diff --git a/.ipynb_checkpoints/Untitled-checkpoint.ipynb b/.ipynb_checkpoints/Untitled-checkpoint.ipynb
new file mode 100644
index 0000000..7fec515
--- /dev/null
+++ b/.ipynb_checkpoints/Untitled-checkpoint.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/.ipynb_checkpoints/web_chart-checkpoint.ipynb b/.ipynb_checkpoints/web_chart-checkpoint.ipynb
new file mode 100644
index 0000000..ffdbb30
--- /dev/null
+++ b/.ipynb_checkpoints/web_chart-checkpoint.ipynb
@@ -0,0 +1,288 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " City | \n",
+ " Lat | \n",
+ " Lng | \n",
+ " Max Temp | \n",
+ " Humidity | \n",
+ " Cloudiness | \n",
+ " Wind Speed | \n",
+ " Country | \n",
+ " Date | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " jacareacanga | \n",
+ " -6.22 | \n",
+ " -57.76 | \n",
+ " 89.60 | \n",
+ " 62 | \n",
+ " 0 | \n",
+ " 6.93 | \n",
+ " BR | \n",
+ " 1528902000 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " kaitangata | \n",
+ " -46.28 | \n",
+ " 169.85 | \n",
+ " 42.61 | \n",
+ " 94 | \n",
+ " 100 | \n",
+ " 5.64 | \n",
+ " NZ | \n",
+ " 1528905304 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " goulburn | \n",
+ " -34.75 | \n",
+ " 149.72 | \n",
+ " 44.32 | \n",
+ " 91 | \n",
+ " 20 | \n",
+ " 10.11 | \n",
+ " AU | \n",
+ " 1528905078 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " lata | \n",
+ " 30.78 | \n",
+ " 78.62 | \n",
+ " 59.89 | \n",
+ " 89 | \n",
+ " 76 | \n",
+ " 0.94 | \n",
+ " IN | \n",
+ " 1528905305 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " chokurdakh | \n",
+ " 70.62 | \n",
+ " 147.90 | \n",
+ " 32.17 | \n",
+ " 88 | \n",
+ " 0 | \n",
+ " 2.95 | \n",
+ " RU | \n",
+ " 1528905306 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " City Lat Lng Max Temp Humidity Cloudiness Wind Speed \\\n",
+ "0 jacareacanga -6.22 -57.76 89.60 62 0 6.93 \n",
+ "1 kaitangata -46.28 169.85 42.61 94 100 5.64 \n",
+ "2 goulburn -34.75 149.72 44.32 91 20 10.11 \n",
+ "3 lata 30.78 78.62 59.89 89 76 0.94 \n",
+ "4 chokurdakh 70.62 147.90 32.17 88 0 2.95 \n",
+ "\n",
+ " Country Date \n",
+ "0 BR 1528902000 \n",
+ "1 NZ 1528905304 \n",
+ "2 AU 1528905078 \n",
+ "3 IN 1528905305 \n",
+ "4 RU 1528905306 "
+ ]
+ },
+ "execution_count": 1,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#dependencies and imports\n",
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "#read csv and turn into dataframe\n",
+ "cities_path = \"Resources/cities.csv\"\n",
+ "cities_data = pd.read_csv(cities_path)\n",
+ "cities_pd = pd.DataFrame(cities_data, columns = [\"City\", \"Lat\", \"Lng\", \"Max Temp\", \"Humidity\", \"Cloudiness\", \"Wind Speed\", \"Country\", \"Date\"])\n",
+ "cities_pd.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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yDHLX9S9ZsqTO58pIT9NtChFdNZvCkY0LWDBvbt0vQHHFogYFheIyMT4lpUkMvco1VVEb1KCgUFwFNNUApGj5KJuCQqFQKHTUoKBQKBQKHTUoKBQKhUJHDQoKRSOiKp8pWhpqUFAoGglvtRFawsCgBrOrFzUoKBSNREtNL9GSBzNF/VGDgkLRSHitfHakeaeXaKmDmaJhUIOCQtFIeEsvERgc0qxn3aqM59WNGhQUikYiIz2N7I9f9aiN0OkntzbrWbfKlXR1owYFhaKRGJ+Sgq24kIOfLWZrxmgOblxM96ETSRwyrlnPulUZz6sbleZCoWhEErr3JGrQ/S6FdAqOZjXrWbfKlXR1o1YKCkUj0lJn3c4ynvbqanIPH1IDwlWEWikoFI2ImnUrWhqNtlIQQvxZCHFOCLHP8F2UEGKLECLH8TvSsO0ZIcQRIcR/hRC/aiy5FIqmZFVmJmnpGRzL1QaEjPQ0NSAomjWNqT5aBtzs9t3TwDYpZQ9gm+MzQog+wL1AX8cxi4QQAY0om0LR6KggMEVLpNEGBSnll0CB29d3AMsdfy8H7jR8/4GU0ialPAYcAf5fY8mmUDQFKghM0RJpakNzeynlaQDH71jH9x2BPMN+JxzfKRQtFhUEpmiJCCll4zUuxDXAX6WU/Ryfi6SUEYbthVLKSCHEQuAbKeX7ju+XAhullB+btDkFmALQrl276+bMmaNvy8/PJzo6utGupzFoiTKDktsfsvftIzA8mkBriP5dla2MquJ8kvr1c9m3oKCAk6dOUWGzEWS10jE+nqioKL/l9nV8XfatTZtmqHekaamN3A8//PAuKeVA041Sykb7Aa4B9hk+/xeIc/wdB/zX8fczwDOG/f4GXO+r/euuu04aefvtt2VLoyXKLKWS2x/eX7VKRsTGy4GT5shhsz6RAyfNkRGx8fL9VatqvV9Ncvt7noaWyRfqHWlaaiM3sFN66VebWn30KXC/4+/7gQ2G7+8VQliFEN2AHsC/mlg2haJBGZ+SwoJ5cynYsZxtL4ymYMdyU3fU+toe/D1+VWYmk38z1a99lT3k6qUxXVJXA98APxJCnBBCTAb+BAwXQuQAwx2fkVLuBz4EDgCbgOlSyurGkk2haCr8CQKrr+3Bn+OdnlC2smK/zqXsIVcvjel9NE5KGSelbCWl7CSlXCql/F5KOVRK2cPxu8Cw/2wpZaKU8kdSyv9tLLkUiuZGfRPQ+XO8c+YfFtPZr3OppHhXLyrNhUJxmalvKgx/jnfO/BNuHMv+DfN9nqulpudQ1B+V5kKhuMzUNxWGP8c7Z/5xyYMBOLhxMSXn87CGhLP0ncUe51LpOa5e1EpBoWgG1DcBna/jjTP/9n0H0XvkVEJbRxAR0ZYJEyaY1mFWSfGuTtSgoFA0As2t8L27J9R3mxZgCQyi84hpKgWHwgU1KChaNHrnawkgOKwNwmK5bJ2wUxZhsTB56qPNLueRceYf3ro1vW5/TLmcKjxQg4KixeKScC5tHUn3PENIRCwy7tom74SNsoRFdybpriebdYfrrxtrc1rtKJoGNSgoWixmAVZ973iMc4e+afJO2ChLSf6JZu/j78vlVGV4vXpRg4KixeJttlty/kSTd8JGWcJiOl12H39fs3xfLqcqovnqRQ0KihaLt9mus1Nuyk7YKIu/sQCNhT+zfF8pOFRE89WLGhQULRaz2e7+DfOJ7XV9kwdaubt8dki6ib1rZrMtw3vOo8bC31l+TS6nKqL56kUFrylaLC4BVstzCGhlRSI59uWHtI9v2nIcZsFe77275LL49h/LzSEhxXOWv2uF/7P8jPQ0UmfMpPvIVCK69qHo+AGObFzAgnlzG1pcRTNDrRQULRrnbHfl+ysJj4iky8/uICymM2dPn+SBh6YwfXpqk8qSkZ5Gt8QeHMvNIS09o0EMs6syM8net89vLyB/Z/k12R38zfCquPJQKwXFFUFaegaRvX7BmezP6XvHY/rsdunKV7lh0A1N0pk5dfndR6aSkKKdP3XGTIA6n9/Z5qTJDzP0j+v8atOfWb43Wb/e8TWbtmzlWK622slIT1MDwVWGGhQUVwTHcnMILSqj7x1aQBZAVEIySXc9SVp6RpN0bM6BScsrdIKwmE7E9vpFvc7vtA8EWgOxWFztA97a9CdvkdHuAOjtvvPebPqPfbbBBjVFy0OpjxRXBN0Se1CSn3dZPWaOHjnMmezP6T1yKsPS1tF75FTOZH/O0SOH69xmXb2AfOUt8tZuZXmpckO9ylGDgqJF4U0PnpGeRqvg0AbzmPEnmtd9n8BWwfpKxRhMZw0Jr/O1BgWHsTVjFMXnvuN01hd+X5Mv+b2680Z3dvmu/EI+x49/p7czfXqq13bdz1lQUICi5eFTfSSEiAUGAfFAGbAPrb6nvZFlUyhc8KWz/3rH1yxd+SpJdz1ZL48Zf2wDZvucOPUK5RfyXdqK6NqHirLiOl9r0j3PENG1D8EVezmyehHF576j8NBXpIwZRWLPXqa6f3/kN7M7ZH/8KvEDhusynM76giPbVjIg5Y+XbDQr5hL/4xEMTXnZpV3A45zf5Z1gVWamUj21MLyuFIQQQ4QQfwM+A34NxAF9gOeAbCHE80KINk0jpkLh2/9+4cIFLF38Zr09Znydx1nruOj8aQ5uXMzZ/TuISkgm+e6nyN2+2qWtouMHCKrDSsFdhkBrCH3veIxTOzeSMmYUmWvXew1O8ydOwcy7aPKEcRQe+kqP+ziy7X36jZrh0k7SmJmcO/SNR7tm57S2jVWqpxZITSuFkcBvpJTfuW8QQgQCt6LVWf64kWRTKFzw5X+/KjOTtPQMjh45jDUknGNHcvROqTYDQ03ncZ/BFx0/wP4N8wFo33cQZYVnKDia5bLNVoeVgjcZKspL2LRlq6mR2Gl89jdOYXxKisd9uWHQDbqBWtql1zQiZu26nzMgKFhFQLdAvK4UpJQzzQYEx7YqKeUnUko1IFzhNKdMmd704DGxHejQsTP3jb+PvFNnCW4TTdI9zzA0rW6J3Gry8/eWhO/ol2soOn6AAGsIuzNfYOvzo9j3yXw6JN1EQveefp/beb+lXbLjjUd0O4JRBl/G5/rEKRgN1Ak9enpNI+Lertk5qyvKVQR0C6Qm9dEyw9/3N4k0imZFc8uUaZbW4sC6uZRWVNN5xDSGzVpPYFCIh8qj+8hUnpj5+3qdJ/vjV7l5+LAakvDlkbV2Ll1+ehtDnlnNwEmzQdo5u2ez3+k2jPd72Kz19L3jUXK2LOPUnr9TZSvTU3f46vT9qa