Python-APIs

{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import requests as req\n", "import json\n", "import os\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import json\n", "import openweathermapy.core as ow\n", "from citipy import citipy\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Observations:\n", "1 - The first plot represents the most well-known geographic theory in this assignment, which shows the relationship between the line of Ecuador with 2 degrees 00' S and 77 degrees 30' W, and receiving the most sun, and showing the highest temperatures. It enforces the further you are from that location, the colder the temperatures will be. \n", "\n", "2 - When observing the second plot, it shows that latitude influence on humidity is not as clear as shown in the previous plot. The humidy is communly higher in locations closer to the water, once the vapor content of the air is high; however, humidity can also be high in locations such as the polar regions, because most of the air is saturated, and even with a low vapor content of the air, the vapor capacity is considerably low, allowing a high himidity. That explains why the data is spreaded along the plot. \n", "\n", "3 - When observing the third plot, it shows the data spreaded as well. Clouds are formed with condensation or deposition of water above the Earth's surface. Therefore, we can find a big influence of humidity in cloudiness. \n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "balkhash\n", "presidencia roque saenz pena\n", "carnarvon\n", "albany\n", "talnakh\n", "hermanus\n", "arman\n", "fortuna\n", "cape town\n", "asyut\n", "castro\n", "meadow lake\n", "victoria\n", "port hardy\n", "christchurch\n", "rikitea\n", "arraial do cabo\n", "walvis bay\n", "qaanaaq\n", "atuona\n", "xiaoshi\n", "codrington\n", "tessalit\n", "bluff\n", "atbasar\n", "avarua\n", "havelock\n", "kerman\n", "rikitea\n", "jamestown\n", "port elizabeth\n", "manggar\n", "vaini\n", "huarmey\n", "ashcroft\n", "punta arenas\n", "ushuaia\n", "touros\n", "kapaa\n", "zhangye\n", "atuona\n", "grindavik\n", "tabasalu\n", "homnabad\n", "sinnamary\n", "hudson bay\n", "bredasdorp\n", "kapaa\n", "yinchuan\n", "illoqqortoormiut\n", "cidreira\n", "sao filipe\n", "lhokseumawe\n", "punta arenas\n", "jaque\n", "east london\n", "arrifes\n", "calatayud\n", "kalmunai\n", "muros\n", "albany\n", "sur\n", "vaini\n", "taolanaro\n", "sao joao da barra\n", "bela\n", "kutum\n", "jalu\n", "airai\n", "mapiripan\n", "padilla\n", "mataura\n", "vestmannaeyjar\n", "dikson\n", "hobart\n", "cape town\n", "punta arenas\n", "inta\n", "tuktoyaktuk\n", "rikitea\n", "ponta do sol\n", "arraial do cabo\n", "pizarro\n", "atuona\n", "turbat\n", "elban\n", "hilo\n", "cape town\n", "vaitupu\n", "esperance\n", "tiksi\n", "hobart\n", "seoul\n", "vila\n", "hilo\n", "oyama\n", "sitka\n", "east london\n", "tazovskiy\n", "oktyabrskoye\n", "gryfice\n", "pirenopolis\n", "dingle\n", "atuona\n", "hermanus\n", "new norfolk\n", "mataura\n", "saleaula\n", "samusu\n", "hobart\n", "georgetown\n", "fort nelson\n", "fort nelson\n", "nizhneyansk\n", "punta arenas\n", "cape town\n", "semnan\n", "palabuhanratu\n", "thompson\n", "bubaque\n", "belushya guba\n", "nouadhibou\n", "vaini\n", "albany\n", "albany\n", "bredasdorp\n", "ushuaia\n", "la ronge\n", "bluff\n", "attawapiskat\n", "provideniya\n", "torbay\n", "ushuaia\n", "upernavik\n", "touros\n", "margate\n", "bluff\n", "barentsburg\n", "lorengau\n", "arraial do cabo\n", "barrow\n", "umzimvubu\n", "nazareno\n", "yellowknife\n", "new norfolk\n", "zmeinogorsk\n", "faya\n", "nizhneyansk\n", "karakendzha\n", "freeport\n", "mataura\n", "ushuaia\n", "khonuu\n", "bredasdorp\n", "bethel\n", "lagoa\n", "saleaula\n", "new norfolk\n", "hobart\n", "wyndham\n", "mataura\n", "shingu\n", "mataura\n", "briceno\n", "bluff\n", "avarua\n", "boa vista\n", "new norfolk\n", "imbituba\n", "bethel\n", "hobyo\n", "hobart\n", "krasnoyarskiy\n", "dikson\n", "touros\n", "bend\n", "la ligua\n", "saint-pierre\n", "illoqqortoormiut\n", "rikitea\n", "jamestown\n", "belushya guba\n", "hasaki\n", "amderma\n", "hermanus\n", "lorengau\n", "vung tau\n", "lodja\n", "dambulla\n", "port alfred\n", "port elizabeth\n", "hermanus\n", "hilo\n", "mataura\n", "nhulunbuy\n", "castro\n", "lorengau\n", "thompson\n", "punta arenas\n", "suao\n", "west bay\n", "tsihombe\n", "hasaki\n", "albany\n", "khani\n", "malatya\n", "comodoro rivadavia\n", "busselton\n", "acapulco\n", "tuktoyaktuk\n", "butaritari\n", "mao\n", "yellowknife\n", "puerto ayora\n", "ushuaia\n", "annau\n", "moose factory\n", "port alfred\n", "taolanaro\n", "hobart\n", "albany\n", "kapaa\n", "albany\n", "okandja\n", "vaini\n", "provideniya\n", "vaini\n", "yellowknife\n", "yellowknife\n", "burlington\n", "alice springs\n", "puerto ayora\n", "beira\n", "busselton\n", "merauke\n", "tiksi\n", "qaanaaq\n", "severo-kurilsk\n", "pandan\n", "yeehaw junction\n", "nioki\n", "constitucion\n", "castro\n", "lukovetskiy\n", "bredasdorp\n", "waingapu\n", "acapulco\n", "albany\n", "jiexiu\n", "huilong\n", "upernavik\n", "nueve de julio\n", "cockburn town\n", "norman wells\n", "bluff\n", "touros\n", "jamestown\n", "ako\n", "vestmannaeyjar\n", "kapaa\n", "kendari\n", "bambanglipuro\n", "fukue\n", "aksay\n", "tateyama\n", "qaanaaq\n", "kattivakkam\n", "jamestown\n", "coquimbo\n", "rikitea\n", "puerto leguizamo\n", "lakatoro\n", "tautira\n", "gladstone\n", "khatanga\n", "korla\n", "iqaluit\n", "hermanus\n", "palmer\n", "atuona\n", "albany\n", "ushuaia\n", "rikitea\n", "berlevag\n", "sao