diff --git a/Pipfile b/Pipfile
index edf28ba..6a30036 100644
--- a/Pipfile
+++ b/Pipfile
@@ -10,4 +10,4 @@ jupyter-book = "*"
 matplotlib = "*"
 
 [packages]
-pandas = "==1.1.2"
+pandas = "==1.1.3"
diff --git a/Pipfile.lock b/Pipfile.lock
index 24cab05..66e692a 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "14540026c322ac9f330558f1361719cb70e4a66e373ecfbf01df25c4947c9cee"
+            "sha256": "da97062b617ef487160d82f1f7411451e34d4d46fd14b4a730e49128fd024e0b"
         },
         "pipfile-spec": 6,
         "requires": {},
@@ -16,57 +16,60 @@
     "default": {
         "numpy": {
             "hashes": [
-                "sha256:082f8d4dd69b6b688f64f509b91d482362124986d98dc7dc5f5e9f9b9c3bb983",
-                "sha256:1bc0145999e8cb8aed9d4e65dd8b139adf1919e521177f198529687dbf613065",
-                "sha256:309cbcfaa103fc9a33ec16d2d62569d541b79f828c382556ff072442226d1968",
-                "sha256:3673c8b2b29077f1b7b3a848794f8e11f401ba0b71c49fbd26fb40b71788b132",
-                "sha256:480fdd4dbda4dd6b638d3863da3be82873bba6d32d1fc12ea1b8486ac7b8d129",
-                "sha256:56ef7f56470c24bb67fb43dae442e946a6ce172f97c69f8d067ff8550cf782ff",
-                "sha256:5a936fd51049541d86ccdeef2833cc89a18e4d3808fe58a8abeb802665c5af93",
-                "sha256:5b6885c12784a27e957294b60f97e8b5b4174c7504665333c5e94fbf41ae5d6a",
-                "sha256:667c07063940e934287993366ad5f56766bc009017b4a0fe91dbd07960d0aba7",
-                "sha256:7ed448ff4eaffeb01094959b19cbaf998ecdee9ef9932381420d514e446601cd",
-                "sha256:8343bf67c72e09cfabfab55ad4a43ce3f6bf6e6ced7acf70f45ded9ebb425055",
-                "sha256:92feb989b47f83ebef246adabc7ff3b9a59ac30601c3f6819f8913458610bdcc",
-                "sha256:935c27ae2760c21cd7354402546f6be21d3d0c806fffe967f745d5f2de5005a7",
-                "sha256:aaf42a04b472d12515debc621c31cf16c215e332242e7a9f56403d814c744624",
-                "sha256:b12e639378c741add21fbffd16ba5ad25c0a1a17cf2b6fe4288feeb65144f35b",
-                "sha256:b1cca51512299841bf69add3b75361779962f9cee7d9ee3bb446d5982e925b69",
-                "sha256:b8456987b637232602ceb4d663cb34106f7eb780e247d51a260b84760fd8f491",
-                "sha256:b9792b0ac0130b277536ab8944e7b754c69560dac0415dd4b2dbd16b902c8954",
-                "sha256:c9591886fc9cbe5532d5df85cb8e0cc3b44ba8ce4367bd4cf1b93dc19713da72",
-                "sha256:cf1347450c0b7644ea142712619533553f02ef23f92f781312f6a3553d031fc7",
-                "sha256:de8b4a9b56255797cbddb93281ed92acbc510fb7b15df3f01bd28f46ebc4edae",
-                "sha256:e1b1dc0372f530f26a03578ac75d5e51b3868b9b76cd2facba4c9ee0eb252ab1",
-                "sha256:e45f8e981a0ab47103181773cc0a54e650b2aef8c7b6cd07405d0fa8d869444a",
-                "sha256:e4f6d3c53911a9d103d8ec9518190e52a8b945bab021745af4939cfc7c0d4a9e",
-                "sha256:ed8a311493cf5480a2ebc597d1e177231984c818a86875126cfd004241a73c3e",
-                "sha256:ef71a1d4fd4858596ae80ad1ec76404ad29701f8ca7cdcebc50300178db14dfc"
+                "sha256:04c7d4ebc5ff93d9822075ddb1751ff392a4375e5885299445fcebf877f179d5",
+                "sha256:0bfd85053d1e9f60234f28f63d4a5147ada7f432943c113a11afcf3e65d9d4c8",
+                "sha256:0c66da1d202c52051625e55a249da35b31f65a81cb56e4c69af0dfb8fb0125bf",
+                "sha256:0d310730e1e793527065ad7dde736197b705d0e4c9999775f212b03c44a8484c",
+                "sha256:1669ec8e42f169ff715a904c9b2105b6640f3f2a4c4c2cb4920ae8b2785dac65",
+                "sha256:2117536e968abb7357d34d754e3733b0d7113d4c9f1d921f21a3d96dec5ff716",
+                "sha256:3733640466733441295b0d6d3dcbf8e1ffa7e897d4d82903169529fd3386919a",
+                "sha256:4339741994c775396e1a274dba3609c69ab0f16056c1077f18979bec2a2c2e6e",
+                "sha256:51ee93e1fac3fe08ef54ff1c7f329db64d8a9c5557e6c8e908be9497ac76374b",
+                "sha256:54045b198aebf41bf6bf4088012777c1d11703bf74461d70cd350c0af2182e45",
+                "sha256:58d66a6b3b55178a1f8a5fe98df26ace76260a70de694d99577ddeab7eaa9a9d",