/sz7M1vQ9r5xLb63qPds32tf1wrs6pRqZPT9XqYwgLwWFtmjQI8WqnJvVRf8PfjwHLG1kWRTPDmy97WnoGv3/y8SaXx8z/vnV4GJ1HTNNlLCs6a9pp7zx10u/BzGm0fue92VSWlxIW3Zn4AcPJXLue2A7xFB0/oJ8PtA450BqKrK4mPLaLPhj1GzWDvM2L/FZdmd3vfqNmsDvzBW7q+JCLfaSm4LT6xCkY4x/M2pk8MYVNW7ay7YWPvLbr3LfLg5PqZGSePj2VpSsyXVR0S1do17Zw4YJat6eoHTW5pMomk0LRLGkumTKNao609Awy0tN0//tzZ065yOgtbXVIZIdaGT03bdlK/7HPMuL5vzDo0UWEx3bBVik5e+oke1a/SM7WlS5J+HrfOo3+Y5/m6Jdr9DYiuvbh3JlTfp/T2/22V9lI6tfPpbP2lYKirnEK7s/WvZ2FCxd4bdd936ioKL+v3cjSZStIGjPTw8C9dNmKOrWnqB01rRQ6CSHeAIThbx0p5W8bVTLFZceppnCfFTd1XYCa3CvdZUy4cSz71s+j36gZLsbexCHj2f/J//h9XqOxVnPNXOGSPiNr7Ssc++pDgtvGIu3VZH/8GmHRnSjJz9PbqO29qs39NjMS14bm8Gy9YSstNh2wbKW1N9grak9NK4WZwC5gp+Fv44/iCscf3XRj427YtRUXYquU3Df+PhJ79iLhmi7sXTObzbNuY8eb0yg+9x2V5aVkf/waWzNGc3DjYroPnUhwm+g6ddAAR79c4xGUljzmKQJaWbFXVZA0+nEtgvmWqQSFRXBqz9/1e5VwTRe/deM13e+CgoIGNfg35LNtaGcEa2i46WrPGlq3IEBF7fC6UpBSKhvCVU5NuuklS5Y0iQw1zdhzt6/mq28203/ssy4BWENuvIGde/eTdNeLHjr3kmL/ZpvG4C5nJTcjEV37UF1hY0BKmotePnnMTHZnvkDXrl0Y2L8vX32z02/duLf7DfBd3gmiBt3fYDmJ/LE7+ENNK7m6MnnSRJaumEvSmJmXnuvauUyeNLFe7Sr8oybvoyVCiH5etoUJIR4UQoxvPNEUzQFfuunGwsw1033Gfu7QN56657ue5Oi339U77bNRbx/Qymo6cw0ICvZqA8g9fIivdvyz1rpxs/udlp6BtW1sg+ckaohn2xhlOxcuXMDkiSlkf/gSW58fRfaHLzF5YooyMjcRNamPFgFpQoiDQoiPhBCLhBB/FkJ8BXwNtAbWNomUiiseowqiQ8fOTHkk1cM1s+S8a8I7bzP4Y7k5DdLhOdtY/t67ZH30ikeFt8DgMNPBIrZDPIk9ezWYbvxYbg4BQcGm13m5aSxnhIULF1BecgEp7ZSXXFADQhNSU/DaHinlPcBPgIXAV8CnwENSyv5SyvlSSlsTyaloxtRXp+zuM995xDTsQrMfGN07RUArdrzxCJtn3c6OBdMIbhvjtVNuqGuZPl2b9VaU/MCeD2az9flR7N/wJt2HTqTniAc8ajFnffQK+efPI+Ou9TpoBFpDXO7VqsxMOnTsjBAWAoNDEcJCh46d9fvYLbEH1RXlHu0EBYdd9qBCVbbzysNnQjwpZTHweeOLomiJNESxFjOf+bj+v+TgZ29pXj0xnYjs2o9W1lD63vGormfeu+ZPZK2dS7JB97xv/TyqbGUIi4WE7j11w2laegbHcnOYPn261yRt7teSu3215i8/ZqZ+bdnrXqOqohRreCQRXftQfO479nwwm6ryUgKCrARaw+ly/Z2cyf6cNh17sHv1bIJC21BWdJaQiPZUlF4gqlsy/cc+TdHxA0x99HEqbeXEX3czIWWuBYKmPqrFgmSkp7Fjx9cUnM5y0bHHDxxJ4pBxl7XuQU0Fffy13yiaF6rIjqJeNESxFvdcPaezvuBM9udcO/YPekez54PZXHvvsy7n6T/2aXavep79G96krOgsYTGd6DF8EtbwSA5+tpioQfcz9dHHsVdV0Ge01rEHVuz1Kov7tRhtFs5zJo1+gt2ZGWR/+BIVZSXExsUDgoGTZru4wHZIuolTe7YR0KqVy0CW/fGrdOj3C30F1Ov2x9i/4U3OHfrGo0BQr9sfIy09g9zDh8j77jv+9udl7FqRQ1BwGPEDR9Jj2ASXe95UxYSMNAdnBEXDouopKOpFQxRrcVdBmLmAVtlKzT2AKisY9Nu3GPH8pwxKXURc8mAt7UT+Cb1jlQHBLtlGvcnifi3ebBb2qgrKSy5gt1cTFhbGtff+wSMX0rmD31BVXkLymKc8DeFuAW5lRWf1c53O+oIdC6axedbtHPxssV6gJyoqSreRVJSXkDhknIdcZnp8b6q9hnQjvVzOCIrGwe9BQQgR1piCKHzTHJLTOWXYtWsXiT176WkfjJgVa6nJ+OjuM+9uUAYIi+5srp/3UljHmbSt/EI+FSVFuh2isuyiLov7/YyJ7eDSljE62tlZb80YhaWVleEjRgDeB8WS/DyqK8p9ZhktOn6AkIj2hMV0Inf7ao5sW3GpctstUwkKa4uwWMjet8/FxuCPHn/69FQmT33UI7/R9Omp9c5pZfYu1rXITnN4rxWX8DkoCCFuEEIcAA46PvcXQixqdMkULjSH5HRGGVrHJRI16H4uFpdw6NP5HsnjYntf73JsTcZH97QN1hDP4KXY3teTtdbTA6hD0mBTz6CEG8e6FIlxlscsv/A9udtXExPbweN+FpdXsOeDOeRsXcmON6c5kty9Qs7WlYbOej0Dxv2RL7/+N8NHjPDaQQcEBRMQZO7KGhLRXpf10KfzsVeUEtvrevL+9VfTILmw6M4Ehkfrz9vfhHfvvLeMpLue9FixLV22ol5upGbv4kKUK34AACAASURBVNRHH9c9xpzfOYvs1Laty5l0UeHfSmEe8CvgewAp5V7gxsYUSuFJY/iD10cGIQRRCcn0GT2T0KCAGou1+BMta1RBLH1nsUendyb7c6xtotm9+kW2Pj+KPWvmEN3jJ3To+3OCW1nYu2Y2WzNGseeD2XRIuon2fQeZFokJiWjPiX//FWGxeNzPPnc+DghO/mczvW/RBgApMe+s736Kz7/cQUZ6Ggc+ed1F1n3r5wEWhgz+hceAmbV2LrbiArZlaPdq8Zuvs3TJIkqP7KCq3FxFVpJ/wkXt5U/uo7T0DCq9tOfNVdZfN1Kzd9FdTedvkZ3m8F4rXPHL0CylzBNCGL+qbhxxFN7wt3DKZZHh3BnOnj7p8r2xWIvR+OgshFOTV5Lz8+TfTMVWVkxYTGeie/yE/Jx/M2Dccy6eRt8f2kF4aAg979RmxM4gt2NffQgSj84vICiYqvIyzp0pI8mkY5T2SpLHPKMbfCtLL+jb3PetspUxPiWFSQ88ZGrs/urDl1j6zmKemPl7dp46SUBQMO2iInn97QWm15zYs5dpPiKnKsz4vH3lPjqWm6Or3Nzbc6aRcP/e6eLqy1vM23tQVnTW5Tt/iuw0h/da4Yo/K4U8IcQNgBRCBAkhnsShSlI0HU3pD+5Nx1sbGcyMj7VRFYxPSaGivIRhaesZlLqIgm+zPGbr/UbNoHV4GOfPndE77bjkwQxKXcSwtPWm6pvqinK6dTcvCrN3zZ+orrB5ZF0NiWjvNd4AoKqinMqyiyAltosFFH13UJ+Rj09J4czJPKS0U2Ur5ezpk/q9cL/HZmohpyqssuwiO954BGmXtI/rSIeOnWvUwXdL7EFs7+s94iiyP36VyZMmmtZJiB840utzMdY3CGgVbJ6bKDySL16dxLYX72Zz2m0Un/2WmNgOHrK5y9nQsSaK+uHPoDAVmA50BE4A1zo+1xkhxAwhxH4hxD4hxGohRLAQIkoIsUUIkeP4HVmfc1xpNFVyupo6bqMMUkqvumxvRsPaqgqMHYY3T6BzZ0557VgCreHsWz/PtPCL+/3M2bqSH04cIiTS1diccONYqspLPNrJ+ugVbrpxENOnpxIUHsG19/6BYbPWc+3YP3D2wA72rvkTQSHmvhne7jHAgnlzydu8SFOROVRh0l5N+YXv6XvHo/QbPYMLZZV0HjGtxoE1Iz2NwkNf0SHpJg5+tpitGaPYu2Y2kyeMY+HCBS7qp+wPXyL+xyPoMWyC6XMx1jcYNms9nX96G1lr57oWO/rkdSrLihFCaDacWesJiexAcXlFjfaBjPQ0DxXbvvXzuFhcouwKlwkhpfeyCUKIAGC5lPK+BjuhEB2BfwB9pJRlQogPgY1AH6BASvknIcTTQKSUssZyWQMHDpQ7d+7UPy9ZsoQpU6Y0lKhNQm1k9kf1Ul8Se/YiatD9LqqFgqNZFOxYTu7hQ6zKzOTxJ2Zy5x23seTtJbSP78hrc1/WZ79THklFBgTrwVqiupwlb2nqEktAAEP/uA5LwCWtpb26im0vjMZeXe1xjTGxHSitqKbX7Y9x8LPF9L5lqodc2R++xORJE8lcu94lgGr/hvl0H6olUDuy7X3KCs+Q0KMnv3lwEk8//bR+rvsfeIjqShuB1hCuvfdZbMWFHmmyd6+ejb2qEkuAheoKGwFBwQwZ/HO2bN5McFgbku55xkOu3atfJMAi+PO7Szyeka977NxuKy7k6JdrKC86z6NPPM2BkOvYsWAavUd63gfnsUb8fV98PReza8zZupK8//sL1ZVayc3iixe5aJP0veNRfb9k+wE+/7bKVDYj7eM6ctEmdfVbwo1jsYZH+jyusWiJ/QjUTm4hxC4p5UCzbTXaFKSU1UKIGCFEkJSyog5yeiMQCBFCVAKhwCngGeAmx/blaFHU/tdQvAqobw59f/BHx1thh9CoeIbNWu8SmPb4EzOxi0D6GYK19q2fx+NPzDStfQCu6iez6OgD67SZc0n+SbLWvkLymKcMNQ3m0rZLXzLXridlzCg2bVnOzmWHCYvpTPehE4lLHgxA+76D2PbCaHIPH3IJqHImm4sadD87l2u2CmfHeHDjYkrOnyCgVRCBweH84ulVbMsYjZR2l3vjzWhbbStjwKTZpgFlvu6xc7slIJC45MFsnnW7nvvI24rJTAfv7/vi67mYXWPikHEc+/JD/X5YAgKQJjYcf+wD58+dMR2UlF3h8lDjSgFACPE28GO0vEclzu+llK/X+aRCPAbMBsqAzVLK8UKIIillhGGfQimlhwpJCDEFmALQrl276+bMmaNvy8/PJzo6uq5iXRaam8zZ+/YRGB6t68sBqmxlVBXnk9Svn769tVVQRrDL9oqKCkKj4gm0hlBZdhHbxULsVRUgBN2uuQbQUkBb28YSEBRMdUU5th/O0aVzJ6KiojzOXVl2kfILBcjqShAWAq0h2KsqsVdVYAkMIjA4jKryEoLbxujy7d2bRbUEWV2JJTAIa+tIhCVQ3+5+vwsKCvgu7wR2CSERsR7XXVpwmpCIGJc2jMce+/Y4oVFxpscFt42hvOgs1113XZ3usXN78bnviI6OptwSSvG57whuG+P12LrgvAfG51JeeAYhBNXVVSAEQWERBLdp5/FchMWCtNsRFguIAP0elv1wnrYhQeTnnwdhAWknyGqlY3y8R0U2X/ejqWlu/5P+Uhu5H374Ya8rBaSUNf4As8x+fB1XQ3uRwN+BGKAV8AlwH1Dktl+hr7auu+46aeTtt9+WLY3mJvP7q1bJiNh4OXDSHDls1idy4KQ5MiI2Xr6/apV8f9UqCUIOm/WJfDL9FTki469yRMZf5bBZn0hhsejbksbMlCGR7b22kdDjR1JYLDKhx4/k+6tW6ecWFoscNusTOSLjr6ZthES2l0ljZrqcF2HRz//+qlUyPMr1mOC2MTK0TaR+HuP91mURFhkYFCKDwiJcjg0Kj5SdfjLSRX4jCT1+JGN6/UwGhUd6yBnT62cyMDhMgvC4zprusdn2bjeOlQ9PfUQOnDRH9hv9uAxuG+P12Po8d+dzie0QL0Mjoj3uRbcbx5qeX79ea5gMbhuj35PfPfO8yz7dbhxrKuu0adOl1e0eWsMj5bRp0+t1TXWluf1P+ktt5AZ2Si/9qs+VQkMjhLgbuFlKOdnxeSLwM2AocJOU8rQQIg74XEr5o5rautpsCk2FmS4atGLxtkpNb3zTNYFkWTRVgVOnXVJSQucR0zi4cbHfem8jRl27N935wY2LGZSqxU7mbF1J3r8/o6q8hICgEKptZYREdqD70Pt01VHB0Syy1syhorwEa0g49983jq3bv+Dm4cM87BAH1s2ldXgY586cIrZDPNJu5/y5M1718U5d/H//911O7f071RVlhMV0JuqaZPJz/u1il3AmiXO24Uvf77593D1jWP3hWt3WIiwW3cje0LYlbzaPPR/MRtrtDEj5o+lzie11PXn//BQpYMC4P3q8I873wv09SOzZCxl3LecOfUPJ+ROExXQittf1iNN7lE2hFjSJTcFx8HbAY+SQUv7Sr7N78h3wMyFEKJr6aChayc8S4H7gT47fG+rYvqKemOmiE3v2ovvIVGzFhezfMJ+fT52GPaiKouMHOPTpfEKDAjh39jRFa+diKyky1S3vXHaYxJ69vHZi/lQ7Kzmfh726itztqzn5n810/sktnMl2zS66f8N8AD0PUkV5CSERsfS94zFaxwUQNegalq58lfgBw10S0PUZPZOCHct1o7cvnLr43rdOJe/fGxmWth5LQCA7FkzzSG7nnrDOl77fffuSJUv0DtI5YDQW3mweVbYy/W/3bSXnT5D4yDi+/cdHSLt07HPYYx8zG8Ox3ByGprysJ/gDp6H7owa+MoU/+OOS+iRajeaZwB+BPWideJ2QUv4fWnGe/wDZDhmWoA0Gw4UQOcBwx2eFgcuZI8aZ4ycueTDdh06k/IfzbM0Yze7MDOxVFXS5OZVhaeuJ//EIAoJCvOQj6uwzNsHpkhnQKsg8fUSrYLa/dC/HvvyQgFbBnM763CV+wVZcCFjIXvsqOxZMI3f7agKDw+h7x2PYigspOZ/HzuXPYQm0cmr3Npf2a1scxunWmrN1JYHWULZmjGLHgmmmuZsiuvbh6JHDHvWa9WdqCdC2WbRtFovnM16VmUn7uI48OGW67s4q467lgYemmO5fF1ZlZhIUHKZfy+msLwDXHE3eck0VHT9ATGwHAq3enr+2TytrqIucqiZD88LnoCCl3GX42SGlfBz4aX1OKqWcJaXsJaXsJ6WcIKW0SSm/l1IOlVL2cPz2L5vWVYLRt73vnb/jdP4F7ht/n0sxlsbE+I8blzyY8NguDLz/RQIDW9Fn9KWSkz2GTaDLT28j++NXPYOwBo/1K42BrcpOl5/d4VnAZu1chLAwICVNr8hWXnRO74Av1XB+lGGz1tN75FRO/mczVeUllF/I58i2FQS3jWFY2jr63vEo0l6ld3pQ+45ofEoKKWNGcWr3Fi1OIU07Z1BYBLnbV7vsm7t9NUFhbXVf/6R7nuHdFZk8+NAUrYNPW0f8wJEEhUWQdM8zDE1zjUEoKCggdcZMLtokyXdrmVfP7t/BmezP6T/2WY/964LzHUu65xn9Wo5sW0HO1pVkr3uNitILxPbyDIjbv2E+sb2u58C6uZRWVBPZLZmstXOpspV57LN/w3w6/uQWpj76uC5nU8XgKPzDH/WR0VXAAlwH1BymqGhwnIFftuJCcrevclGXNEWBFfdiKlUVZRzZ+DYVZSXm7opffUjBDnMX0ZrcFI0BbuGxXRyuoXkEBoUQGhJMzzGuNRWcwWZRCckuKbed25PHzGTPmjnkbl9N3zseI9AaiMVyKX/R/g1v0r7vIBe9f23YtGWrnnTO5ZyrX6RdQn/9GeX931+4dtxznvt9MBtbcSHfvPVbyovOu+jrjQPoyJtH0H1kqu46C5heb33qKpjVxuh7x2PsXv0C2O1EJQ7g3MFvKCs6x+7VL1JdUYY1JBxbWTHi9B5ah4fRecQ0ohKSOfjXxZQWnGbr2+kEWDV7z+msz+kxTHsP2iX01+WsqSaDounxR320C01dtAv4BngCmNyYQik8capvDm9+D7Cwc/lzfPPWb7EVFzZJAjH3JGxVxfksmDeXbt3Nl/4J3XuSe/gQCT160vuWqfqA4NzubUZuTEVtTFlRXVnOxQuetorEIeP0LKne7BBV5SWUFZ4x3VZWeMZrUjl/8JY6u7qi3CVhXZWtzItspXoG1upKm+k+x3JzqLBp24zqm5pqVNcFr9diK2fA+FkMSHmOQY8uYsTzf2HAuOdI6N5Tq6Nst5N7+BDnzpzSj+9961TaxCUwbNZ6qivKGThpNgFBVpeJgVFOVZOh+eDPoNBbSpkgpezmUO2MAP7d2IIpXOmW2IPc7auR1VWaesSRCvrIthWUX8hv9CLuqzIzmTb9UY4dPYolMIgKm437H3yIUGsr06X/zcOHkdizF8eO5LB3zWxytq70SzUQE9vBpQ7z6awv9EHETPcc3CaayvJSstbM8WqHCAwO85rGOqFHT9OOyF/7jVd9ePceLp2cMwmd+34B1hB9tu9NX98tsQdBVk3+hBvH6uqbsGjv+/uL8TqDgsM81F7ONOBGFd2OBdPYufw5jh8/Tvu4jlgCAhy/g9j+0r1sTruNL1+fTGXZRd2WYFZHwhJoVfUTmiH+DApfm3z3TUMLoqiZjPQ0Tvz7r7o+2VjlK3f76kY1yq3KzGTylGmU2iqxhkcwICWN1nGJDBj3Rw5/e4JOsVEus+KUMaPIXLtes3+M+h2BwW049uWHbH/pXr7btMDrjHxVZialFdUug17OlmUcWDfXNF+Rc4BZueI9bKUXWf7eUtNEb51/cgu9b52m12/2NTjVJnGfv/rwyZMmeuQLylo7l2rDCsLY4RsT2GWkp9G2TRuy1s7FGh5J4pDx7N/wpl7voa66ePfrTLrnGU7+Z7PLAJ69di5hIVoCPKfNxlkEaEBKGhfKKul43c0U/lBMq9DWur2n352PUf5DPns/epmEG8d61JHYt34evW99RNVPaIZ4jVMQQnRAS4L3PpACOHNntwEWSyl7NYmENXC1xSlYLAEMTfNMB7D1+VG8v+r9RltyJ/bsxel8LYW0M7dNsv0AWZY+jjw/L1BVXuqyvzN3j3seIWMsgLuPvTf/+LzNizhzMg9wJGdbtgJbaTHW0HAmT5qop+k28+G/efgwNm3Zqm8bc9co3nrrrRrjEHzlJnLH3xxDwmIh0KpFYQeGhBGXdBPnD/+Lfnf+Tj+X1vFquZpahYTymwcmsXDhAh797W95+88rCQwKcckRVHzuO07t3EhFeYnPmAV3OZ1xJR55mzIzAEFgcBjx1w6l9MgObFV2PUbFI35hzRxaBbf22NanbBeL31pIvzt/R9ZHr1BZXoqsrjSNJdmd+QJdu3apd8xFQ+QHa4n9CDRNnMKvgElAJ8CY0uIi8Af/xFQ0JE79vXuOmvbxHRtVB3ssNwfn3MFd51x+IR+kxGIJoFt37Z/Q6ef+zVu/dTGE2ooLsYtAOo+YRpKJkdxrTqAzpwDtHz5zrea54xxklr0/lxUfrKXX7Y/p+ZKObFzAypUrTe/JkiVLWLlypW40T66NHF6M4/7mGEro3tMl0V3evzfSKrQN2WvnkjRmJhFd+2ANj6S6oozYDnG8/tqlFVWFzUZl6QUGP7nMY1Lw7T8+8hlbYZZX6uiyZ01rSlRXVjDw/hfZv2E+YdEd+fYfp1i5ciX3jb/P3C5SVmJaICggKJjyovPszsygutKGtNuxBAQw6LdvuVyDdk6bS7bYurzPZtfYFE4YVxpe1UdSyuVSyiHAJCnlEMPP7VLKdU0oo8KBWZrhQ5/O57W5Lzfoedz16W0j2xES0d6jrsClcpdpLi6RzlrH7obQo1+u8aiE5jSSO/3ja9KRm6XelgHB9Lr9MdM2veErhXdj+c1npKdxYN1ccrYs01Uw/e9+CqSdvM2LdPXbn5cs1OsuOAmyWr3WdfBHLrNrdk8TfjrrC3a88QhIycGNi+mQdJOumhyfkkJCj57mNpuQMFPZqivKCYnsgLAEYA0JZ1Vmpn5vnbaJzbNuZ8cbj2BtHaU/h0kPPOSzXoS/16iquNUef+IUPhZC3CKEeEoIkeb8aQrhFJ7YqyrYv+FNtmaMZv+GN7WEcw3I9OmpPPDQFI4eOUxou07IuGspLi6lsuwileXFuqePlNK03GX3kalUVFaStXauR0fh1VvmSA6pM2YSP3Ckh07dqCM3844pKzprHiiWc9hrh+LNy8ZprG8sv/nxKSm0Dg/zuGdJd/+esLCwGj1vOsbHI6rLPeo6HPp0vl9yHTviec1Gz61Te/5OzpZlLjEeZ7I/p6zwjN6+2X3Zt34eHfrdaFpzoqzwDBWlF5BSEj9wJKkzZnLz8GEeA2PfOx5FCMHprC8ov5CPpZXVZ70I02v08VwV/uFPnMJitPTWQ4B3gTHAvxpZLoUJaekZeqCYk4KjWXX2S3dnVWYmS1eupv/YZ11SRnT+6a2c2rMNe1UllbZS9m94kx/ffZtXN8+i7/PpduM9nNqzjayPXiH5bi3dtXOQ8CgDGRJmGptgDQln6TuL9WszS/HsrU1j9DS4qg98pYpuTL/5c2dOmapsdi3P0by1vOjCo6KiWPLWAh5/Yia7M1+guqKc9vEdWfzm637JFRQS5nHNwW2ikUD2hy9RVVXJgJQ0jxiFrDVzXFJzgHZfdi47THBEDFJKTuzchLV1FNWVNk1VVGEjIMjKjyfdj7BYdJfkgoT+bNqy3CWewXmufqNmcHDjYuyVlbozhXObv7EXvp6rwj/88T66QUo5ES1r6fPA9UDnxhVLYUZjz4TS0jP0QCyjd9O5g99gu1jAkKdX0e/OxwA7oe06EhbT2dzNMiiYxCHjGPzkMn70699wcONitmaMpvxCPtluHjhHNi7AVnYpX78xNqGivMSlIzCbqYrqcg+Vmq/oaX9WAo3lN++1SlxwiE9vp/EpKZw9fZIqWylS2jlzMs9vuWxll1Z5xvv0o189SEV5CfbKCtN3q9LgQOCUwRl/0u/O3zH4yWWMeP5TBj+5jP73PE3Xrl2R0o69qoLWcQn88pnVHrEJxngG47lKzud5nWj4847fPHyYRyS9ioyuPT5XCkC543epECIe+B7o1ngiKbzRGDMho7eGtEtTA2tJfh7W1u0ceX1OYA2PpLTgFCXn89iz+kWqKsoIi+5MbO/rKTz0Fe2iInU545IHa7PEo1laOciJKWzastxlBp6WnuHXdZnN4Je8tUD/zt/o6csZQWuMDC+/kE/u9tWUFZ7B2joKW3Ghhy68oWRK6N6TvFNn2b/hTd17qfvQiVjDI/X7bPoMupu/WxnpaUx5JJVqacF2sYCAICvSLunTS9u/W2IPbBcL2PH+ND3zaWhUPEHBYdhKi/nq9ckgBLaLBXpW1EBrKPbqKr54dRL2ShvVFeUER8QSl3yTHtPg7ODdPYy+3vE177y3jMryUvZ8MIcqWwmtgjXvLWVkrh3+DAp/EUJEAHPRkthJ4J1GlUphinuqibqmZnDi7q2x441HTDsGS0AQIOk9cqp+XvgOa5sokkY/oX+XvXYukyemcMOgGzzkzP74Vd290oyarssfN8PxKSmmrqTeBs26VLFrCHdH5/6PPzGTooulumrNLLtrQ1Yec3bidnsVA+9/UT/noU/ns/hNzbmwtu+WXQqS7rr0/Petn8fBnGMMHzGCm4cPo7L0gv7O7F3zJ344cYhkg+fYvvXz6DfqdwS3idZiNiorCQiyEhDYiv53GyvsvUJc/yFE9f05Ux99HHtVBX1Gz9Q9jKY8kkq1HQ+1Z4ekm9i0ZWuD3cOrhRrVR0IIC7BNSlkkpfwY6Ar0klKq9dhlwD3VRF1TMzhx99boPvQ+D2Nh9sevEhIaStLoJ1zUSsIS4PFd0piZbNqy1VTOpYvfZOHCBaaRwmb7p4wZRVp6BhZLAA88NAUZd22DBZJB7TPO1iagzRfjU1IIb93aNBDx6JdrgIbXhY9PSWHJWwtoE9KK3ZkvsPX5UeRtXqTbJGr7bqWlZ9DPTdXYb9QMLIGt2P7lDhYtWgTCgq24kLP7d1D4bTbJY57y2P/YP9bqeaAsgYG0Cg73MMQnj3mKwuP7iEpIptftjyEDgj080JLGzDRVeyojc+3xVaPZLoR4Dc2OgJTSBtiaQjCFOQ1Zp9ndHz8ueTDSXs3uzBewV9noltiDpYvfZMKECR56Xlld6bVmgiUgwGvhmJr8yI0FaNz3279hPuGxXbTU3V5UK77UQqsyM8netw9hsWANjyTprif99mc3SxZXVxXPqsxMjuYcNlfVnT+hD2Z1XQF6o7Y1HGrCLJaj/EI+AhgwTkvaF1KxlyMfLMJeXU2VzTOOwZj6wlnXuqyi3Od+ZUVnXbZ780Aryc8joXtPv65HcQl/DM2bhRB3CSGE710VTUVtZrrTp6fqefxbBYchLBYSe/bS4wmMBLeJpmvXLi4GVjPjqAhoZWowDYns4HUm7a8fudl+xll0TYZHbwZi50ATGB5NWHRnD4O6L3/2hjLyO+VwjxEAZ70Ia71XgI2J/t4FeuaSyt2+muS7n9KzvpZ+fxKwUFHyA9bwdqY5rcJiOgHOPFDBXmMxAoND9WNCItrr205nfeG1fkOr4FB9lXg5a5G0NPwZFB4HPgIqhBAXhBAXhRAXGlkuRQ3URpUxfXoqS1dk6nn8rx33HEFhEVwMiKS0opoD6zy9gdzVLWZqGWmvJnvdax4+692H3ue1o/W3Y/W2n3O2WBfVinOgCbSGUJJf++yiDRXQ5pSj+9D7TGMylr/3brPNEmp873rf+ohpXIKzbkXvkVNpHZdI3zsepVVwGNVVNo+cVrtXz6bbz8fo705c8hDTeIf9G+bT+Se3kLNlGdkfvYyoLtdjKw5v/jOd/9+tpjmjBv/8hlqrIBX+Ba+1llJapJStpJRtHJ/bNIVwCnNqE7m5dNkKD31r8piZFB7fR6/bH6N1eJhPPbKZvjkmuh1tQ626fnp35gt0HzrBJUW2s6OtaXZp1rF664DDojvV2c3QONDUlI3UGw0V0OZewc7prrs784VGXR00xEzZ+N7FX/tLegyfpAVSPj+K3ZkZBAQF63UrohKSEULodStaBYd72BNAsm/dPPZveJMewyfR57Zp9LrlYaqrKtm9+gW2Zozi4MbFdB86kR7DJtBv1Awi2rZmyVsLKNixnIN/XUTS6CfoMWyC4V6OImvNHCZPGMfOvfv1Akb9xz7LmezPObt/R4NHOl9pqxB/gtcEMB7oJqV8QQjRGYiTUqoAtstEbXLz2EqLTWfFVY7iOLvOnPKrJrFZzeCzp0/qnxN79iK4TbTLMc7yjE77QGhSvsPjZEaNHi43Dx/G0hWX8gE5PVAqSn6os2pFH2iuCdSzkRoT9fnS4bvYK5bnEBQShq2sWO9Y/JXH6FZsdNct2LG8UQeEhsgJZGaDat93kFZfw1bGqsxMr/mR3O0AzpoTCOGSC8nZ5tbnRzFs1nqPHEm7zpzS30UhLC7xLXHJg/UEkZu2bDUtGHRw4+IG9e66EvMt+aM+WoRmaHZeYTGwsNEkUvjEX1XGqsxMr/rWQEeEa0N5uHibSQuLxevs0lsHv2nLVuJ/PEKfRR/cuJiOP/6VXrinLv9sTvmqbGW07zuIDkk3sXfNbLZl+Pa0cc4EJ0yYQElJCSGt2+olK2urirgcpScbKieQr/dufEoK7eM7mtuaDHYA53eBwaEgJTveeMSjLKq3+hPG9zUgKNhr8GRjqCDNuBLzLfkzKPxUSjkdRxCblLIQCGpUqRQ14m/HkpaeQeef3mZS6/gVIrv2q3VnZFwmZ+/b59IRenNpdI9ejUsezKDfvoWwCK8d/LHcHBKHjGNQ6iJGPP8pg1IXaSU+6+Fe6JSvHd+Z4QAAIABJREFUqjifbS+MRpzew3vvLsFurzli2d1+03nENOwi0DTQrDZyNJRbsT8cPXKYg58tdjHy+rKhuKtEpk9PJf/cOZ/1G16b+7L+bkopNf3+uteoqij1qCXR+Se36LW2c7Ys49Sev+v5nCZPmljjOz59eirSbvewa2Wve412UZHeI8etoeRsXen3u+9LNeRt8Kkp91Zzx5/gtUohRABa0BpCiBjA3qhSKWrE34jcY7k5DE152ZBP6ARh0Z2oKP6B1tWFZNSiM3JfJgdW7PVYJpu5NPobrWyksXLYjE9JoaS42C91mRMzV1Rnnh5/ak57k6OpVAurMjOxhkfS+5ZLgYf7N8yn+Nx3Xu+n+7PO3b6aJUuXERgcSscf/5KDny2mJD+PQGsoUx50jRg2vpsXgwZz5C/rqS4vpaqiXIt+t5URYA2hy09vIzy2C9+89VtKzp8gJKI9+zcsILhNO0R1BTcMukGvk+H+jk+fnsqSpcsQAYFU2cr1KO2QiPZU28oZc9+9pgGUWWvnUmUrIe///sJNNw7y+Qz8UQ15e1dryr3V3PFnUHgDWA+0F0LMRkuI91yjSqXwiT8di/OFdepboeZiMTXh3jkGWkP88tOvSxS22THZH7/K5AnjaiVzQ+DNflNyLo8dC6aRcONYl1QRzQ1jPiu4pFvfu2Y27727xOsxxmd97tA3tAptoxfR6TFsAqC9S5u2LPc43vluLlmyhLfffttlW2LPXhw9cpiw6I4eBZiyPnqF7kPvwxoeSVp6htcV3JJ3/0xgSDjCEmha9GfTluV65Pzk30zFVlZMoDWUzv/vVhKHjKPo+AG++vhVPXCypnvnKzbF7F3dv2E+3YdObJR0JU2BP95Hq4CngDnAKeBOKeVHjS2Yov40pP66rn76dVGXjE9JIWXMKPauma15oHy2mPgBw8lcu77Jl+NePaFiOnuUC22OeHtuVeVlXp+B+zEl5094DRCrrUrvWG4OYdGdXbyUdK+4u5/i6JdrfLYrkfQbNcOnTONTUqgoLyEsujPX3vssPYZNuBR9f9eTPlV+/r7zQRZ0L7yDny32yL3V0qKq/bEpgJY6O8Cxf0jjiaNoSBpSf10fP/26ZBzdtGUr/cc+y4jn/8KgRxdpboeXwYBnNrAas7D2GzWD1uFhjTITNOqz9+7N8lp4xhicGBzWhunTU/VtXp+bl0R3ZseExXSqV4EfI7Ed4ontfb3XbKgl50/o7a7KzKR9XEcsgVYCrSEIYSHQGkJ1hY2Dny0GKfn85fFsnnWbS0CcUaZuiT0oyc+r04Dm6513qpe63JzKkGdWExLZQU8TXp97dLnxxyU1Dbgb+BitTvN7QoiPpJQvNrZwivrTUPpr92VyVUUZRza+3eCpGJzUtiRmY+FeQ8A0C6ujXGhDYtRnhyblUy3LTcuYfr3jaz040am+WLpCeyYLFy5oEPVdbK/ryfu/v3q4ExuT6fl7TReLS/hh79+xto4y1cWHRLTnyMYFpIwZxZRHUqmsrMYa3tblvFlrXyG0XTz2KpuL+mnf+nlYZJWeOdd5LQ88NKVONipf985dveTMHebL5bq5489KYRzwEyllupRyFvAztLgFxVWE+6qjqji/wbxmzDw8GqskZl0w1hBoqpmgscM59o+1hES0N3V7NAtOTBozk6XLVuiy10V9ZzxGnN7DlMmTvCbTq8019Rk9kx7DJ4EQHvUdsj56hdZWwYJ5c9m0ZSsyIJjAYM9Kdc4Eee7qJ+eqDdDfp7T0DAb//AaPOgtZH71C8cWLNaojfd07d/WSFpA4gd2ZLzSZZ1lj4I+h+VsgmEt1FaxAbmMJpGh6/E0JbVx1LFmypMEGBDMPj5Qxo8hcu6DB0oQ3BA2durwmjCulkvMnCAgKdtnuXDVJuzRVjdhKi/XPdVktmh3jLe25vzivyRIQSFzyYE5nfaF5Mp3PI6FHT/68ZKF+zgkTJiDlpesxYgy+dP9+1+lTHu/Tzo0LmDxhHB9/soidp04SEtmBnr96kOA20V69g9z/J1auXOmxj5nnkTN3WG0dOZoT/qwUbMB+IcQyIcR7wD6gWAjxhhDijcYVT9HY1CaPUk1xCnXFW/DPpi1bm9yf3xdNGWNgXCmFxXTSon8NOFco3oK8rKHhDS4T1C+lg/vqLy55ML1vmUpCj55kpKeRlp6BsGh2EWmXBFpDaBXapsbgS/fvnaVdbcWF/GP+w+xc9iwXiwpY8u6fkXY7AyfN5hcz3iH+2l+axpisysxk794sHpwy3ef/xOUIRGwK/BkU1gN/ALYDnwPPAv8L7HL8KFoYxn/syb+Z6ldEpvvgERge3SBJxWry8Giskpj1oalkMnY43X4+hrKis6adz+RJEz1KnGavncvkSRNd2muI/Dz1rSnhrRO9efgwUmfMRMZdS0hE7KXkjfc+ixCwd82fTIMvzRIK2sqKKb+QT86WZfS78zGGzVrPgJQ0AkPC+b7wB8ov5LvIZDQ4O6+vWuJR66L7yFSemPl7l2MvRyBiU+BTfSSl9HREVrRY3NU1WzNGmS/D3Qy6dY1T8IUqtm6O0cB9LDeHG6c+Qt7mRew6c8olkMu539JlL2ErLcYaGs7kSRNdVD0NlZ+nvjUlvAVdOts9uHGxbidwtp885il2Z77A7swMqitsBARZsVdWUXAsi2pbGbtXv0C1rZzA4BCmPPgAm7ZsJXf7at0O4Wyn36gZ7N/wJrnbVxN/7S91mXK3ryYoOAxLQABBwWHEDxzpvVbIqZMesQ1NGYjYVPhcKQghbhVC7BZCFKjU2S0fd3VNWExnvwy6DVVPwJ0rdQneEBhXJf37J3PmZJ7pCmXhwgWUl1xASjvlJRc8dP8NlZ+npnfA35WI2UrL2W7JefOU5vYqG1W2MqS0U2UrI6Z9LK2Cwxg4aTZDnl7NwEmzCbSGsXbdejLS07y6u5YVnaWs8Iz+ruVsXcmp/2wmfuBIQtt1wlZWTN6//grC4rVWSG3uWUvNnuqP+uh/gPuBdip1dsvH/R/bmTHUV6fcWN5AV+oSvDlR3wHdV+rz2A7xpmqlgoICv9p3vlvBbWN8vmOrMjP5vrDQwyOp36gZfF9Q6DMpX/v4jvq7dmrnRuJ/PIIz2Z/T+5apDEtzqqwEu95/nq/m/YbNs27nq3m/Ye9HL5M4ZBxHjxz2q6NvyPKtTY0/g0IesE9Kpy+AoiVjZuzrkHQT2R++xLYXRpO3eRFBFs37w/jSu8/oq2xlakbfQqjPgD59eiqTpz7qtbDOoU/nI+1205XIyVP+xW9kpKdxYN1cqm1lpu0bq6elzphJtZeSnU5j/GtzX+bQp64TnX3r5yGqy3lt7sv6SqWivIRzB7/xcG1tFdqGVsEhelGgvnc8SkBgEGcPfI01PNKjo58+PdVjoGjJ2VP9cUl9CtgohPgCQ31mKaX/USuKZoOZW2Xhoa9Y+s5iAH1bcldz3bNTH9xr+vQGmdFfifnomxt1daVdlZnJO+8to//YZ3X9vLAEaAnoCs8QEtmB1tYAzp87Q7JJJ11x+lu/5BufksITM39P5xHTsBUX6skbQyLa09oa4PLuOW0PZnao9vEd9Q65uPAce9fMprKslICgYNpFRfL6a//j8k51S+zB0SOHPQaYqvISksc85WGT2L36RQaMe87DpvLOe7PpP/ZZl/f3h/NnmkXwZV3wZ6UwGyhFi1VobfhRtEBqUtf4mt0Y9cFJ/fo1SKfdkmdUteFy6pfrqqJLS8+gsrzUNPW5szjO+XNnvK5EgqxWv2V0pliPSx58KWW6o30nTjWYmcrz0KfzuevOO3SVzbC09fQf+ywRsXEsf+9dzp4+yfiUFJfnUFLy/9s79/CoqnNxv18SMpmESxIgJIGABoLcElFojxyOVUvgeNSCUFolgNLSg8hFqqe0tdqAKNgWq6UCRipVhASxKEKF8uNyWrXY4ynKXTiEixKuIYaoCbmQZP3+mAszmUtmJpOZPWG9zzNPMnv2XvvbM2vttdd3rSIqOtZF9sb6Ovcrkdpqt9uv1Fx26b+xHlxmI8GBwpdJIVkpNU4pNU8p9ZTt1eqSaVoNT26V/hgS3emLA7nxtZYB20gYQb8ciCutLXmdu5tbXKeu7Pr9w6hGxalTJewpfMrFLtU9Pd1n+XzJMxQbl2BNkPgS1RWl7F23iB0LxnLgzWcpePF5p2prTV1JC4uK6JTU2Sn+IGPUDGJMZvasXegkuydDc7TJUm606faELhlO2xJ7DaC2urJZBwqjGqJ9mRR2iMioVpdE4zOeOlNLO5mngWkrqel4UztVctqp/UBvfEZKZ9FaROpq6PreWaT0H+byVH5wwws01FZbdO7zNjB4wpNEm+I5tG6h00okOTnZ53N580Kz9a30oXdhTkxh