filipe\n", "dingle\n", "hermanus\n", "sitka\n", "kerki\n", "hamilton\n", "shimoda\n", "beira\n", "kloulklubed\n", "chazuta\n", "lebu\n", "hilo\n", "illoqqortoormiut\n", "cape town\n", "bluff\n", "rio gallegos\n", "savonlinna\n", "clyde river\n", "busselton\n", "castro\n", "mys shmidta\n", "bethel\n", "bengkulu\n", "punta arenas\n", "aflu\n", "rikitea\n", "sao joao da barra\n", "puerto escondido\n", "victoria\n", "igarka\n", "labytnangi\n", "jiangyou\n", "pisco\n", "mataura\n", "sobolevo\n", "bluff\n", "raudeberg\n", "shizunai\n", "rikitea\n", "yellowknife\n", "rungata\n", "mataura\n", "dikson\n", "iralaya\n", "namatanai\n", "grand river south east\n", "chernyshevskiy\n", "ushuaia\n", "bon air\n", "la ronge\n", "carnarvon\n", "dikson\n", "albany\n", "dikson\n", "belushya guba\n", "flinders\n", "tiksi\n", "tasiilaq\n", "villarrica\n", "balabac\n", "khatanga\n", "marawi\n", "saskylakh\n", "bluff\n", "punta arenas\n", "norman wells\n", "norman wells\n", "barrow\n", "karkaralinsk\n", "ribeira grande\n", "kozloduj\n", "souillac\n", "lagoa\n", "palabuhanratu\n", "havelock\n", "atuona\n", "padang\n", "punta arenas\n", "kadykchan\n", "coquimbo\n", "torbay\n", "illoqqortoormiut\n", "bredasdorp\n", "tabou\n", "tateyama\n", "hobart\n", "east london\n", "valkla\n", "yarada\n", "aswan\n", "cape town\n", "kenai\n", "new norfolk\n", "castro\n", "sorland\n", "arraial do cabo\n", "kapaa\n", "butaritari\n", "mehamn\n", "fairbanks\n", "ugoofaaru\n", "port elizabeth\n", "mar del plata\n", "jamestown\n", "saint george\n", "rio grande\n", "yellowknife\n", "jamestown\n", "georgetown\n", "sangar\n", "kargopol\n", "bluff\n", "puerto ayora\n", "new norfolk\n", "tuktoyaktuk\n", "taolanaro\n", "dikson\n", "puerto ayora\n", "sumenep\n", "amderma\n", "nikolskoye\n", "riverton\n", "clyde river\n", "yuzha\n", "mataura\n", "puerto ayora\n", "hammerfest\n", "atuona\n", "vila franca do campo\n", "wau\n", "busselton\n", "leningradskiy\n", "souillac\n", "barra\n", "tecoanapa\n", "ilulissat\n", "fortuna\n", "mataura\n", "atuona\n", "punta arenas\n", "tucuma\n", "vila velha\n", "tabarqah\n", "hamilton\n", "butaritari\n", "bredasdorp\n", "bubaque\n", "avarua\n", "punta arenas\n", "hobart\n", "katsuura\n", "qaanaaq\n", "iisalmi\n", "vitimskiy\n", "mount isa\n", "lodja\n", "anloga\n", "hobart\n", "miracema do tocantins\n", "norman wells\n", "new norfolk\n", "rio grande\n", "busselton\n", "mar del plata\n", "tuatapere\n", "constitucion\n", "richards bay\n", "bluff\n", "yellowknife\n", "tura\n", "jamestown\n", "borama\n", "bethel\n", "ushuaia\n", "kavieng\n", "hermanus\n", "bundaberg\n", "saint-philippe\n", "richards bay\n", "arraial do cabo\n", "provideniya\n", "mataura\n", "mar del plata\n", "ilulissat\n", "airai\n", "creel\n", "atuona\n", "saint george\n", "ixtapa\n", "rio gallegos\n", "hilo\n", "chuy\n", "vaini\n", "butaritari\n", "atuona\n", "foix\n", "upernavik\n", "mandan\n", "mataura\n", "jamestown\n", "rikitea\n", "husavik\n", "hithadhoo\n", "guanica\n", "guamuchil\n", "yellowknife\n", "shelburne\n", "atuona\n", "busselton\n", "provideniya\n", "palmer\n", "new norfolk\n", "new norfolk\n", "mataura\n", "busselton\n", "kodaikanal\n", "mataura\n", "palabuhanratu\n", "clyde river\n", "ponta do sol\n", "klaksvik\n", "yellowknife\n", "grand river south east\n", "palmer\n", "ushuaia\n", "hamilton\n", "saldanha\n", "ancud\n", "caravelas\n", "mayskiy\n", "bethel\n", "lompoc\n", "oranjemund\n", "ushuaia\n", "hithadhoo\n", "kaeo\n", "ilinsko-podomskoye\n", "bollnas\n", "geraldton\n", "amderma\n", "macara\n", "kapaa\n", "dikson\n", "burgersdorp\n", "narsaq\n", "victoria\n", "port alfred\n", "ust-kamchatsk\n", "merrill\n", "bluff\n", "hukuntsi\n", "ilulissat\n", "punta arenas\n", "mataura\n", "avera\n", "albany\n", "cornwall\n", "mataura\n", "bathsheba\n", "rikitea\n", "limbe\n", "cape town\n", "benjamin hill\n", "tura\n", "nome\n", "tessalit\n", "torbay\n", "san patricio\n", "isla vista\n", "avera\n", "albany\n", "punta arenas\n", "hermanus\n", "taolanaro\n", "mahebourg\n", "cape town\n", "vaini\n", "rjukan\n", "mataura\n", "pangody\n", "huaihua\n", "bambous virieux\n", "bilma\n", "sumisip\n", "mapiripan\n", "puerto ayora\n", "busselton\n", "arraial do cabo\n", "vaini\n", "chandler\n", "rinteln\n", "ushuaia\n", "hithadhoo\n", "rockport\n", "katsuura\n", "yellowknife\n", "beausejour\n", "georgetown\n", "paraopeba\n", "los llanos de aridane\n", "dikson\n", "nizhneyansk\n", "castro\n", "longyearbyen\n", "coos bay\n", "port hedland\n", "chuy\n", "sibut\n", "rikitea\n", "hasaki\n", "rikitea\n", "verkhoyansk\n", "bredasdorp\n", "avera\n", "pangnirtung\n", "tuatapere\n", "cape town\n", "westerland\n", "port alfred\n", "jamestown\n", "conde\n", "coquimbo\n", "dikson\n", "bintulu\n", "mataura\n", "qingdao\n", "kapaa\n", "qaqortoq\n", "pisco\n", "rikitea\n", "rikitea\n", "nanortalik\n", "port hardy\n", "victoria\n", "mayo\n", "port alfred\n", "mountain home\n", "mys shmidta\n", "taolanaro\n", "dikson\n", "varnamo\n", "zverinogolovskoye\n", "georgetown\n", "albany\n", "vaini\n", "kadoshkino\n", "tasiilaq\n", "avarua\n", "busselton\n", "hobart\n", "sibolga\n", "sao filipe\n", "half moon bay\n", "pisco\n", "kapaa\n", "praia da vitoria\n", "aktau\n", "vaini\n", "mulege\n", "salalah\n", "dikson\n", "san carlos del zulia\n", "punta arenas\n", "ushuaia\n", "yellowknife\n", "nishihara\n", "felidhoo\n", "norden\n", "rikitea\n", "bangkalan\n", "khatanga\n", "saint