi==21.3.0; python_version >= '3.6'
+attrs==21.4.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
+backcall==0.2.0
+bleach==4.1.0; python_version >= '3.6'
+certifi==2021.10.8
+cffi==1.15.0
+cycler==0.11.0; python_version >= '3.6'
+debugpy==1.5.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
+decorator==5.1.1; python_version >= '3.5'
+defusedxml==0.7.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
+distlib==0.3.4
+entrypoints==0.3; python_version >= '2.7'
+filelock==3.4.2; python_version >= '3.7'
+importlib-metadata==4.10.0; python_full_version < '3.8.0'
+importlib-resources==5.4.0; python_version < '3.9'
+ipykernel==6.6.1; python_version >= '3.7'
 ipython-genutils==0.2.0
-ipywidgets==7.5.1
-jedi==0.14.1
-Jinja2==2.10.1
-json5==0.8.5
-jsonschema==3.0.2
+ipython==7.31.0; python_version >= '3.7'
+ipywidgets==7.6.5
+jedi==0.18.1; python_version >= '3.6'
+jinja2==3.0.3; python_version >= '3.6'
+json5==0.9.6
+jsonschema==4.4.0; python_version >= '3.7'
+jupyter-client==7.1.0; python_full_version >= '3.6.1'
+jupyter-console==6.4.0; python_version >= '3.6'
+jupyter-core==4.9.1; python_version >= '3.6'
 jupyter==1.0.0
-jupyter-client==5.3.1
-jupyter-console==6.0.0
-jupyter-core==4.5.0
+jupyterlab-pygments==0.1.2
+jupyterlab-server==1.0.9; python_version >= '3.5'
+jupyterlab-widgets==1.0.2; python_version >= '3.6'
 jupyterlab==1.0.4
-jupyterlab-server==1.0.0
-kiwisolver==1.1.0
-MarkupSafe==1.1.1
+kiwisolver==1.3.2; python_version >= '3.7'
+markupsafe==2.0.1; python_version >= '3.6'
+matplotlib-inline==0.1.3; python_version >= '3.5'
 matplotlib==3.1.1
 mistune==0.8.4
-nbconvert==5.5.0
-nbformat==4.4.0
-notebook==6.0.0
+nbclient==0.5.9; python_full_version >= '3.6.1'
+nbconvert==6.4.0; python_version >= '3.7'
+nbformat==5.1.3; python_version >= '3.5'
+nest-asyncio==1.5.4; python_version >= '3.5'
+notebook==6.4.7; python_version >= '3.6'
 numpy==1.17.0
+packaging==21.3; python_version >= '3.6'
 pandas==0.25.0
-pandocfilters==1.4.2
-parso==0.5.1
-pbr==5.4.1
-pexpect==4.7.0
+pandocfilters==1.5.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+parso==0.8.3; python_version >= '3.6'
+pbr==5.8.0; python_version >= '2.6'
+pexpect==4.8.0; sys_platform != 'win32'
 pickleshare==0.7.5
-pipenv==2018.11.26
+pip==21.3.1; python_version >= '3.6'
 pipenv-to-requirements==0.8.2
-prometheus-client==0.7.1
-prompt-toolkit==2.0.9
-ptyprocess==0.6.0
-Pygments==2.4.2
-pyparsing==2.4.2
-pyrsistent==0.15.4
-python-dateutil==2.8.0
-pytz==2019.2
-pyzmq==18.0.2
-qtconsole==4.5.2
-scipy==1.3.0
+pipenv==2022.1.8
+platformdirs==2.4.1; python_version >= '3.7'
+prometheus-client==0.12.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+prompt-toolkit==3.0.24; python_full_version >= '3.6.2'
+ptyprocess==0.7.0; os_name != 'nt'
+pycparser==2.21
+pygments==2.11.2; python_version >= '3.5'
+pyparsing==3.0.6; python_version >= '3.6'
+pyrsistent==0.18.0; python_version >= '3.6'
+python-dateutil==2.8.2; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+pytz==2021.3
+pyzmq==22.3.0; python_version >= '3.6'
+qtconsole==5.2.2; python_version >= '3.6'
+qtpy==2.0.0; python_version >= '3.6'
+scipy==1.7.3; python_version < '3.11' and python_version >= '3.7'
 seaborn==0.9.0
-Send2Trash==1.5.0
-six==1.12.0
-terminado==0.8.2
-testpath==0.4.2
-tornado==6.0.3
-traitlets==4.3.2
-virtualenv==16.7.2
-virtualenv-clone==0.5.3
-wcwidth==0.1.7
+send2trash==1.8.0
+setuptools==60.5.0; python_version >= '3.7'
+six==1.16.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+terminado==0.12.1; python_version >= '3.6'
+testpath==0.5.0; python_version >= '3.5'
+tornado==6.1; python_version >= '3.5'
+traitlets==5.1.1; python_version >= '3.7'
+typing-extensions==4.0.1; python_full_version < '3.8.0'
+virtualenv-clone==0.5.7; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+virtualenv==20.13.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
+wcwidth==0.2.5
 webencodings==0.5.1
-widgetsnbextension==3.5.1
+widgetsnbextension==3.5.2
+zipp==3.7.0; python_version < '3.10'