+                "sha256:59f3d687faea7a4f7f93bd9665e5b102f32f3fa28514f15b126f099b7997203d",
+                "sha256:62139af94728d22350a571b7c82795b9d59be77fc162414ada6c8b6a10ef5d02",
+                "sha256:7118f0a9f2f617f921ec7d278d981244ba83c85eea197be7c5a4f84af80a9c3c",
+                "sha256:7c6646314291d8f5ea900a7ea9c4261f834b5b62159ba2abe3836f4fa6705526",
+                "sha256:967c92435f0b3ba37a4257c48b8715b76741410467e2bdb1097e8391fccfae15",
+                "sha256:9a3001248b9231ed73894c773142658bab914645261275f675d86c290c37f66d",
+                "sha256:aba1d5daf1144b956bc87ffb87966791f5e9f3e1f6fab3d7f581db1f5b598f7a",
+                "sha256:addaa551b298052c16885fc70408d3848d4e2e7352de4e7a1e13e691abc734c1",
+                "sha256:b594f76771bc7fc8a044c5ba303427ee67c17a09b36e1fa32bde82f5c419d17a",
+                "sha256:c35a01777f81e7333bcf276b605f39c872e28295441c265cd0c860f4b40148c1",
+                "sha256:cebd4f4e64cfe87f2039e4725781f6326a61f095bc77b3716502bed812b385a9",
+                "sha256:d526fa58ae4aead839161535d59ea9565863bb0b0bdb3cc63214613fb16aced4",
+                "sha256:d7ac33585e1f09e7345aa902c281bd777fdb792432d27fca857f39b70e5dd31c",
+                "sha256:e6ddbdc5113628f15de7e4911c02aed74a4ccff531842c583e5032f6e5a179bd",
+                "sha256:eb25c381d168daf351147713f49c626030dcff7a393d5caa62515d415a6071d8"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==1.19.1"
+            "version": "==1.19.2"
         },
         "pandas": {
             "hashes": [
-                "sha256:026d764d0b86ee53183aa4c0b90774b6146123eeada4e24946d7d24290777be1",
-                "sha256:02ec9f5f0b7df7227931a884569ef0b6d32d76789c84bcac1a719dafd1f912e8",
-                "sha256:08783a33989a6747317766b75be30a594a9764b9f145bb4bcc06e337930d9807",
-                "sha256:0936991228241db937e87f82ec552a33888dd04a2e0d5a2fa3c689f92fab09e0",
-                "sha256:188cdfbf8399bc144fa95040536b5ce3429d2eda6c9c8b238c987af7df9f128c",
-                "sha256:1edf6c254d2d138188e9987159978ee70e23362fe9197f3f100844a197f7e1e4",
-                "sha256:474fa53e3b2f3a543cbca81f7457bd1f44e7eb1be7171067636307e21b624e9c",
-                "sha256:59df9f0276aa4854d8bff28c5e5aeb74d9c6bb4d9f55d272b7124a7df40e47d0",
-                "sha256:9e135ce9929cd0f0ba24f0545936af17ba935f844d4c3a2b979354a73c9440e0",
-                "sha256:ab6ea0f3116f408a8a59cd50158bfd19d2a024f4e221f14ab1bcd2da4f0c6fdf",
-                "sha256:b64ffd87a2cfd31b40acd4b92cb72ea9a52a48165aec4c140e78fd69c45d1444",
-                "sha256:b821f239514a9ce46dd1cd6c9298a03ed58d0235d414ea264aacc1b14916bbe4",
-                "sha256:c9235b37489168ed6b173551c816b50aa89f03c24a8549a8b4d47d8dc79bfb1e",
-                "sha256:eb0ac2fd04428f18b547716f70c699a7cc9c65a6947ed8c7e688d96eb91e3db8",
-                "sha256:eeb64c5b3d4f2ea072ca8afdeb2b946cd681a863382ca79734f1b520b8d2fa26",
-                "sha256:f7008ec22b92d771b145150978d930a28fab8da3a10131b01bbf39574acdad0b"
+                "sha256:206d7c3e5356dcadf082e64dc25c24bc8541718045826074f96346e9d6d05a20",
+                "sha256:24f61f40febe47edac271eda45d683e42838b7db2bd0f82574d9800259d2b182",
+                "sha256:3a038cd5da602b955d335aa80cbaa0e5774f68501ff47b9c21509906981478da",
+                "sha256:427be9938b2f79ab298de84f87693914cda238a27cf10580da96caf3dff64115",
+                "sha256:54f5f564058b0280d588c3758abde82e280702c440db5faf0c686b80336096f9",
+                "sha256:5a8a84b75ca3a29bb4263b35d5ed9fcaae2b062f014feed8c5daa897339c7d85",
+                "sha256:84a4ffe668df357e31f98c829536e3a7142c3036c82f996e639f644c5d32eda1",
+                "sha256:882012763668af54b48f1412bab95c5cc0a7ccce5a2a8221cfc3839a6e3394ef",
+                "sha256:920d30fdff65a079f071db635d282b4f583c2b26f2b58d5dca218aac7c59974d",
+                "sha256:a605054fbca71ed1d08bb2aef6f73c84a579bbac956bfe8f9718d5e84cb41248",