anthony\n", "bredasdorp\n", "ushuaia\n", "thunder bay\n", "te anau\n", "ushuaia\n", "dikson\n", "bluff\n", "port alfred\n", "saskylakh\n", "clyde river\n", "new norfolk\n", "pevek\n", "merauke\n", "dikson\n", "socorro\n", "ushuaia\n", "cumpas\n", "kaitangata\n", "vaini\n", "pimentel\n", "bambous virieux\n", "arlit\n", "albany\n", "boksitogorsk\n", "hermanus\n", "sitka\n", "hasaki\n", "tautira\n", "arraial do cabo\n", "oistins\n", "cidreira\n", "saint-joseph\n", "parambu\n", "rikitea\n", "kavaratti\n", "yellowknife\n", "klaksvik\n", "poum\n", "new norfolk\n", "vaini\n", "itaituba\n", "ushuaia\n", "mecca\n", "saint-philippe\n", "east london\n", "ribeira grande\n", "koungou\n", "busselton\n", "castro\n", "qaanaaq\n", "valmiera\n", "east london\n", "atuona\n", "atuona\n", "asau\n", "barrow\n", "sofiysk\n", "rikitea\n", "qaanaaq\n", "ushuaia\n", "ketchikan\n", "rikitea\n", "sorland\n", "bluff\n", "atuona\n", "juneau\n", "ribas do rio pardo\n", "puerto ayora\n", "kapaa\n", "mar del plata\n", "longyearbyen\n", "hualmay\n", "torbay\n", "dubuque\n", "buchanan\n", "dingle\n", "ife\n", "saint-philippe\n", "narsaq\n", "sulecin\n", "narsaq\n", "ogaki\n", "hobart\n", "port alfred\n", "rikitea\n", "pshekhskaya\n", "puerto escondido\n", "beringovskiy\n", "carnarvon\n", "punta arenas\n", "busselton\n", "towada\n", "mananjary\n", "ushuaia\n", "ushuaia\n", "dikson\n", "georgetown\n", "lima\n", "illoqqortoormiut\n", "busselton\n", "hermanus\n", "nikolskoye\n", "jackson\n", "kaeo\n", "ponta do sol\n", "half moon bay\n", "talnakh\n", "teahupoo\n", "busselton\n", "kaeo\n", "balimo\n", "iqaluit\n", "ruatoria\n", "monterrey\n", "illoqqortoormiut\n", "homer\n", "east london\n", "tiksi\n", "cape town\n", "jamestown\n", "yellowknife\n", "bandiagara\n", "yerbogachen\n", "grindavik\n", "avarua\n", "hilo\n", "rikitea\n", "nioro\n", "broome\n", "arraial do cabo\n", "bambanglipuro\n", "mataura\n", "imbituba\n", "rikitea\n", "sao joao da barra\n", "loncoche\n", "mataura\n", "oistins\n", "mataura\n", "rockhampton\n", "beyneu\n", "ulaangom\n", "paamiut\n", "hobart\n", "punta arenas\n", "camocim\n", "butaritari\n", "busselton\n", "albany\n", "georgetown\n", "lagoa\n", "tasiilaq\n", "rikitea\n", "mandalgovi\n", "krasnoye\n", "vaini\n", "hermanus\n", "hasaki\n", "ushuaia\n", "ushuaia\n", "coronado\n", "lexington\n", "airai\n", "ushuaia\n", "port alfred\n", "talcahuano\n", "huarmey\n", "faya\n", "port lincoln\n", "qaanaaq\n", "hami\n", "kudahuvadhoo\n", "hilo\n", "sorong\n", "albany\n", "jamestown\n", "rikitea\n", "kodiak\n", "carnarvon\n", "kruisfontein\n", "tasiilaq\n", "dabat\n", "joanopolis\n", "alyangula\n", "umm lajj\n", "airai\n", "san juan ermita\n", "punta arenas\n", "bluff\n", "korla\n", "busselton\n", "sidi ali\n", "kidal\n", "gat\n", "vestbygda\n", "victoria\n", "torbay\n", "trofors\n", "busselton\n", "candido mendes\n", "atuona\n", "albany\n", "airai\n", "nipawin\n", "timizart\n", "rikitea\n", "twin falls\n", "ponta do sol\n", "manaure\n", "glasgow\n", "nikolskoye\n", "rikitea\n", "bandundu\n", "hithadhoo\n", "carnarvon\n", "salina cruz\n", "biharamulo\n", "mataura\n", "bluff\n", "rikitea\n", "clyde river\n", "santa cruz\n", "linaon\n", "ixtapa\n", "umm kaddadah\n", "uppsala\n", "nata\n", "amderma\n", "mahebourg\n", "karratha\n", "tuktoyaktuk\n", "grindavik\n", "tabory\n", "kazalinsk\n", "mataura\n", "paamiut\n", "pisco\n", "acapulco\n", "cape town\n", "cape town\n", "valparaiso\n", "vao\n", "bluff\n", "katsuura\n", "mehamn\n", "zelenoborsk\n", "tommot\n", "vaini\n", "lata\n", "belushya guba\n", "fare\n", "albany\n", "amberley\n", "bredasdorp\n", "itacare\n", "brasileia\n", "busselton\n", "los llanos de aridane\n", "mataura\n", "attawapiskat\n", "yellowknife\n", "busselton\n", "east london\n", "puerto ayora\n", "los llanos de aridane\n", "batemans bay\n", "esperance\n", "bredasdorp\n", "cidreira\n", "zverinogolovskoye\n", "hobart\n", "kaitangata\n", "kibara\n", "rikitea\n", "east london\n", "bremerton\n", "guerrero negro\n", "yellowknife\n", "rikitea\n", "beringovskiy\n", "chokurdakh\n", "busselton\n", "leningradskiy\n", "umzimvubu\n", "amderma\n", "griffith\n", "port alfred\n", "busselton\n", "hilo\n", "nador\n", "bridlington\n", "illoqqortoormiut\n", "rubtsovsk\n", "shahr-e babak\n", "sambava\n", "arraial do cabo\n", "punta arenas\n", "guerrero negro\n", "kavaratti\n", "nikolskoye\n", "roald\n", "barentsburg\n", "lakeside\n", "georgetown\n", "lebu\n", "hilo\n", "mataura\n", "kapaa\n", "kazalinsk\n", "torbay\n", "tuktoyaktuk\n", "zhigansk\n", "new norfolk\n", "bargal\n", "ponta do sol\n", "rikitea\n", "ushuaia\n", "lompoc\n", "petropavlovsk-kamchatskiy\n", "itaituba\n", "bahir dar\n", "puerto ayora\n", "hobart\n", "oktyabrskoye\n", "ushuaia\n", "port alfred\n", "luganville\n", "hobart\n", "mataura\n", "belmonte\n", "cuamba\n", "cape town\n", "rikitea\n", "samarai\n", "sembe\n", "busselton\n", "saint-philippe\n", "hobart\n", "ushuaia\n", "albany\n", "vaitupu\n", "san jeronimo\n", "baguanos\n", "fort nelson\n", "divnoye\n", "jamestown\n", "aklavik\n", "butaritari\n", "puerto ayora\n", "fare\n", "albany\n", "lasa\n", "bredasdorp\n", "port-gentil\n", "pevek\n", "tezu\n", "la guardia\n", "ushuaia\n", "gunjur\n", "faya\n", "busselton\n", "angangxi\n", "arraial do cabo\n", "kapaa\n", "port alfred\n", "ponta do sol\n", "jamestown\n", "ushuaia\n", "carnarvon\n", "halifax\n", "ventspils\n", "vaini\n", "hermanus\n", "yellowknife\n", "portland\n", "alice