diff --git a/phase-2-quantitative-analysis/Pipfile.lock b/phase-2-quantitative-analysis/Pipfile.lock
index e0cfab2..4e2d1c9 100644
--- a/phase-2-quantitative-analysis/Pipfile.lock
+++ b/phase-2-quantitative-analysis/Pipfile.lock
@@ -18,54 +18,69 @@
     "default": {
         "anyio": {
             "hashes": [
-                "sha256:929a6852074397afe1d989002aa96d457e3e1e5441357c60d03e7eea0e65e1b0",
-                "sha256:ae57a67583e5ff8b4af47666ff5651c3732d45fd26c929253748e796af860374"
+                "sha256:413adf95f93886e442aea925f3ee43baa5a765a64a0f52c6081894f9992fdd0b",
+                "sha256:cb29b9c70620506a9a8f87a309591713446953302d7d995344d0d7c6c0c9a7be"
             ],
             "markers": "python_full_version >= '3.6.2'",
-            "version": "==3.3.0"
+            "version": "==3.6.1"
         },
         "argon2-cffi": {
             "hashes": [
-                "sha256:05a8ac07c7026542377e38389638a8a1e9b78f1cd8439cd7493b39f08dd75fbf",
-                "sha256:0bf066bc049332489bb2d75f69216416329d9dc65deee127152caeb16e5ce7d5",
-                "sha256:18dee20e25e4be86680b178b35ccfc5d495ebd5792cd00781548d50880fee5c5",
-                "sha256:36320372133a003374ef4275fbfce78b7ab581440dfca9f9471be3dd9a522428",
-                "sha256:392c3c2ef91d12da510cfb6f9bae52512a4552573a9e27600bdb800e05905d2b",
-                "sha256:3aa804c0e52f208973845e8b10c70d8957c9e5a666f702793256242e9167c4e0",
-                "sha256:57358570592c46c420300ec94f2ff3b32cbccd10d38bdc12dc6979c4a8484fbc",
-                "sha256:6678bb047373f52bcff02db8afab0d2a77d83bde61cfecea7c5c62e2335cb203",
-                "sha256:6ea92c980586931a816d61e4faf6c192b4abce89aa767ff6581e6ddc985ed003",
-                "sha256:77e909cc756ef81d6abb60524d259d959bab384832f0c651ed7dcb6e5ccdbb78",
-                "sha256:7d455c802727710e9dfa69b74ccaab04568386ca17b0ad36350b622cd34606fe",
-                "sha256:8282b84ceb46b5b75c3a882b28856b8cd7e647ac71995e71b6705ec06fc232c3",
-                "sha256:8a84934bd818e14a17943de8099d41160da4a336bcc699bb4c394bbb9b94bd32",
-                "sha256:9bee3212ba4f560af397b6d7146848c32a800652301843df06b9e8f68f0f7361",
-                "sha256:9dfd5197852530294ecb5795c97a823839258dfd5eb9420233c7cfedec2058f2",
-                "sha256:b160416adc0f012fb1f12588a5e6954889510f82f698e23ed4f4fa57f12a0647",
-                "sha256:b94042e5dcaa5d08cf104a54bfae614be502c6f44c9c89ad1535b2ebdaacbd4c",
-                "sha256:ba7209b608945b889457f949cc04c8e762bed4fe3fec88ae9a6b7765ae82e496",
-                "sha256:cc0e028b209a5483b6846053d5fd7165f460a1f14774d79e632e75e7ae64b82b",
-                "sha256:d8029b2d3e4b4cea770e9e5a0104dd8fa185c1724a0f01528ae4826a6d25f97d",
-                "sha256:da7f0445b71db6d3a72462e04f36544b0de871289b0bc8a7cc87c0f5ec7079fa",
-                "sha256:e2db6e85c057c16d0bd3b4d2b04f270a7467c147381e8fd73cbbe5bc719832be"
-            ],
-            "version": "==20.1.0"
+                "sha256:8c976986f2c5c0e5000919e6de187906cfd81fb1c72bf9d88c01177e77da7f80",
+                "sha256:d384164d944190a7dd7ef22c6aa3ff197da12962bd04b17f64d4e93d934dba5b"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==21.3.0"
+        },
+        "argon2-cffi-bindings": {
+            "hashes": [
+                "sha256:20ef543a89dee4db46a1a6e206cd015360e5a75822f76df533845c3cbaf72670",
+                "sha256:2c3e3cc67fdb7d82c4718f19b4e7a87123caf8a93fde7e23cf66ac0337d3cb3f",
+                "sha256:3b9ef65804859d335dc6b31582cad2c5166f0c3e7975f324d9ffaa34ee7e6583",
+                "sha256:3e385d1c39c520c08b53d63300c3ecc28622f076f4c2b0e6d7e796e9f6502194",
+                "sha256:58ed19212051f49a523abb1dbe954337dc82d947fb6e5a0da60f7c8471a8476c",
+                "sha256:5e00316dabdaea0b2dd82d141cc66889ced0cdcbfa599e8b471cf22c620c329a",
+                "sha256:603ca0aba86b1349b147cab91ae970c63118a0f30444d4bc80355937c950c082",
+                "sha256:6a22ad9800121b71099d0fb0a65323810a15f2e292f2ba450810a7316e128ee5",
+                "sha256:8cd69c07dd875537a824deec19f978e0f2078fdda07fd5c42ac29668dda5f40f",
+                "sha256:93f9bf70084f97245ba10ee36575f0c3f1e7d7724d67d8e5b08e61787c320ed7",