8H2/sBiF7/sFpoREbh1+C/nzF3Ci2FJMyLGKW2KvAVw4e4ZpM+dwRUwu8Qc53/spoNj3p1+z46mx7H1jITEms8s1H9q4hJ7/Mpozn2yjeMfqqzEhbz1HSv9hTtdS8fmnZPbp63V1ZoQHBU/4MinMBLaKSE2wXFJFJFFE1ovIERE5LCLDRCRZRLaLSLH1b1JLztFW8dSZZs6c1eJO5ktJTdtgMnVKcbqpBXrjuxZcUo28GvL2ILFgfj6XjnxAavbtHN5cwI4FY9mz9hlqKyu48b6fN8lHNJcrjSrgoD5f1JqlR1yNwtnj5/Le3z+0qIzmbaD/3dM5tvN1+8RgK/s54N7HPKbabqitpr62BnNSKoPvf4L45DT6jHjAWg52LHvXLaLPiAfIyp1Mzvi5lPzvu/ZyslMnT+DSkQ/c9l9vqzMjPyj4Uk+hg1IqSikVF0SX1CXAVqVUP+BG4DDwc2CnUioL2Gl9r2mCp8608rXXW9zJfC2pCdjr4NoIZb2FSMOoq6HmnlZtv42c28vlL06T2acvq/74B1RDvft8RLXVLZKnObWmpziGpjr9gWPmcOK9dfYn/Ppai10koWsPj/EH7UxmqiuuxjfYbBu5+Ruor7nslBW3vrbaXk522bKlAfVfIz8o+BK8JiIySUR+aX2fISLfDPSEItIR+BawEkApVaeUqgDGALbo6VXAvYGeoy3jqTPVXq4MSidzNzDd3dQa6mpc8taHst5CJOHvaihUumZfnlbd/TYxJrOH+sfeS60Eel22vuXpph5jSnBRGVVdLGHvukV0yfoG5sRUi0rHjYHaUiVtEjnf+ykxpngPBZV6OL03J3Zz6teB9N+U1HSPMR/hRpoLPxCRl7DUZP62Uqq/Va2zTSn1jYBOKDIYWAF8imWV8DEwBzijlEp02O+SUspFhSQi04BpAJ07dx6yaNEi+2dlZWV06dIlELHChr8yHzh4kJj2XZwGYH1tNdWXzmFOSnPZXl9ZRvagQS2Ssby8nFMlpzF1SiE6No6GuhoSoupo3769XW/sbp/aL0vpmdHDL91yaxOuPlJeXs6Zs2epq60l1mSie3q62+/F0/eY2i2F1NTUoMr08ccf0yGtNyJi36aU4utzxxkyZIjH444WF1NZWYU5KdUuY/Wl87Rvn0DfrKs3S8fvuiX9w3ZsdFx7rlR/jTmx29XzVlygnbkDV6q/Jq5jZ9qZO1BfW03NlxeJ69SV6ooL0NhoSbSX2I3GhnpqviwFpYiKicXUIYl25g7265boGLp2TaFazPbrahffEVOHZPv5RCl69erZon69b99+GpRyuZZoEW68Maf5BtzgT99+6KGHPlZKDXX7oVLK6wv4xPp3j8O2fc0d56W9oUA98C/W90uAp4GKJvtdaq6tIUOGKEdefvllFWn4K/OawkKVmJKuhk5ZpHLnvaOGTlmkElPS1YwZM91uX1NYGBQ51xQWqsysG5RERanMrBvUs88+2+w+wTp3MDF6H8nMukENnbJIjVrwrv01dMoiNWv27JCdKzPrhmaPzR05UsWY4hWIijHFq9yRI132cfyuW3IupSx9yxTfQSGiok3xChGVkNJTZY+fa28roWtPNXTKImVO6ua0vVt6D7WmsFB1S++hQFS0yexWloSOSSom1qymPfSQAlGJnbuqGTNmXj0u1qxSUoMzpiQqSg0a95hKSOmpkCiVkNJTDRr3mJKoqIDb9KdvA7uVh/uqL4bmKyISDSgAEemKZeUQKKeB00qpj6zv1wM3AxdEJM16jjSgtAXnaLN40sEHqtv057yOS2R3T0ltXQ0UCjypB+tqaz0cETgtMfJv37aNKzVVKNXIlZoqtm/b5nX/lurQbfWWc/M30FBXQ27+BobPWu6k66+6WMKeoqdpbGhwOkfp+bNMzMvj/JkSlGpk1R9fcXvdL7+0lCu1lxly880o1cilslKWLVtqP66+9rI93qGlpKSmE9exy9WYjFnLievYJex2JvBiUxCR16z//h5L+uwUEVkI/B1Y5Om45lBKnQdKROQG66YRWFRJm7DkWML6d2Og52jreLr5BuOmbFTf6WuFYASC+Uq46kPYcKzF7Eufa862YE5K5Y7H15I97jG7B5JNT+/YPhBW5wZbWVJvKT3CibeVQg6AUqoQS6qLZ4FzwL1KqT+18LyzgUIR2Q8MxjLJ/AoYKSLFwEjrew2hu1Eb2Xf6WsHT07s/gWD+EI76EO5qKfjS52xtpPRzHzvRZ8QkJw+kYzvXcGTTEr6urHJp/8NdHwb9Gn0dp45lSS1ur+M4tPFF4mOjDbG69pb7KF5EbgJsVqh/WP+aReRmpdQngZ5UKbUXi22hKSMCbbOtEsrcQC3Nl69pOZ5qDlRVVjZzpLFprpaCL33OsY3qilIOvPksddVVRLUz0f+eh51qZyf2GkD1pfOkpKbRc/Rcn/IVOZ7DX2zjNKnfrcRXVHPi2FF+8KNpfLjrQ5dU5k3LkgI0NtSz8+lxAZ072HhbKXQHfuvh9Vzri6aB0Aa5GNl3+lqirdpmvNVScMRbn7O1oRottSMaGxvo1asncR2dvW4qPv+UzKy+XCx1X1vBXb6iloyp/PkLSOp3q1Ma7hvve4KVq9e6rBiMGrdiw9ukcEwp9W2l1B1uXt/2cpwmiJw8XkzNV2W899wUdj7zPbblf4eD7/yOE8eOBv1cvuSfaWmN5rZis2gr1xFu/L1BFhYV0S2tOzGmeESiSO2ewZ0jc51UU8U7VrNv3UJOHismNi7B53xFtomovLzc59/W1g9OFB91m4Y7+7s/cZlsjB7F74v3kSaMdE1J5f/+8goiwk15vyR33gYG3ftjTAmJQb8R+ZJ/piU1mtuKzaKtXIcR8OcGWVhUxLSHZ/FV9RX7WMgYNYPX31hP3nhL2okdC8Zyds92brzvCUbkv0329x/nbJN8RfvX/8ZtviKb0ftUyWmn33baw7NI7Z7hNteYrR8kdM2gqqzE7arkRPFRp+OMHsXvzabwMy+faUKEREURE5fAwDGznfSi2ePnBl3X70nvOzEvj959+7W4RnNbsVm0leswAt76XFPy5y9ARccxqMlY6Dd6Dlu3r+L40SP07tuP5OEPuoyV/esWcfL9NzEnpZLS/185t++/6Zx5o0t9ifz5Cxg9Po/kVMvxtZWXaJQYMkbNILtJjRHHfpB5230cfne52zoPCV0z7A8Otms2cm1njysFpZR3x2NNSCg9f9ZjIi+/yyn6sBwOJK22r7QVm0VbuQ6j4KsN5eTx4mbHgsc4j+oqhk5ZyK2P/oEB35lB1sgpHNr4oj2xnW0iOnm8mOjYOPuxJ95f51L60/YAYFPt7lo6gwNv/RaJimH/+sUuaTQyb7vPUAnvmkOrjwzO9b2zMCd281vvapsEUrtnMO3hWU7L4anTZyNRUQHln/FVhtZqwwi0letoDYJhd/KEL2PB9tuc2/8eu5bOYNu80ez6/cNIdAyHNxdw+N0C+008KqYdCE4T0fW9s+xlPQGPSfhOFB9FNSqObHmZlH7DyM1/mxu//zNUQwP71i1kx1NjOby5gD4jHnAKsIuEBwdfEuLFudkWWQmGIpgF8/ORhhqfA12a6rszRs2gUWKorbzkZPxK6JLhly48GDWajW5g85W2ch3BJhh2J28smJ9PY91ll7Gwf/1i7hyZa9/n07cXU7z9NfrfNd1eY9nUPpGU/sO48Oku+028/93TMbVPckkXXlNxwd6+p0nInJRqqSVx/xOcP/A3LhzaRXJmjiWleFISmVl96X/3dCc32Uh5cPBlpfBPEbnF9kZEvgsEP/JD45aJeXmseGkpHc3t2FP0NDueGsuxP79AfGw0kydPdnnad+fCOmjso5x4f519n8ReA6gqO+3Xkrapcay+ssxv45jRDWy+0lauI9g07XuOdqdgMDEvj04dEmiov2IfCwffWUL3m0exdfsO+z4d2ie4qHwGjX2U0iP/IGf8XEqP/MOjd9DEvDyiRCyqpQXjaGy44jIJuQuUs40vW1qNSH5w8GZotpEH/FFE/gakA50B7ZIaRGzFxk8etxjabAU6bDgapWxPYz3vnEVOL9fAG1tgjCO2vDC7ls6wF0Q3dUi2f+ZrMXFHOVasWBHQTdDIBjZ/aCvXEUw89T1b/2qun/vCxdLzjPjl20RFX711WQK/riZZKD1/lmw3Kh+bKqjq4mm38tmor7/C8Edesp/j3P73OLy5gKqLJUTHxrkNlLO16bgaMMVEsfu1J4iOjaNzclLEPDj4UmTnALAQmA7cAcxSSp32fpTGE02NvqdOnfLJvdF23KSJk6i9opzUQY5PY+703cf/upbYhESn5bRqqOe956Zw/K9rI2JJqzE+zeU38seN15NzhC/2HE/72HImNa2P0LT/x5pMTsen5dxG/7un0y29O1HRUW4D5RK69HBK3TFt5hwyRs0gd94Gbsr7JZU1dc19fYbBF5vCSuDHWHIh/QD4s4jMbG3B2iLuBkZZ2Rcei427Oy533gYGjpntVHLQ0YB158hcDjTxgCj56M/kjJ/rUps2KrodZz/ZZtfHajQtwZvdyZ/IfG8TiO0cxTtWs+vFGWyb9x32rVtI5nU97ZNI5ddfc2STazGdlH7DOLB+MSn9hnF273/zwQv/ye7XnqCqqsppcuqenu5W9aMaG+nxjXtc8i7tX/8bqspK7GrEonVvMuDex5yudcC9jzHrkR+H8ucIGF/URweBH1lzcJ+02heeb12x2ibu/NvV6c/cejfsPnuGwqIipxq1jscNHDOHw1sKSMu5zelpZ+v2HaTfPIrDWwqouniahK49qK+rdnuO6ooLDH3wGbZuX4VG01Kaxhz0mznTrjKZPHmyV9WSI97iQI4fPcKHuz5k5eq1ZH/3J/Y4gw/WLyb95lGMyPs1FZ9/yv51C9m/bhF11VXEmMzU11Uj5/Yy9YE81r+9gTMfXybnez+1H++ogk1OTrbHLDjGTkyePJmchybQPqXn1fHVpQd1VV+S2acvx48eAWDSxElux1vFF2VB/85bA1/URy9YJwTb+y+VUlNbV6y2iTsf6qiYWI/eDbanKE++11UXS1wMWCePF9P7jglOedoTumR4XE5HipucJjJwjDnIHjTIydXTVzfe5uJAtm7fQfZ3f+KcTsLBgFxbeYmo2Hhy7vuFxUNowpMkdk1jwfx8li1bSvsOHcj53k/9LkNquwZb/eZRT22i/93TSeiS4TSGomNNbq81Ojb46c9bA1/UR1kisl5EPhWRE7ZXKIRra7gbGDFxCez/02+clsN731hI5z432TuapwEVE2vm6IbFmGKi7J5IXVNSXfZN6T+MA2895xpU8637IsZNThPZ+OON09wE4vkhyWLq9BZw5u345h6OFszPdzuOUvoPcxpDgrj1WBLES+vGwRf10avAPOAFLIbmH0CEXJ3BWDA/354G27ZsvWL+moYrdZz5ZBs54+fat+9fv5i4uHj7cVMfmkX6zaMoPfwPqspKiDHFY+6cTs1XZfR1CMEv3bSET99ezIBxV9u6dOQDpk6ewFvvLGf32TOYk1LpfcdETO2T7OH9Gk1r4k86C3fj5MBbzzF18gTg6qThmk7CYkCuulhi8RYqs6hPM791H90GDrerqjwd3/ThyNFbKiU1HdXYSF3lJfasfYaGumoSumSQmn07l4584DSGpv3oh6xY+RqHNr5IdcUFzIndqK+5zLQf/TBI32br4kucglkptRMQpdTnSqn5aJfUgHD0b7dFPMZ17Ey7+A6uhuDxc7nS0Gi3K9RWVnDmk232tLyD73+C2q++oPvN/+50XL/Rc+jQPsFtuc7zZ0pYU7iGtC4dOfTO77R/vSZgAskS62s6i4l5eeSNH2uJDF5gGSfpN42kaP0GJ2Oz45O4owE5NiHROk7epv9d0zm283UnLztfVi3ugkC/qr7CwLGPctOEJzG1T6KqrAQ5t9dlDC1btpRpU6fQWFsJStFYW8m0qVNc6ioYFV9WCjUiEgUUi8gs4AyQ0rpitV1s/u22xF3tzDHUfHnR7XK2vq7anmQt2hRnnzgA+8RxeHMBWbmTnY77+PxZpzq17s6v0QRKKAo/bd2+gxvve8Lpab4880a7sRmcVx1TH8hj6/YdHP6fTdyU90sXp4x96xby6isrnGT0tmpxZ+weNPZRDm8pYPis5WR/9yeU77Ik4bNNkI7xF8uWLY2YSaApvqwUfgzEA48AQ4DJXK2lrAkQ29NKfW01CV3c15x1NGA11Na416OWlbgcp20EmtakpYWffFllNKf3b7rqWLZsqeV9fa37B6yaapeAUG+rlubsFjZZ2mIadV+8j/6plKpUSp1WSv1AKTVOKfU/oRAukmmu49tUSfWVZVSVlbB//W+8GrC6pXd3b2w2xUdkKL0mcmlJllhfb6K+eCu5G2Oejos1J/h1o/bUTlynrvb/o9vF8eAPpoasMmKo8Kg+EpFN3g5USo0OvjhtA1+X1xPz8qiqrEQ1NjJy1Cj+tvYZ6j0YsH67+NdMn/0Y/UbPsRvfDm1cQtJ12exbt5ArNZcxmdtTV11l75BaTaRpDXw11LrD11oU7ozNjk4dBO1eAAAZlUlEQVQRnsZY3vixFK1f6nTcoY1LSB96l18qrgXz85k2cw4D7n3M3s7BDS/QUF9H8Y7VnD/wNzL+5TucfP9NtxOkr6ljjIg3m8IwoARYC3yE9jjymUCKsGzfts3J26GpActJD7qqmFhzArXVlaR1SeR7P5hC0foNTgMh2DpejcZGczdsbzSXH8lGc3p/T2Ns63aL88TU/5xObXUlCV0z7OmrbTYJX8bExLw8pvzgR3YPooSuPcgaOQVT+yT2rH2GAd+ZSVrObZw/8L7bCTIlNb3ZcxgVb+qjVOAXwCBgCTASKFNKvaeUei8UwkUqgS6vm9Nz2j9vbKCm6itUYyPHjx5h6/YdbW4JqzEuLckS608Qm62/r169GsApK7C3MTYxL4+6mipy8zcwfNbygOsZ1NfVMPyRl+xBoGk5t5HYawANtdUA7Fo6g+qK8+xd+4xTuc+DG17g68qqiLUreKu81qCU2qqUehC4BTgG/E1EZodMugiltYuwNNWlnjwWGZXAdLH7toOv7qVN8TeltCcbREpquk/Fdjx97gum+PZu24hqF8uxna9bE0xaIqbPfLLN4j67pYCskVMYMG6u/aHM1u8lKoq4hI5ERRm7/3s1NIuISUTGAWuAmcDvgbdDIVgk05q51GfOnMXU6bOdBklMnNnwlcDaopeGxn/8XWV48nRSjY1ex1gwxuDUKQ+4lNfcv34xEhXFwDFzXOKKErpmOK0oHL2TVNpgzIkpZH//cUbkG7v/ezM0r8KiOvoL8JRS6mDIpIpw/Ine9IfCoiL+8OprTv7byZk59PjGPRx46zmnBGFGi1TWxe41NvyJlfFogyg9z+rVqz2OsWCMwWXLlrKmsIi9byykvuYyMeYE0rJvp+Sfm726q8LVhzJbvz+8pcA+kYCx+783Q/NkoAroCzwiYrczC6CUUh1bWbaIpjWCxPLnL+BKzWWXDtn7jgmc/OBNynetCuokFEx8NTBqrm2aFuKx5fJy5+nU3BgLxhj8+usvXYr6lJ/c71Ymc2I3GhvqnR7KbNlhPdV6NmL/92ZTiFJKdbC+Ojq8OugJwTcKi4pI6pKCSBQxJjPtTPHMnDkr4LZOFB/1mPHUZG7foopWrY0udh8+jGjLcSeTOxXj5boGPn17cUhjccrLy+2yxcYl+JRg8sD6xbRrrHFRidn6fVynrhHT/31Jc6EJgMKiIrd+zitWvgbgVwi8bbCYk1JJ6T+MQxuXMHDM1XiF/et/Q/ehd9H7jgmGdUdtiRujJnBCkZIiWDKZYqJcVIz9Rs+hZNvykK2CC4uKOFVymuThD5KZN4Djf13LgfWLyR7vnGDy1luG8J41PiihSwbpN4/i0pEPWL18qUu8xbSHZ9FwpYGDG15g0NhH7e0c2bSEgheNV5pGHEolRBxDhw5Vu3fvtr9fsWIF06ZNC6NEV7HlNnLK3XJiP4c2vkhjbSU1VV8Bvslsa6u28hLHdr5OavbtV7OlxppJuj6Hm/KedDqPLS9LaxHId91UNXDnyFy2bt8R0hWOkfqIPwQqt6d+2Nr9AzzL7Emm3a89Qe68DW7qL4/zmMsr2PTu24/R4/P41DzEvq14x2rO7t5CXU2VvZ/mz1/g8/ea2j2DjFEzqK28xIn319nrpHcwCRfOnQma7P70ERH5WCk11N1nvuQ+0jSDu6WwJz/q6ooL1F6u9Kt9W1tpObfRZ8QDlB6xTAjRsXHU11Zz+Yuz9tKctvMYzR0VnN0YF8zPp2j9Bu2N1Mq0JCVFa+FJpujYuLCrWE4eLyY6Ns5pW+87JlBXU+XkfuvP91p6/qx9/NqLXz3yEhdLz7fqtQSKVh+1kJkzZ7Hy9SKyx8+1L4Wnz37Mo4HMnNjNklLXDxzTCtgCcY5sfpmYuASq6y7QWH+FI3+xZIBsWp7TqGhvpNDQkpQUoZapc7Klvkc4VIy2VaxqVFRe+Iz333iemi8vktC1Byn9hrl8Xx06JrLr9w/bo50zv3UfpvZJbmsyxJjM7HhqLNGxcSgFUdFRFm8mk5mZM2cZLpuqnhRaQGFRESv++CqD73/SRQ967M8v8Ok7z7vYFOprLjNt6hS/ztNUH3/kL39w3alRcfT/vRoxhXO0N1JoMKItpzmZgu3K3RyONo747DKQGgbde9Vmd2D9YqY+cFWGmTNnUVOvyBk/22lsq/o6Vq5Y7tTu9NmPceN9TzgVz+p+8yi7/W/l65ZrNtLEoCeFFpA/fwH1NdUei3SvKVzDrEd+TMUXZUTHmhCEaT/6od8doKnPNRKNqX0iA8c4d8rayoqIKZxjxCfYtkhrxcy0pkyhls1x1bpr6Qxyp04lOe3qQ172+Lls3b7Kvv/K114n5/uPu9Ra2LduoUtNhn6jnWMTcsbPtUQ95062t73ytWcNNSlom0ILsOkf3RfpjmNiXh6XykpRqpH62mqu1F4O+Md31MdHRUe71KAdNPZRoqKj/Uo5EE5aM+pb40ygKSmuFZkc7QNVF0+72BSa2gpqL1e6fRC8Un3ZY7uO+zkGuSX2GuC3jbG1uSYnhWD5bV/fO4uodia3Rbo7JycFWeqrNNS5LyTSUFfrd1vh8mFvSVI1jcYdgfTlwqIiYuMS2LFgLLuWziCuU1ca6mqc9mm6gvWUE8kU395pm6fYHFstaU/HhZtrTn0UTL9tmw/ylbpapyLdqr6O53/7u9YQH7hacKep6qVbene/2gm3D7suDaoJFoH0Zdsx2d9/3K6G3fenX1N96Tzl5/Z7tMHcOvwW3l+/mByH2IUD6xczdcoDTu0vmJ/vUgPFZlOwRT67Oy7chG2lICLRIrJHRN61vk8Wke0iUmz92yqP2i0tJejIxLw8Vry0lKRO7amrqgCl6GiOZuWK5a16s/vt4l9zZNMSp9XJkU1L+O3iX/vVTjC/C821hdGipB378oVDuzi8pYCKi+eY+p/TPcrmrv/f+L2foVQjJduWu13BFhYVsXvfITr1uIG9byxix1Nj2bP2GW4dNtRFNTwxL4+CF5+nZNtyy35FTxPdUMeZf25mx1NjOfDms0x9IM9Q9gQI70phDnAYsKXM+DmwUyn1KxH5ufX9z4J90mB7vfjytNs0aKulQVruDHUFLz7vd5vaA0gTCOFeYbrD1pfP7X+PYztfd4r49ySbp/7Puc84f8a59rmNpq7UYAlaO7Frldv9I3E1HJaVgoj0AO4GXnHYPAawfbOrgHtb49yhzsHjLp/L1OmzA86BZCMYhjqdj0gTCEZcYdr68on317mktfYkm8d6ziaTy762ldGJ4qMc3lzgEix6ovioIVZMwSAsaS5EZD3wLNAB+IlS6h4RqVBKJTrsc0kp5aJCEpFpwDSAzp07D1m0aJH9s7KyMrp06eL13OXl5ZwqOY2pUwrRsXE01NVQ+2UpPTN6kJyc7Pe1lJeXc+bsWepqa4k1meienu7UzoGDB4lp34UYk9m+rb62muryc1x3XS8aGxublbm1aMl34ct3bUS03C3n448/pkNabxwyJ6OU4utzxxky5Gp6iFDKbOvLDfVXfJLN8Zim/T+1Wwqpqale96uuuEBcx860M3egvraami8vEtepa4vuJS3Fn+/7oYce8pjmAqVUSF/APcBy6/+3A+9a/69ost+l5toaMmSIcuTll19WvrCmsFBlZt2gJCpKZWbdoNYUFvp0nLt2ElPS1dApi1TuvHfU0CmLVGJKulN7EhWlcue9o0YteNf+yp33jkJEZWbd4LPMrUWg30W45Q4ULXfLycy6QQ2dssipTw+dskhlZt3gtF+oZV5TWKhM8R18ks3xmKb9v6ncnq43oWtPNXTKImVO6qayx89t9lytjT/fN7BbebivhkN9NBwYLSKfAW8A3xaRNcAFEUkDsP4tbS0BguUj7csy2qNbWpcMQ+QnMpK/uCY0tNRIbIQYE3fXMDEvj5V/KPBLtqZ1oCdNmsQne/Y4lcz0HG9QwuHNBfQZ8UDAdaCNSMgNzUqpx4HHAUTkdizqo0kishh4EPiV9e/GUMvmL74YahfMz2fq9NlOVdEObVxCavbtyLm9oRZZc40TDCNxuKOkfbkGf2SztZfU71bMZRWYk9IYkf+2vV1PecxM8e3pf/d0kjNzOLf/PWsGVEvmYomKIrNPX0PWNmkOIwWv/QoYKSLFwEjre0Pji6F2Yl4eUydPYN+6hZbC3psLSM2+nUtHPtDRu5qQEywjcThXmM1dg7+y2dorPfIPBo6ZQ4zJ7NSuREW5XX1MnfIAx7YspXjHao7tfJ3+d00nN38Dgyc8iTkxBZU2mFmPzmXmzFmGct9tjrBOCkqpvyml7rH+/4VSaoRSKsv6tzycsvmCr8voZcuW8uorK8js05fLX5xGzu3V0buasGDEVNr+EuxrsLXnqWRm6fmzbqPvly2zBLWd3b3FxeNp4Jg5lPxzMxUXz/HyyldRaYMjJkX8NRfRHEz8WapGor+ypu3RFhIRBvsabO0ldO1hWflfd/W26Es9aE+5kOprqsjN32BXGbdP6WmpiWLwFPFGUh+FhZYa3bShVhNJGMFI3FKCfQ229lL6WUrd1tdWe2zX8X7RLa0702bOwZyU6laNHGOK58KhXfaVQ/GO19m1dAa7Vz3J55+fMuxq4ZpeKRgxMlOjaU3CbSQOBsG+Bsf2qitKqb50jp0vP8X1fbLIGz+W/PkLmDx5Mimp6XxdWcWAcZaCWh88P5Xs7/4XtZWX2N8kF9KhjUvI+OY9nHh/HWk5t5HYawA1FaUMnbKw2UjrcHNNrxSMGJmp0bQ2bWF1G+xrsLWnGhu5+aabaGx0LRmbMWoGjRJDbeUloqJjqP263F5ms66qgsObC9ixYByHt1jcVHvfMcGeJrvi808xJ6VGxL3mml4p6Nw/Go3GE+5Kxg4a+yiHtxSQlnObvZZKcmYOCV0z6H/XdJecSAldelB+Yj/7//Qb+v77D53aN+q95ppeKbhzKT3+17XExiX4bWMwWtZIjUbTMporkhMTl2CvpXL9v413qaty4K3nqCoroWTbchqv1HJwwwvsWjrDnjcpUON4a99rrumVQtNascf/upazn2xzyq/ui95P2yY0mraHJy8nc2I3GhvqSR88glMfvWuvpdIuviN71j5DQ2013dK7s7LgRQBmPTqXwXm/dLI3VJae4tKRD/yule3tXhMsrumVQtPqX2d3byF7/Fy/9X7aNqHRtD3ceTkd2bSEDiZh59PjkHN7eWjqFDqao0EpGq/U0jkpkTWFazh/poSJeXlu7w0Dx8zh7O4tARnHQ3GvuaZXCuAcPxAVHe12uehN71dYVMSJ4qPaNqHRtDF8rVvirUiOJ7tlXU1VQFqEUNhBr+mVQlP8rS9gW8p58lOOpIAgTdtH2738p6VeTp7uKVExpoB+g1DUQNGTggP+BsXYlnJ9Rkzi0MYlER0QpGnbuCv2ZPR0C22BO0fmcuCt55zuDQc3vED/ex4O6DcIRfDhNa8+csTfoBjbUi4q2vI1Ht5SQNXF00S3M7Hq1Ve0kVljGNy5Vxo93UKkU1hURNH6DaTfNJLDmwuoKishxhRPWs4dpA/+NoBfv4GtrG/FxXMcePNZ6qqruL7P1XvUihUrgiK3Xik0wZ/louNSLi3nNobPWs7QB5+hV6+eeqBpDEVbSIQXadgm4qzcyQyfvZxRT/2Zwfc/Qfln++372H6D5lR7jiu93PwNZH//cTp1TW2V1Nx6UmgBbSGPjObaQNfjDj3NxTmA5TfompLarGovlB6OelJoAU1dWm0pdfUqQWM09ANM6PE0EdviHGy/gURFNXvDD+VKT08KLaQt5JHRtH30A0zoaS7OwfYblJ4/2+wNP5QrPT0paDTXCPoBJrS4m4gLXnyeC+fO2H8DgNi4hGZv+KFc6WnvI41Go2klvBXnsRmP04fexaGNSxg4Zo49FcaxLUudUmCEMuW5nhQ0Go0mDDgaj9un9LS6tJdgMrdn5R8KXG74oareqCcFjUajCQOOKSvScm4jLec2Ghvq2fn0uLCq9rRNIUjoFAIajcYfjOomrCeFIKBTCGg0Gn8xqpuwnhSCgD+BJU1XFOXl5WGQWKPRhBujugnrSSEI+BpY4m5FcarktF5RaDTXKEZ0E9aTQgspLCryyc8Y3K8oTJ1SdDEejUZjGPSk0AKa+hk3pxt0t6KIjo3TSck0Go1h0C6pLcBfP2N3NV8b6mrC7m2g0Wg0NvRKoQU4PvnbUmfn5m/wWGrPnbdB7ZelYfc20Gg0Ght6pdAC3D35e/Mzdheq3vOHUwxhXNJoNBrQK4UWEYifcVNvg+Tk5BBKrNFoNN7RK4UWEMokVRqNRhMK9KTQQkKVpEqj0WhCgVYfaTQajcaOnhQ0Go1GY0dPChqNRqOxoycFjUaj0djRk4JGo9Fo7IhSKtwyBIyIXAQ+d9jUBSgLkziBEokyg5Y71ESi3JEoM1wbcvdSSnV190FETwpNEZHdSqmh4ZbDHyJRZtByh5pIlDsSZQYtt1YfaTQajcaOnhQ0Go1GY6etTQorwi1AAESizKDlDjWRKHckygzXuNxtyqag0Wg0mpbR1lYKGo1Go2kBelLQaDQajZ02MSmIyGwR+T8ROSQiv3HY/riIHLN+9u/hlNETIvITEVEi0sVhm2HlFpHFInJERPaLyAYRSXT4zMhy32mV65iI/Dzc8nhCRDJE5K8ictjan+dYtyeLyHYRKbb+TQq3rO4QkWgR2SMi71rfG15uEUkUkfXWfn1YRIYZXW4RedTaPw6KyFoRiQuWzBE/KYjIHcAYIEcpNRB4zrp9AHA/MBC4E1guItFhE9QNIpIBjAROOWwzutzbgUFKqRzgKPA4GFtuqxzLgP8ABgATrPIakXrgv5RS/YFbgJlWWX8O7FRKZQE7re+NyBzgsMP7SJB7CbBVKdUPuBGL/IaVW0S6A48AQ5VSg4BoLGMvKDJH/KQAPAz8SilVC6CUKrVuHwO8oZSqVUqdBI4B3wyTjJ54Afgp4GjtN7TcSqltSql669v/AXpY/zey3N8EjimlTiil6oA3sMhrOJRS55RSn1j//xrLDao7FnlXWXdbBdwbHgk9IyI9gLuBVxw2G1puEekIfAtYCaCUqlNKVWBwubHUwjGLSAwQD5wlSDK3hUmhL3CriHwkIu+JyDes27sDJQ77nbZuMwQiMho4o5Ta1+QjQ8vdhB8Cf7H+b2S5jSybR0TkOuAm4COgm1LqHFgmDiAlfJJ55HdYHnIaHbYZXe5M4CLwqlXt9YqIJGBguZVSZ7BoRE4B54AvlVLbCJLMEVF5TUR2AKluPnoCyzUkYVlqfwN4U0QyAXGzf0j9b5uR+xfAKHeHudlmGLmVUhut+zyBRdVRaDvMzf5G8Xc2smxuEZH2wFvAj5VSX4m4uwTjICL3AKVKqY9F5PZwy+MHMcDNwGyl1EcisgQDqYrcYbUVjAGuByqAP4nIpGC1HxGTglIq19NnIvIw8LayBFz8r4g0YkkMdRrIcNi1B5YlVsjwJLeIZGP5QfdZB3sP4BMR+SYGltuGiDwI3AOMUFcDXcIutxeMLJsLItIOy4RQqJR627r5goikKaXOiUgaUOq5hbAwHBgtIncBcUBHEVmD8eU+DZxWSn1kfb8ey6RgZLlzgZNKqYsAIvI28K8ESea2oD56B/g2gIj0BWKxZArcBNwvIiYRuR7IAv43bFI6oJQ6oJRKUUpdp5S6DkvHvFkpdR4Dyw0WLx7gZ8BopdRlh4+MLPc/gSwRuV5EYrEY5TaFWSa3iOUpYSVwWCn1vMNHm4AHrf8/CGwMtWzeUEo9rpTqYe3P9wP/rZSahPHlPg+UiMgN1k0jgE8xttyngFtEJN7aX0ZgsT0FR2alVES/sEwCa4CDwCfAtx0+ewI4Dvwf8B/hltXLNXwGdIkEubEYkEuAvdZXQYTIfRcWb6njWNRgYZfJg5z/hkW1td/hO74L6IzFo6TY+jc53LJ6uYbbgXet/xtebmAwsNv6nb+DRR1taLmBp4Aj1vveasAULJl1mguNRqPR2GkL6iONRqPRBAk9KWg0Go3Gjp4UNBqNRmNHTwoajUajsaMnBY1Go9HY0ZOCRmNFRCr92Pd2EflXh/fTReQB6/9TRCQ9gPN/Jg7ZcjWacBAREc0ajQG5HagEPgRQShU4fDYFi/+4YaOmNRpP6ElBo/GCiHwHeBJLkOQXwETADEwHGqw5Z2ZjiSqtxBKIOBQoFJFqYBiWaNOhSqkyERkKPKeUul1EOgNrga5Yor/F4byTsKRHjsWSEG+GUqqh9a9Yc62j1UcajXf+DtyilLoJS8rtnyqlPgMKgBeUUoOVUh/YdlZKrccSHTvR+lm1l7bnAX+3tr0J6AkgIv2B+4DhSqnBQAOWyUijaXX0SkGj8U4PYJ01wVgscDKIbX8LGAeglNosIpes20cAQ4B/WhMmmjFWQjZNG0ZPChqNd14EnldKbbKmhJ4fQBv1XF2VxzX5zF2eGQFWKaUeD+BcGk2L0OojjcY7nYAz1v8fdNj+NdDBwzFNP/sMy5M/wHcdtr+PVS0kIv+BJREbWJKZjReRFOtnySLSK0D5NRq/0JOCRnOVeBE57fB6DMvK4E8i8gGWlOw2/gyMFZG9InJrk3ZeAwqsn5mxZLRcYm3D0Vj8FPAtEfkES8GlUwBKqU+xGLe3ich+LHWx04J9sRqNO3SWVI1Go9HY0SsFjUaj0djRk4JGo9Fo7OhJQaPRaDR29KSg0Wg0Gjt6UtBoNBqNHT0paDQajcaOnhQ0Go1GY+f/A8H5+46zIthRAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Latitude vs. Temperature Plot\n",
+ "plt.scatter(cities_pd[\"Lat\"], cities_pd[\"Max Temp\"], edgecolors =\"black\", facecolors=\"steelblue\")\n",
+ "plt.title(\"City Latitude vs Max Temperature (9/23/20)\")\n",
+ "plt.xlabel(\"Latitude\")\n",
+ "plt.ylabel(\"Max Temperature (F)\")\n",
+ "plt.grid(b=True, which = \"major\", axis = \"both\", linestyle = \"-\", color = \"grey\")\n",
+ "\n",
+ "plt.savefig(\"Output Data/City Lat vs Max Temp.png\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Latitude vs. Humidity Plot\n",
+ "plt.scatter(cities_pd[\"Lat\"], cities_pd[\"Humidity\"], edgecolors = \"black\", facecolors = \"green\")\n",
+ "plt.title(\"City Latitude vs Humidity (9/23/20)\")\n",
+ "plt.xlabel(\"Latitude\")\n",
+ "plt.ylabel(\"Humidity\")\n",
+ "plt.grid(b=True, which = \"major\", axis = \"both\", linestyle = \"-\", color = \"grey\")\n",
+ "\n",
+ "plt.savefig(\"Output Data/City Lat vs Humidity.png\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Latitude vs. Cloudiness Plot\n",
+ "plt.scatter(cities_pd[\"Lat\"], cities_pd[\"Cloudiness\"], edgecolors = \"black\", facecolors = \"skyblue\")\n",
+ "plt.title(\"Citiy Latitude vs Cloudiness (9/23/20)\")\n",
+ "plt.xlabel(\"Latitude\")\n",
+ "plt.ylabel(\"Cloudiness\")\n",
+ "plt.grid(b=True, which = \"major\", axis = \"both\", linestyle = \"-\", color = \"grey\")\n",
+ "\n",
+ "plt.savefig(\"Output Data/City Lat vs Cloudiness.png\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Latitude vs. Wind Speed Plot\n",
+ "plt.scatter(cities_pd[\"Lat\"], cities_pd[\"Wind Speed\"], edgecolors = \"black\", facecolors = \"purple\")\n",
+ "plt.title(\"City Latitude vs Wind Speed (9/23/20)\")\n",
+ "plt.xlabel(\"Latitude\")\n",
+ "plt.ylabel(\"Wind Speed (mph)\")\n",
+ "plt.grid(b=True, which = \"major\", axis = \"both\", linestyle = \"-\", color = \"grey\")\n",
+ "\n",
+ "plt.savefig(\"Output Data/City Latitude vs Wind Speed.png\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.8.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/.ipynb_checkpoints/web_chart_-checkpoint.ipynb b/.ipynb_checkpoints/web_chart_-checkpoint.ipynb
new file mode 100644
index 0000000..0b13f6f
--- /dev/null
+++ b/.ipynb_checkpoints/web_chart_-checkpoint.ipynb
@@ -0,0 +1,265 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
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+ " \n",
+ " \n",
+ " | \n",
+ " City_ID | \n",
+ " City | \n",
+ " Cloudiness | \n",
+ " Country | \n",
+ " Date | \n",
+ " Humidity | \n",
+ " Lat | \n",
+ " Lng | \n",
+ " Max Temp | \n",
+ " Wind Speed | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
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+ " 1528902000 | \n",
+ " 62 | \n",
+ " -6.22 | \n",
+ " -57.76 | \n",
+ " 89.60 | \n",
+ " 6.93 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 1 | \n",