springs\n", "ushuaia\n", "bluff\n", "isabela\n", "busselton\n", "port alfred\n", "ushuaia\n", "saint-philippe\n", "rikitea\n", "hithadhoo\n", "albany\n", "ahipara\n", "ramygala\n", "bhojudih\n", "pathein\n", "tautira\n", "ushuaia\n", "sao joao da barra\n", "joao pinheiro\n", "atuona\n", "thompson\n", "narsaq\n", "sambava\n", "butaritari\n", "belmonte\n", "bonthe\n", "arraial do cabo\n", "atuona\n", "alice springs\n", "bethel\n", "albany\n", "amderma\n", "albany\n", "wangqing\n", "belushya guba\n", "verkhoyansk\n", "albany\n", "ushuaia\n", "ushuaia\n", "the pas\n", "cape town\n", "hilo\n", "severnoye\n", "vaini\n", "thompson\n", "elblag\n", "preobrazheniye\n", "busselton\n", "aykhal\n", "ushuaia\n", "vaini\n", "moerai\n", "fairbanks\n", "souillac\n", "albany\n", "nanortalik\n", "litoral del san juan\n", "margate\n", "rikitea\n", "paragominas\n", "armidale\n", "tasiilaq\n", "mataura\n", "ushuaia\n", "pontianak\n", "mar del plata\n", "butaritari\n", "beringovskiy\n", "sentyabrskiy\n", "makueni\n", "rikitea\n", "sao filipe\n", "vila velha\n", "peniche\n", "puerto ayora\n", "lata\n", "punta arenas\n", "illoqqortoormiut\n", "sinjah\n", "vaini\n", "kaduy\n", "vesyegonsk\n", "punta arenas\n", "hilo\n", "ribeira grande\n", "new norfolk\n", "faanui\n", "tessalit\n", "tumannyy\n", "madimba\n", "san quintin\n", "vila velha\n", "mys shmidta\n", "lebu\n", "garowe\n", "rikitea\n", "hermanus\n", "severo-kurilsk\n", "batagay-alyta\n", "kununurra\n", "bredasdorp\n", "belushya guba\n", "rio grande\n", "jamestown\n", "kapaa\n", "chuy\n", "pecos\n", "port alfred\n", "mataura\n", "provideniya\n", "mar del plata\n", "yulara\n", "wadi maliz\n", "synya\n", "hobart\n", "hermanus\n", "hobart\n", "hobart\n", "port elizabeth\n", "sinkat\n", "hermanus\n", "busselton\n", "yellowknife\n", "busselton\n", "marcona\n", "qaanaaq\n", "hermanus\n", "clyde river\n", "touros\n", "yakeshi\n", "hermanus\n", "albany\n", "mataura\n", "gambela\n", "cape town\n", "owando\n", "ushuaia\n", "new norfolk\n", "fredericksburg\n", "ovsyanka\n", "hilo\n", "deputatskiy\n", "ponta do sol\n", "albany\n", "norman wells\n", "lewistown\n", "methoni\n", "lagoa\n", "godfrey\n", "moussoro\n", "ushuaia\n", "margate\n", "atuona\n", "hermanus\n", "berlevag\n", "macenta\n", "biloela\n", "port elizabeth\n", "tura\n", "vlore\n", "avarua\n", "mataura\n", "kiruna\n", "provideniya\n", "barrow\n", "thinadhoo\n", "punta arenas\n", "ushuaia\n", "adrar\n", "puerto ayora\n", "krasnoselkup\n", "nome\n", "jamestown\n", "ancud\n", "vaitupu\n", "qaanaaq\n", "ushuaia\n", "bredasdorp\n", "new norfolk\n", "tezu\n", "jamestown\n", "belushya guba\n", "polohy\n", "iaciara\n", "sibiti\n", "launceston\n", "puerto ayora\n", "semporna\n", "ahipara\n", "east london\n", "moyo\n", "bengkulu\n", "kulhudhuffushi\n", "albany\n", "dunedin\n", "taolanaro\n", "porto velho\n", "illoqqortoormiut\n", "iskateley\n", "avarua\n", "cape town\n", "rikitea\n", "busselton\n", "clyde river\n", "sovetskiy\n", "toftir\n", "buariki\n", "sehithwa\n", "walvis bay\n", "west bay\n", "inuvik\n", "faanui\n", "arraial do cabo\n", "avarua\n", "nizhneyansk\n", "butaritari\n", "kavieng\n", "ribeira grande\n", "torbay\n", "mar del plata\n", "bethel\n", "saint-pierre\n", "vaitupu\n", "khor\n", "hambantota\n", "rikitea\n", "bengkulu\n", "nizhneyansk\n", "tuggurt\n", "mataura\n", "bredasdorp\n", "ponta delgada\n", "dalby\n", "aklavik\n", "bluff\n", "atuona\n", "dikson\n", "mathathane\n", "airai\n", "east london\n", "trincomalee\n", "gonzales\n", "sao joao da barra\n", "navalmoral de la mata\n", "kpandae\n", "tilichiki\n", "maymyo\n", "ushuaia\n", "bluff\n", "buraydah\n", "ust-kuyga\n", "samusu\n", "hobart\n", "punta arenas\n", "new norfolk\n", "qinzhou\n", "rikitea\n", "kawalu\n", "punta arenas\n", "caravelas\n", "salalah\n", "taolanaro\n", "barra patuca\n", "launceston\n", "vanimo\n", "coquimbo\n", "mar del plata\n", "new norfolk\n", "dehloran\n", "taolanaro\n", "ushuaia\n", "victoria\n", "soe\n", "mataura\n", "rikitea\n", "nanortalik\n", "busselton\n", "puerto ayora\n", "rikitea\n", "camacupa\n", "egvekinot\n", "jacareacanga\n", "san cristobal\n", "arraial do cabo\n", "rikitea\n", "busselton\n", "hilo\n", "katsuura\n", "kapaa\n", "sistranda\n", "lagoa\n", "castro\n", "jaleswar\n", "rikitea\n", "donja vrezina\n", "luorong\n", "hithadhoo\n", "le port\n", "jamestown\n", "havoysund\n", "lagoa\n", "carutapera\n", "kaitangata\n", "colares\n", "vaini\n", "kapaa\n", "saint-philippe\n", "atuona\n", "samalaeulu\n", "ahipara\n", "yellowknife\n", "simi\n", "new norfolk\n", "bathsheba\n", "sentyabrskiy\n", "cherskiy\n", "ust-maya\n", "san cristobal\n", "grand river south east\n", "talnakh\n", "mataura\n", "coquimbo\n", "touros\n", "bredasdorp\n", "rikitea\n", "alofi\n", "dingle\n", "mataura\n", "tucuman\n", "ushuaia\n", "skibbereen\n", "yellowknife\n", "progreso\n", "boende\n", "buraydah\n", "barrow\n", "avarua\n", "sao gabriel da cachoeira\n", "rikitea\n", "hasaki\n", "volgorechensk\n", "newport beach\n", "longyearbyen\n", "new norfolk\n", "wanning\n", "baykit\n", "rikitea\n", "rikitea\n", "mahebourg\n", "amderma\n", "lufilufi\n", "dikson\n", "alamos\n", "mataura\n", "belushya guba\n", "upernavik\n", "canico\n", "bluff\n", "hambantota\n", "puerto quijarro\n", "taolanaro\n", "rikitea\n", "peterhead\n", "illoqqortoormiut\n", "kapaa\n", "bredasdorp\n", "kaitangata\n", "tual\n", "beringovskiy\n", "hobart\n", "vila velha\n", "conceicao do