+                "sha256:9524464572e12979364b7d600abf96181d3541da11e23ddf565a32e70bd4dc0d",
+                "sha256:b2ef1c30440dbbcba7a5dc3e319408b59676e2e039e2ae11a8775ecf482b192f",
+                "sha256:b746dba803a79238e925d9046a63aa26bf86ab2a2fe74ce6b009a1c3f5c8f2ae",
+                "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3",
+                "sha256:bd46088725ef7f58b5a1ef7ca06647ebaf0eb4baff7d1d0d177c6cc8744abd86",
+                "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367",
+                "sha256:d4966ef5848d820776f5f562a7d45fdd70c2f330c961d0d745b784034bd9f48d",
+                "sha256:e415e3f62c8d124ee16018e491a009937f8cf7ebf5eb430ffc5de21b900dad93",
+                "sha256:ed2937d286e2ad0cc79a7087d3c272832865f779430e0cc2b4f3718d3159b0cb",
+                "sha256:f1152ac548bd5b8bcecfb0b0371f082037e47128653df2e8ba6e914d384f3c3e",
+                "sha256:f9f8b450ed0547e3d473fdc8612083fd08dd2120d6ac8f73828df9b7d45bb351"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==21.2.0"
+        },
+        "asttokens": {
+            "hashes": [
+                "sha256:0844691e88552595a6f4a4281a9f7f79b8dd45ca4ccea82e5e05b4bbdb76705c",
+                "sha256:9a54c114f02c7a9480d56550932546a3f1fe71d8a02f1bc7ccd0ee3ee35cf4d5"
+            ],
+            "version": "==2.0.5"
         },
         "attrs": {
             "hashes": [
-                "sha256:149e90d6d8ac20db7a955ad60cf0e6881a3f20d37096140088356da6c716b0b1",
-                "sha256:ef6aaac3ca6cd92904cdd0d83f629a15f18053ec84e6432106f7a4d04ae4f5fb"
+                "sha256:2d27e3784d7a565d36ab851fe94887c5eccd6a463168875832a1be79c82828b4",
+                "sha256:626ba8234211db98e869df76230a137c4c40a12d72445c45d5f5b716f076e2fd"
             ],
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==21.2.0"
+            "version": "==21.4.0"
         },
         "babel": {
             "hashes": [
-                "sha256:ab49e12b91d937cd11f0b67cb259a57ab4ad2b59ac7a3b41d6c06c0ac5b0def9",
-                "sha256:bc0c176f9f6a994582230df350aa6e05ba2ebe4b3ac317eab29d9be5d2768da0"
+                "sha256:7614553711ee97490f732126dc077f8d0ae084ebc6a96e23db1482afabdb2c51",
+                "sha256:ff56f4892c1c4bf0d814575ea23471c230d544203c7748e8c68f0089478d48eb"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==2.9.1"
+            "markers": "python_version >= '3.6'",
+            "version": "==2.10.3"
         },
         "backcall": {
             "hashes": [
@@ -74,155 +89,132 @@
             ],
             "version": "==0.2.0"
         },
-        "bleach": {
+        "beautifulsoup4": {
             "hashes": [
-                "sha256:c1685a132e6a9a38bf93752e5faab33a9517a6c0bb2f37b785e47bf253bdb51d",
-                "sha256:ffa9221c6ac29399cc50fcc33473366edd0cf8d5e2cbbbb63296dc327fb67cc8"
+                "sha256:58d5c3d29f5a36ffeb94f02f0d786cd53014cf9b3b3951d42e0080d8a9498d30",
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             ],
             "markers": "python_version >= '3.6'",
-            "version": "==4.0.0"
+            "version": "==4.11.1"
+        },
+        "bleach": {
+            "hashes": [
+                "sha256:08a1fe86d253b5c88c92cc3d810fd8048a16d15762e1e5b74d502256e5926aa1",
+                "sha256:c6d6cc054bdc9c83b48b8083e236e5f00f238428666d2ce2e083eaa5fd568565"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==5.0.0"
         },
         "certifi": {
             "hashes": [
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-                "sha256:50b1e4f8446b06f41be7dd6338db18e0990601dce795c2b1686458aa7e8fa7d8"
+                "sha256:84c85a9078b11105f04f3036a9482ae10e4621616db313fe045dd24743a0820d",
+                "sha256:fe86415d55e84719d75f8b69414f6438ac3547d2078ab91b67e779ef69378412"
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-            "version": "==2021.5.30"
+            "markers": "python_version >= '3.6'",
+            "version": "==2022.6.15"
         },
         "cffi": {
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@@ -232,27 +224,35 @@
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@@ -263,27 +263,43 @@
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@@ -294,186 +310,178 @@