+                "sha256:b11b496c317dbe007898de699fd59eaf687d0fe8c1b7dad109db6010155d28ae",
+                "sha256:babbeda2f83b0686c9ad38d93b10516e68cdcd5771007eb80a763e98aaf44613",
+                "sha256:c22e40f1b4d162ca18eb6b2c572e63eef220dbc9cc3de0241cefb77972621bb7",
+                "sha256:ca31ac8578d48da354cf66a473d4d5ff99277ca71d321dc7ea4e6fad3c6bb0fd",
+                "sha256:ca71a5aa9eeb3ef5b31feca7d9b6369d6b3d0b2e9c85d7a89abe3ecb013f1e86",
+                "sha256:d6b1f9d506dc23da2915bcae5c5968990049c9cec44108bd9855d2c7c89d91dc",
+                "sha256:d89dbc58aec1544722a8d5046f880b597c497ef8a82c5fe695b4b2effafac5ec",
+                "sha256:df43ea0e9fd9f9672b0de9cac26d01255ad50481994bf3cb4687c21eec2d7bbc",
+                "sha256:fd6f05b6101d0e76f3e5c26a47be5be7be96ed84ef3981dc1852e76898e73594"
             ],
             "index": "pypi",
-            "version": "==1.1.2"
+            "version": "==1.1.3"
         },
         "python-dateutil": {
             "hashes": [
@@ -154,19 +157,19 @@
         },
         "beautifulsoup4": {
             "hashes": [
-                "sha256:73cc4d115b96f79c7d77c1c7f7a0a8d4c57860d1041df407dd1aae7f07a77fd7",
-                "sha256:a6237df3c32ccfaee4fd201c8f5f9d9df619b93121d01353a64a73ce8c6ef9a8",
-                "sha256:e718f2342e2e099b640a34ab782407b7b676f47ee272d6739e60b8ea23829f2c"
+                "sha256:4c98143716ef1cb40bf7f39a8e3eec8f8b009509e74904ba3a7b315431577e35",
+                "sha256:84729e322ad1d5b4d25f805bfa05b902dd96450f43842c4e99067d5e1369eb25",
+                "sha256:fff47e031e34ec82bf17e00da8f592fe7de69aeea38be00523c04623c04fb666"
             ],
-            "version": "==4.9.1"
+            "version": "==4.9.3"
         },
         "bleach": {
             "hashes": [
-                "sha256:2bce3d8fab545a6528c8fa5d9f9ae8ebc85a56da365c7f85180bfe96a35ef22f",
-                "sha256:3c4c520fdb9db59ef139915a5db79f8b51bc2a7257ea0389f30c846883430a4b"
+                "sha256:52b5919b81842b1854196eaae5ca29679a2f2e378905c346d3ca8227c2c66080",
+                "sha256:9f8ccbeb6183c6e6cddea37592dfb0167485c1e3b13b3363bc325aa8bda3adbd"
             ],
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==3.1.5"
+            "version": "==3.2.1"
         },
         "certifi": {
             "hashes": [
@@ -177,36 +180,44 @@
         },
         "cffi": {
             "hashes": [
-                "sha256:0da50dcbccd7cb7e6c741ab7912b2eff48e85af217d72b57f80ebc616257125e",
-                "sha256:12a453e03124069b6896107ee133ae3ab04c624bb10683e1ed1c1663df17c13c",
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-                "sha256:15a5f59a4808f82d8ec7364cbace851df591c2d43bc76bcbe5c4543a7ddd1bf1",
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-                "sha256:f5033952def24172e60493b68717792e3aebb387a8d186c43c020d9363ee7281"
-            ],
-            "version": "==1.14.2"
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+                "sha256:22399ff4870fb4c7ef19fff6eeb20a8bbf15571913c181c78cb361024d574579",
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+                "sha256:2791f68edc5749024b4722500e86303a10d342527e1e3bcac47f35fbd25b764e",
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+                "sha256:33c6cdc071ba5cd6d96769c8969a0531be2d08c2628a0143a10a7dcffa9719ca",
+                "sha256:3b8eaf915ddc0709779889c472e553f0d3e8b7bdf62dab764c8921b09bf94522",
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+                "sha256:bbd2f4dfee1079f76943767fce837ade3087b578aeb9f69aec7857d5bf25db15",
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+                "sha256:c11579638288e53fc94ad60022ff1b67865363e730ee41ad5e6f0a17188b327a",
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+                "sha256:c53af463f4a40de78c58b8b2710ade243c81cbca641e34debf3396a9640d6ec1",
+                "sha256:cb763ceceae04803adcc4e2d80d611ef201c73da32d8f2722e9d0ab0c7f10768",