araguaia\n", "busselton\n", "marzuq\n", "mataura\n", "taolanaro\n", "vaitupu\n", "tiksi\n", "aklavik\n", "hovd\n", "castro\n", "victoria\n", "bredasdorp\n", "qaanaaq\n", "ushuaia\n", "jamestown\n", "upernavik\n", "airai\n", "ituni\n", "puerto ayora\n", "ushuaia\n", "tuktoyaktuk\n", "rabo de peixe\n", "barrow\n", "victoria\n", "esso\n", "gunjur\n", "atbasar\n", "caravelas\n", "nizhneyansk\n", "san vicente\n", "san fernando\n", "lompoc\n", "vieques\n", "barrow\n", "shahpura\n", "mitsamiouli\n", "kotido\n", "plettenberg bay\n", "mys shmidta\n", "cape town\n", "iralaya\n", "jiddah\n", "zhuanghe\n", "cape town\n", "kapaa\n", "jamestown\n", "port elizabeth\n", "busselton\n", "ushuaia\n", "mnogovershinnyy\n", "mataura\n", "harlingen\n", "cherskiy\n", "hilo\n", "tsihombe\n", "busselton\n", "shestakovo\n", "ushuaia\n", "khandyga\n", "dikson\n", "punta arenas\n", "sinnamary\n", "ushuaia\n", "isangel\n", "castro\n", "airai\n", "mataura\n", "rikitea\n", "san patricio\n", "mataura\n", "airai\n", "bambous virieux\n", "talara\n", "illoqqortoormiut\n", "comodoro rivadavia\n", "lagoa\n", "meyungs\n", "dauphin\n", "lagoa\n", "new norfolk\n", "taolanaro\n", "new norfolk\n", "vaitupu\n", "vaini\n", "luderitz\n", "tuktoyaktuk\n", "cabo san lucas\n", "rikitea\n", "gravdal\n", "mataura\n", "cape town\n", "hithadhoo\n", "punta arenas\n", "taolanaro\n", "taolanaro\n", "hithadhoo\n", "ushuaia\n", "marcona\n", "vaitupu\n", "hermanus\n", "bolungarvik\n", "mataura\n", "hermanus\n", "nikolskoye\n", "port alfred\n", "mataura\n", "cape town\n", "hambantota\n", "vancouver\n", "tiksi\n", "opuwo\n", "butaritari\n", "kenai\n", "punta arenas\n", "punta arenas\n", "airai\n", "saint-philippe\n", "yellowknife\n", "punta arenas\n", "gat\n", "albany\n", "atuona\n", "barrow\n", "ulladulla\n", "mar del plata\n", "souillac\n", "hasaki\n", "mahebourg\n", "lagoa da prata\n", "adrar\n", "touros\n", "albany\n", "acari\n", "punta arenas\n", "kinkala\n", "guipavas\n", "te anau\n", "new norfolk\n", "puerto ayora\n", "bykovo\n", "dikson\n", "santa isabel do rio negro\n", "seydi\n", "calama\n", "itarema\n", "ilulissat\n", "chuy\n", "kapaa\n", "severo-kurilsk\n", "sar-e pul\n", "mastic beach\n", "cururupu\n", "tautira\n", "arraial do cabo\n", "yellowknife\n", "calatayud\n", "vila franca do campo\n", "butaritari\n", "vaini\n", "vaini\n", "kapaa\n", "meulaboh\n", "carnarvon\n", "salalah\n", "atuona\n", "longyearbyen\n", "kasongo-lunda\n", "rudnaya pristan\n", "chapais\n", "cape town\n", "yerbogachen\n", "busselton\n", "lompoc\n", "port elizabeth\n", "barrow\n", "yaan\n", "bengkulu\n", "yellowknife\n", "homer\n", "patacamaya\n", "puerto ayora\n", "banjar\n", "sorvag\n", "sao filipe\n", "ushuaia\n", "bilibino\n", "mataura\n", "castro\n", "busselton\n", "mataura\n", "mbala\n", "puerto ayora\n", "rawson\n", "mys shmidta\n", "mogadishu\n", "mangrol\n", "qaanaaq\n", "ushuaia\n", "port macquarie\n", "ushuaia\n", "rikitea\n", "ierapetra\n", "rikitea\n", "vaini\n", "ushuaia\n", "betanzos\n", "hobart\n", "puerto ayora\n", "hobart\n", "iskateley\n", "at-bashi\n", "taolanaro\n", "torbay\n", "jackson\n", "hobart\n", "la ronge\n", "jamestown\n", "norman wells\n", "yellowknife\n", "hermanus\n", "sao filipe\n", "bowling green\n", "pechory\n", "puerto ayora\n", "atuona\n", "ranau\n", "qaqortoq\n", "tumannyy\n", "komsomolskiy\n", "yellowknife\n", "conceicao do araguaia\n", "albany\n", "puerto ayora\n", "domoni\n", "punta arenas\n", "warqla\n", "dalhousie\n", "rikitea\n", "khorramabad\n", "ushuaia\n", "santona\n", "vaini\n", "taolanaro\n", "kloulklubed\n", "tsihombe\n", "san vicente\n", "jamestown\n", "cabo san lucas\n", "hobart\n", "port elizabeth\n", "east london\n", "port alfred\n", "castro\n", "kautokeino\n", "east london\n", "bengkulu\n", "caravelas\n", "ilulissat\n", "vaitupu\n", "umzimvubu\n", "huarmey\n", "alexandria\n", "vaini\n", "cherskiy\n", "cidreira\n", "cape town\n", "bolungarvik\n", "tasiilaq\n", "mataura\n", "knysna\n", "punta arenas\n", "bredasdorp\n", "busselton\n", "punta arenas\n", "nikolskoye\n", "barcelos\n", "atuona\n", "avarua\n", "tienchung\n", "sitka\n", "micheweni\n", "kapaa\n", "port blair\n", "arraial do cabo\n", "ushuaia\n", "alice springs\n", "amahai\n", "lebu\n", "pochutla\n", "northam\n", "yellowknife\n", "ponta do sol\n", "khorixas\n", "atuona\n", "albany\n", "new norfolk\n", "punta arenas\n", "qaanaaq\n", "garissa\n", "melilla\n", "ushuaia\n", "merritt island\n", "atar\n", "torbay\n", "punta arenas\n", "atuona\n", "te anau\n", "rikitea\n", "ushuaia\n", "sekondi\n", "mar del plata\n", "hermanus\n", "dingtao\n", "nizhneyansk\n", "esna\n", "coihaique\n", "jamestown\n", "lolua\n", "new norfolk\n", "hun\n", "adrar\n", "victoria\n", "faanui\n", "cape town\n", "ahipara\n", "busselton\n", "tarnogskiy gorodok\n", "na wa\n", "castro\n", "rawson\n", "atuona\n", "cape town\n", "albany\n", "arrifes\n", "castro\n", "bambous virieux\n", "venice\n", "aswan\n", "taburi\n", "estevan\n", "yeppoon\n", "belushya guba\n", "safaga\n", "clyde river\n", "jumla\n", "saint george\n", "barrow\n", "norman wells\n", "castro\n", "dikson\n", "bolobo\n", "morondava\n", "hobart\n", "adana\n", "jardim\n", "port elizabeth\n", "tuktoyaktuk\n", "half moon bay\n", "hasaki\n", "trofors\n", "punta arenas\n", "mackenzie\n", "ribeira grande\n", "mataura\n", "carutapera\n", "punta arenas\n", "barrow\n", "wanning\n", "dikson\n", "longyearbyen\n", "dalbandin\n", "ushuaia\n", "barentsburg\n", "canakkale\n", "port elizabeth\n", "rikitea\n", "kosh-agach\n", "saint-philippe\n", "punta