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@@ -502,11 +510,11 @@
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@@ -517,95 +525,95 @@
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@@ -631,17 +639,19 @@
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@@ -660,64 +670,101 @@
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@@ -727,56 +774,63 @@
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-            "markers": "python_version >= '3.6'",
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+            "markers": "python_version >= '3.7'",
+            "version": "==0.18.1"
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@@ -796,71 +850,84 @@
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             "markers": "python_version >= '3.6'",
-            "version": "==22.2.1"
+            "version": "==23.2.0"
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             "extras": [
                 "socks"
             ],
             "hashes": [
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-            "version": "==0.2.0"
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+            "version": "==2.28.0"
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         "send2trash": {
             "hashes": [
@@ -869,6 +936,14 @@
             ],
             "version": "==1.8.0"
         },
+        "setuptools": {
+            "hashes": [
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@@ -885,29 +960,36 @@
             "markers": "python_version >= '3.5'",
             "version": "==1.2.0"
         },
-        "terminado": {
+        "soupsieve": {
             "hashes": [
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             "markers": "python_version >= '3.6'",
-            "version": "==0.11.1"
+            "version": "==2.3.2.post1"
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-        "testpath": {
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             "hashes": [
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-                "sha256:8044f9a0bab6567fc644a3593164e872543bb44225b0e24846e2c89237937589"
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-            "markers": "python_version >= '3.5'",
-            "version": "==0.5.0"
+            "version": "==0.3.0"
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-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==0.7.2"
+            "markers": "python_version >= '3.7'",
+            "version": "==0.15.0"
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+        "tinycss2": {
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@@ -958,27 +1040,27 @@
         },
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-            "version": "==4.62.2"
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-            "version": "==5.0.5"
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-            "version": "==1.26.6"
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@@ -996,11 +1078,11 @@
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+                "sha256:5d55652dc1d0b3c734f044337d929aaf83f4f9138816ec680c1aefefb4dc4877",
+                "sha256:d58c5f284d6a9bf8379dab423259fe8f85b70d5fa5d2916d5791a84594b122b1"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==1.2.1"
+            "markers": "python_version >= '3.7'",
+            "version": "==1.3.3"
         },
         "wget": {
             "hashes": [
@@ -1009,13 +1091,13 @@
             "index": "pypi",
             "version": "==3.2"
         },
-        "wheel": {
+        "zipp": {
             "hashes": [
-                "sha256:21014b2bd93c6d0034b6ba5d35e4eb284340e09d63c59aef6fc14b0f346146fd",
-                "sha256:e2ef7239991699e3355d54f8e968a21bb940a1dbf34a4d226741e64462516fad"
+                "sha256:56bf8aadb83c24db6c4b577e13de374ccfb67da2078beba1d037c17980bf43ad",
+                "sha256:c4f6e5bbf48e74f7a38e7cc5b0480ff42b0ae5178957d564d18932525d5cf099"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==0.37.0"
+            "markers": "python_version >= '3.7'",
+            "version": "==3.8.0"
         }
     },
     "develop": {}