+                "sha256:cc75f58cdaf043fe6a7a6c04b3b5a0e694c6a9e24050967747251fb80d7bce0d",
+                "sha256:d80998ed59176e8cba74028762fbd9b9153b9afc71ea118e63bbf5d4d0f9552b",
+                "sha256:de31b5164d44ef4943db155b3e8e17929707cac1e5bd2f363e67a56e3af4af6e",
+                "sha256:e66399cf0fc07de4dce4f588fc25bfe84a6d1285cc544e67987d22663393926d",
+                "sha256:f0620511387790860b249b9241c2f13c3a80e21a73e0b861a2df24e9d6f56730",
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+                "sha256:f92f789e4f9241cd262ad7a555ca2c648a98178a953af117ef7fad46aa1d5591"
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+            "version": "==1.14.3"
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         "chardet": {
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@@ -225,11 +236,10 @@
         },
         "colorama": {
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-                "sha256:e96da0d330793e2cb9485e9ddfd918d456036c7149416295932478192f4436a1"
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-            "version": "==0.4.3"
+            "version": "==0.4.4"
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         "cycler": {
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@@ -279,11 +289,11 @@
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@@ -303,11 +313,11 @@
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@@ -380,11 +390,11 @@
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@@ -420,19 +430,19 @@
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@@ -475,31 +485,13 @@
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@@ -542,36 +534,27 @@
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@@ -590,11 +573,11 @@
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@@ -614,11 +597,11 @@
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@@ -630,11 +613,11 @@
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@@ -646,35 +629,35 @@
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@@ -721,37 +704,38 @@
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@@ -762,11 +746,11 @@
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@@ -778,11 +762,11 @@
         },
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@@ -802,19 +786,19 @@
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@@ -826,9 +810,10 @@
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         "pyrsistent": {
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@@ -867,6 +852,7 @@
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@@ -880,13 +866,16 @@
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@@ -952,7 +941,7 @@
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@@ -965,11 +954,11 @@
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@@ -987,10 +976,10 @@
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@@ -1063,49 +1052,55 @@
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             ],
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==1.3.19"
+            "version": "==1.3.20"
         },
         "terminado": {
             "hashes": [
-                "sha256:4804a774f802306a7d9af7322193c5390f1da0abb429e082a10ef1d46e6fb2c2",
-                "sha256:a43dcb3e353bc680dd0783b1d9c3fc28d529f190bc54ba9a229f72fe6e7a54d7"
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             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.8.3"
+            "markers": "python_version >= '3.6'",
+            "version": "==0.9.1"
         },
         "testpath": {
             "hashes": [
@@ -1176,11 +1171,11 @@
         },
         "zipp": {
             "hashes": [
-                "sha256:aa36550ff0c0b7ef7fa639055d797116ee891440eac1a56f378e2d3179e0320b",
-                "sha256:c599e4d75c98f6798c509911d08a22e6c021d074469042177c8c86fb92eefd96"
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             ],
             "markers": "python_version >= '3.6'",
-            "version": "==3.1.0"
+            "version": "==3.3.0"
         }
     }
 }