+ " kaitangata | \n",
+ " 100 | \n",
+ " NZ | \n",
+ " 1528905304 | \n",
+ " 94 | \n",
+ " -46.28 | \n",
+ " 169.85 | \n",
+ " 42.61 | \n",
+ " 5.64 | \n",
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\n",
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+ " 70.06 | \n",
+ " 5.30 | \n",
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\n",
+ " \n",
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+ " 543 | \n",
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+ "
\n",
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+ " 92 | \n",
+ " EC | \n",
+ " 1528905633 | \n",
+ " 84 | \n",
+ " 0.61 | \n",
+ " -80.02 | \n",
+ " 76.90 | \n",
+ " 4.63 | \n",
+ "
\n",
+ " \n",
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+ " 545 | \n",
+ " ati | \n",
+ " 20 | \n",
+ " TD | \n",
+ " 1528905633 | \n",
+ " 25 | \n",
+ " 13.21 | \n",
+ " 18.34 | \n",
+ " 104.53 | \n",
+ " 4.97 | \n",
+ "
\n",
+ " \n",
+ " 546 | \n",
+ " 546 | \n",
+ " san luis | \n",
+ " 0 | \n",
+ " AR | \n",
+ " 1528905472 | \n",
+ " 53 | \n",
+ " -33.30 | \n",
+ " -66.34 | \n",
+ " 42.43 | \n",
+ " 2.62 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
547 rows × 10 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " City_ID City Cloudiness Country Date Humidity Lat \\\n",
+ "0 0 jacareacanga 0 BR 1528902000 62 -6.22 \n",
+ "1 1 kaitangata 100 NZ 1528905304 94 -46.28 \n",
+ "2 2 goulburn 20 AU 1528905078 91 -34.75 \n",
+ "3 3 lata 76 IN 1528905305 89 30.78 \n",
+ "4 4 chokurdakh 0 RU 1528905306 88 70.62 \n",
+ ".. ... ... ... ... ... ... ... \n",
+ "542 542 scalea 36 IT 1528905631 100 39.82 \n",
+ "543 543 san andres 68 PH 1528905632 100 13.32 \n",
+ "544 544 muisne 92 EC 1528905633 84 0.61 \n",
+ "545 545 ati 20 TD 1528905633 25 13.21 \n",
+ "546 546 san luis 0 AR 1528905472 53 -33.30 \n",
+ "\n",
+ " Lng Max Temp Wind Speed \n",
+ "0 -57.76 89.60 6.93 \n",
+ "1 169.85 42.61 5.64 \n",
+ "2 149.72 44.32 10.11 \n",
+ "3 78.62 59.89 0.94 \n",
+ "4 147.90 32.17 2.95 \n",
+ ".. ... ... ... \n",
+ "542 15.79 70.06 5.30 \n",
+ "543 122.68 83.47 22.64 \n",
+ "544 -80.02 76.90 4.63 \n",
+ "545 18.34 104.53 4.97 \n",
+ "546 -66.34 42.43 2.62 \n",
+ "\n",
+ "[547 rows x 10 columns]"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib as plt\n",
+ "\n",
+ "cities_path = \"Resources/cities.csv\"\n",
+ "cities_data = pd.read_csv(cities_path)\n",
+ "\n",
+ "cities_data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.8.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Output Data/City Lat vs Cloudiness.png b/Output Data/City Lat vs Cloudiness.png
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diff --git a/Output Data/City Lat vs Humidity.png b/Output Data/City Lat vs Humidity.png
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diff --git a/Output Data/City Lat vs Max Temp.png b/Output Data/City Lat vs Max Temp.png
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diff --git a/Output Data/City Latitude vs Wind Speed.png b/Output Data/City Latitude vs Wind Speed.png
new file mode 100644
index 0000000..602d5b4
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diff --git a/index.html b/index.html
new file mode 100644
index 0000000..32f8a5f
--- /dev/null
+++ b/index.html
@@ -0,0 +1,49 @@
+
+
+
+
+
+ Landing Page
+
+
+
+
+
+
+
+
+
+
+
+
+ Summary: Latitude vs. X
+
+
+
+
+
diff --git a/style.css b/style.css
new file mode 100644
index 0000000..c200a3c
--- /dev/null
+++ b/style.css
@@ -0,0 +1,7 @@
+.h1 {
+ font-size: 100;
+ font-family: cursive;
+ color: turquoise;
+ font-weight: bold;
+
+}
\ No newline at end of file
diff --git a/web_chart.ipynb b/web_chart.ipynb
new file mode 100644
index 0000000..ffdbb30
--- /dev/null
+++ b/web_chart.ipynb
@@ -0,0 +1,288 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " City | \n",
+ " Lat | \n",
+ " Lng | \n",
+ " Max Temp | \n",
+ " Humidity | \n",
+ " Cloudiness | \n",
+ " Wind Speed | \n",
+ " Country | \n",
+ " Date | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " jacareacanga | \n",
+ " -6.22 | \n",
+ " -57.76 | \n",
+ " 89.60 | \n",
+ " 62 | \n",
+ " 0 | \n",
+ " 6.93 | \n",
+ " BR | \n",
+ " 1528902000 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " kaitangata | \n",
+ " -46.28 | \n",
+ " 169.85 | \n",
+ " 42.61 | \n",
+ " 94 | \n",
+ " 100 | \n",
+ " 5.64 | \n",
+ " NZ | \n",
+ " 1528905304 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " goulburn | \n",
+ " -34.75 | \n",
+ " 149.72 | \n",
+ " 44.32 | \n",
+ " 91 | \n",
+ " 20 | \n",
+ " 10.11 | \n",
+ " AU | \n",
+ " 1528905078 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " lata | \n",
+ " 30.78 | \n",
+ " 78.62 | \n",
+ " 59.89 | \n",
+ " 89 | \n",
+ " 76 | \n",
+ " 0.94 | \n",
+ " IN | \n",
+ " 1528905305 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " chokurdakh | \n",
+ " 70.62 | \n",
+ " 147.90 | \n",
+ " 32.17 | \n",
+ " 88 | \n",
+ " 0 | \n",
+ " 2.95 | \n",
+ " RU | \n",
+ " 1528905306 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " City Lat Lng Max Temp Humidity Cloudiness Wind Speed \\\n",
+ "0 jacareacanga -6.22 -57.76 89.60 62 0 6.93 \n",
+ "1 kaitangata -46.28 169.85 42.61 94 100 5.64 \n",
+ "2 goulburn -34.75 149.72 44.32 91 20 10.11 \n",
+ "3 lata 30.78 78.62 59.89 89 76 0.94 \n",
+ "4 chokurdakh 70.62 147.90 32.17 88 0 2.95 \n",
+ "\n",
+ " Country Date \n",
+ "0 BR 1528902000 \n",
+ "1 NZ 1528905304 \n",
+ "2 AU 1528905078 \n",
+ "3 IN 1528905305 \n",
+ "4 RU 1528905306 "
+ ]
+ },
+ "execution_count": 1,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#dependencies and imports\n",
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "#read csv and turn into dataframe\n",
+ "cities_path = \"Resources/cities.csv\"\n",
+ "cities_data = pd.read_csv(cities_path)\n",
+ "cities_pd = pd.DataFrame(cities_data, columns = [\"City\", \"Lat\", \"Lng\", \"Max Temp\", \"Humidity\", \"Cloudiness\", \"Wind Speed\", \"Country\", \"Date\"])\n",
+ "cities_pd.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
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+ "