arenas\n", "hermanus\n", "manicore\n", "narrabri\n", "saint-philippe\n", "chifeng\n", "punta arenas\n", "punta arenas\n", "silver city\n", "razole\n", "urumqi\n", "orodara\n", "kruisfontein\n", "ambon\n", "bredasdorp\n", "paradwip\n", "airai\n", "dzialdowo\n", "tuatapere\n", "albany\n", "ribeira grande\n", "ushuaia\n", "nizhneyansk\n", "mataura\n", "lompoc\n", "san andres\n", "tasiilaq\n", "eyl\n", "lebu\n", "zyryanka\n", "centralia\n", "ugoofaaru\n", "northam\n", "ushuaia\n", "rikitea\n", "maniitsoq\n", "ilulissat\n", "natal\n", "coquimbo\n", "zhigansk\n", "illoqqortoormiut\n", "chuy\n", "severo-kurilsk\n", "punta arenas\n", "guerrero negro\n", "halifax\n", "arraial do cabo\n", "port alfred\n", "bluff\n", "lebu\n", "prado\n", "cape town\n", "provideniya\n", "esperance\n", "oskemen\n", "hihifo\n", "narsaq\n", "ushuaia\n", "tucurui\n", "la ronge\n", "najran\n", "hithadhoo\n", "raga\n", "kapaa\n", "bluff\n", "alofi\n", "atuona\n", "kununurra\n", "bluff\n", "labuhan\n", "puerto ayacucho\n", "sinnar\n", "tilichiki\n", "ushuaia\n", "illoqqortoormiut\n", "kaitangata\n", "hermanus\n", "hilo\n", "butaritari\n", "provideniya\n", "mwinilunga\n", "dikson\n", "gaya\n", "erzin\n", "rikitea\n", "lebu\n", "busselton\n", "saint george\n", "bentiu\n", "ponta do sol\n", "pitimbu\n", "punta arenas\n", "castro\n", "saskylakh\n", "east london\n", "bairiki\n", "cabedelo\n", "airai\n", "salamiyah\n", "jamestown\n", "aksu\n", "plettenberg bay\n", "vanimo\n", "georgetown\n", "namibe\n", "fortuna\n", "geylegphug\n", "barrow\n", "talnakh\n", "tikaitnagar\n", "evensk\n", "kamaishi\n", "touros\n", "busselton\n", "ustka\n", "arraial do cabo\n", "rikitea\n", "yunyang\n", "port lincoln\n", "jamestown\n", "neuquen\n", "hermanus\n", "jamestown\n", "nikolskoye\n", "acapulco\n", "rikitea\n", "tasiilaq\n", "vaitupu\n", "bethel\n", "roswell\n", "bethel\n", "hithadhoo\n", "oranjemund\n", "fairbanks\n", "albany\n", "punta arenas\n", "challapata\n", "atuona\n", "arraial do cabo\n", "hermanus\n", "bluff\n", "verkhnyaya inta\n", "hilo\n", "butaritari\n", "jamestown\n", "sao joao da boa vista\n", "busselton\n", "brae\n", "lexington\n", "silver city\n", "illoqqortoormiut\n", "bredasdorp\n", "port elizabeth\n", "ushuaia\n", "khatanga\n", "mataura\n", "mahibadhoo\n", "ushuaia\n", "bubaque\n", "san policarpo\n", "mataura\n", "bluff\n", "puerto ayora\n", "ushuaia\n", "dukat\n", "hermanus\n", "taolanaro\n", "qaanaaq\n", "zhaotong\n", "kaitangata\n", "lebu\n", "east london\n", "teguise\n", "illoqqortoormiut\n", "panguna\n", "japura\n", "ushuaia\n", "grand river south east\n", "ganzhou\n", "assis\n", "mackay\n", "hilo\n", "atuona\n", "nueve de julio\n", "narsaq\n", "busselton\n", "makat\n", "taolanaro\n", "winnemucca\n", "kampen\n", "nikolskoye\n", "vrangel\n", "port alfred\n", "chernihiv\n", "ushuaia\n", "sao joao da barra\n", "port alfred\n", "puerto ayora\n", "caruray\n", "dikson\n", "andapa\n", "cape town\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "rikitea\n", "rikitea\n", "cape town\n", "illoqqortoormiut\n", "vaini\n", "burica\n", "geraldton\n", "cherskiy\n", "ahipara\n", "longyearbyen\n", "oistins\n", "kapaa\n", "arraial do cabo\n", "lebu\n", "hermanus\n", "pangnirtung\n", "ushuaia\n", "cockburn town\n" ] } ], "source": [ "world_cities = []\n", "\n", "lats = np.random.uniform(low=-90.000, high=90.000, size=2000)\n", "lngs = np.random.uniform(low=-180.000, high=180.000, size=2000)\n", "lat_lngs = zip(lats, lngs)\n", "for pair in lat_lngs:\n", " city = citipy.nearest_city(pair[0], pair[1])\n", " #print(pair[0])\n", " #print(pair[1])\n", " world_cities.append(city.city_name)\n", " print(city.city_name)\n", "#print(lat_lngs[0])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "api_dir = os.path.dirname(os.path.dirname(os.path.dirname(os.path.dirname(os.path.dirname(os.path.dirname('file'))))))\n", "file_name = os.path.join(api_dir, "C:/Users/gpalv/Desktop/KU BootCamp Homework/Api_Keys/Google_api_key.json")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data = json.load(open(file_name))\n", "gkey = data["owm_api_key"]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "url = "http://api.openweathermap.org/data/2.5/weather?"\n", "units = "Imperial"" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=\n" ] } ], "source": [ "query_url = url + 'appid=' + gkey + "&units=" + units + "&q="\n", "print(query_url)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#test_1 = req.get(query_url + world_cities[13]).json()\n", "#print(json.dumps(test_1, indent=2))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "world_cities_df = pd.DataFrame(world_cities, columns=["City"])\n", "world_cities_df.to_csv('file.csv', index=False)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "world_cities_df['Latitude'] = ""\n", "world_cities_df['Longitude'] = ""\n", "world_cities_df['Temperature'] = ""\n", "world_cities_df['Humidity'] = ""\n", "world_cities_df['Cloudiness'] = ""\n", "world_cities_df['Wind Speed'] = ""\n", "world_cities_df["Date"] = ""\n", "world_cities_df["Country"] = """ ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1237" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "world_cities_df['City'].duplicated().sum()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1237" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "world_cities_df.duplicated().sum()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#world_cities_df.loc[world_cities_df.duplicated(), :]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "world_cities = world_cities_df.drop_duplicates(keep='first', inplace=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#world_cities_df.head(13)\n", "#del world_cities_df['Data']\n", "#world_cities_df.drop(world_cities.index[[700:1499]], inplace=True)\n", "#world_cities_df.drop(699, inplace=True)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ 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"http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=atar\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=sekondi\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=dingtao\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=esna\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=coihaique\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=hun\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=tarnogskiy+gorodok\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=na+wa\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=venice\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=estevan\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=yeppoon\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=jumla\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=bolobo\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=morondava\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=adana\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=jardim\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=mackenzie\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=dalbandin\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=canakkale\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=kosh-agach\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=manicore\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=narrabri\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=chifeng\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=silver+city\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=razole\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=orodara\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=ambon\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=dzialdowo\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=san+andres\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=eyl\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=zyryanka\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=centralia\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=maniitsoq\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=natal\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=prado\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=oskemen\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=tucurui\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=najran\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=labuhan\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=puerto+ayacucho\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=sinnar\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=mwinilunga\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=gaya\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=erzin\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=pitimbu\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=cabedelo\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=salamiyah\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=aksu\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=namibe\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=tikaitnagar\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=evensk\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=kamaishi\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=ustka\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=yunyang\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=neuquen\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=roswell\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=challapata\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=verkhnyaya+inta\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=sao+joao+da+boa+vista\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=brae\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=mahibadhoo\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=san+policarpo\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=dukat\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=zhaotong\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=teguise\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=panguna\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=japura\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=ganzhou\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=assis\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=mackay\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=makat\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=winnemucca\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=kampen\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=vrangel\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=chernihiv\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=caruray\n", "http://api.openweathermap.org/data/2.5/weather?appid=f38d388b43233b5fc23044b21a9a9cf3&units=Imperial&q=andapa\n" ] } ], "source": [ "for index, row in world_cities_df.iterrows():\n", " try:\n", " #print("row: " + row["City"])\n", " city = row["City"].replace(' ', "+")\n", " url = "http://api.openweathermap.org/data/2.5/weather?"\n", " target_url = url + 'appid=' + gkey + "&units=" + units + "&q=" + city\n", " cities_lat_lon = req.get(target_url).json()\n", " cities_temp = req.get(target_url).json()\n", " cities_humi = req.get(target_url).json()\n", " cities_cloud = req.get(target_url).json()\n", " cities_wind = req.get(target_url).json()\n", " cities_date = req.get(target_url).json()\n", " cities_country = req.get(target_url).json()\n", " world_cities_df.set_value(index, 'Country', cities_lat_lon['sys']['country'])\n", " world_cities_df.set_value(index, 'Date', cities_lat_lon['dt'])\n", " world_cities_df.set_value(index, 'Wind Speed', cities_lat_lon['wind']['speed'])\n", " world_cities_df.set_value(index, 'Cloudiness', cities_lat_lon['clouds']['all'])\n", " world_cities_df.set_value(index, 'Humidity', cities_lat_lon['main']['humidity'])\n", " world_cities_df.set_value(index, 'Latitude', cities_lat_lon['coord']['lat'])\n", " world_cities_df.set_value(index, 'Longitude', cities_lat_lon['coord']['lon'])\n", " world_cities_df.set_value(index, 'Temperature', cities_temp['main']['temp'])\n", " print(target_url)\n", " except KeyError:\n", " continue\n", "#world_cities_df.head()" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#world_cities_df.iloc[]\n", "#world_cities_df.isnull().sum()\n", "#world_cities_df.reset_index(level=0, drop=True)\n", "#np.where(world_cities_df.applymap(lambda x: x == ''))" ] }, { "cell_type": "code", "execution_count": 138, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#world_cities_df" ] }, { "cell_type": "code", "execution_count": 139, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "City 681\n", "Latitude 681\n", "Longitude 681\n", "Temperature 681\n", "Humidity 681\n", "Cloudiness 681\n", "Wind Speed 681\n", "Date 681\n", "Country 681\n", "dtype: int64" ] }, "execution_count": 139, "metadata": {}, "output_type": "execute_result" } ], "source": [ "world_cities_df.count()" ] }, { "cell_type": "code", "execution_count": 180, "metadata": {}, "outputs": [ { "data": { "text/html": [ "

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" ], "text/plain": [ " Latitude Longitude Temperature Humidity \\n", "City \n", "balkhash 46.84 74.98 8.29 100 \n", "presidencia roque saenz pena -26.79 -60.44 70.39 90 \n", "carnarvon -30.97 22.13 80.97 35 \n", "albany 42.65 -73.75 27.91 74 \n", "talnakh 69.49 88.39 8.97 84 \n", "hermanus -34.42 19.24 90.37 35 \n", "\n", " Cloudiness Wind Speed Date Country \n", "City \n", "balkhash 0 7.85 1517216581 KZ \n", "presidencia roque saenz pena 0 5.17 1517216582 AR \n", "carnarvon 0 10.42 1517216583 ZA \n", "albany 40 6.93 1517215860 US \n", "talnakh 68 14.9 1517216586 RU \n", "hermanus 0 1.92 1517216587 ZA " ] }, "execution_count": 180, "metadata": {}, "output_type": "execute_result" } ], "source": [ "world_cities_df.head(6)" ] }, { "cell_type": "code", "execution_count": 141, "metadata": { "collapsed": true }, "outputs": [], "source": [ "world_cities_df = world_cities_df.set_index("City")" ] }, { "cell_type": "code", "execution_count": 142, "metadata": { "collapsed": true }, "outputs": [], "source": [ "world_cities_df.to_csv('file.csv', index=False)" ] }, { "cell_type": "code", "execution_count": 144, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 176, "metadata": {}, "outputs": [ { "data": { "image/png": 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nvDwEt/v4aSlMr2mP3b6cioq12GxrvPvUFLeeurDjxw+dcY2FBUE4tYjoEs5K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\nRERE5AdMuoiIiIj8gEkXERERk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"text/plain": [ "<matplotlib.figure.Figure at 0x208a8a34a90>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "color = ['blue']\n", "\n", "with plt.style.context("seaborn-darkgrid"):\n", " plt.figure(figsize=(10,8))\n", " weather_plot_1 = plt.scatter(x=world_cities_df["Latitude"], y=world_cities_df["Temperature"],color=color, marker='o', \n", " alpha=.9, edgecolor= 'black', linewidths=1.0)\n", " plt.title("City Latitude vs Max Temperature (1/28/17)")\n", " plt.ylabel("Max Temperature (F)")\n", " plt.xlabel("Latitude")\n", " plt.savefig('weather_plot_1.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 177, "metadata": {}, "outputs": [ { "data": { "image/png": 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smrv0OXz4MM43h61Iko6iovYxaMmS5/n3v3djt+tw/kNDR8+e2Sxd+rA7r6qq\nSl566W2sViOSlEtGhp0hQ7zHovZ7nH1kypRRHDpUH1Xs0ZQ7Vd8znc5If/vtt7N9+3aOHz9OXl4e\nN998M+eeey633XYbP/74I7179+bJJ5+ke/fuKIrC/Pnz2bBhA1lZWTz44IOMGDGiQ5pi0hUfhF7B\nKSkZik53AElyLkM5fRw2LJZB7Nu3J6WxANTV/RdJGo9e/x/3Z4rSmpL4AhGqjfkrV7zK0Bk1E30y\nMoRekSH0ipxOt7z42GOPsXHjRr755hs+/fRTrrjiCnr06MGyZctYuXIly5Yto3v37oDTv1VZWcnq\n1av54IMP/E64BME5kfcySQTB9uuyWlWYTEu97m9t3U5xcUnI9Fz7TvnbeysaiotLaG3d7vWZWv1l\nm8cndHzx2A8oEe3KX7l8yxAq70DXY9VMcPKQjD21UoG/feACXQ+0P6Eg8agfeOCBB1IdRDDMZpvf\nz3W6DCyW1iRHkz649jJpanoYrXYxDQ2nsnLlfAYO7Mkpp5zS4X6hl7deBoOBLVvewWxeTFbWUmR5\nFGbzQ8hyE5mZ47DbtwIVVFXd5FdPV3rHjs3HbL4fh+NsHI7PMJmm88knywLWQzjk53dl5cr5OByl\nqFS9aW3dikp1JxpNE1Dm/kySOsYXabsIpVMkz4dqY/7K5VmGUHkHu37mmaOj1ixVnOx9MlLioVc4\n7TvWPpQK/MX80UcPMGBAx74D8zEYSmhq2oBWu5Dm5kvSvnzJIl59MidHG/Ba3D1d8UYsL/on0r1M\nhF6B9+ty7f3U3LyW1tbfodXKDBgwhDlzbgjoI/Ddd8r5i8NNXntvxbKnjD9PA4T298RjP6Bonw+n\njQXzaoTKO9T1aDVLFSd7n4yUZO01eCLsRwhgt2+msPC+Dn3H355w6V6+ZNHpPF2JQEy6/BOpP0bo\n5a2XwdAP5/5Px9y/mvXUL1x/0pEjx5GkAvfzMIj8/P0p8w3F6puK5flY21iovBPpCUsFJ3ufjJR4\n6BVOG+qM7cxfzJJkx2we2KHvGAwGJKnAPV7p9f9J+/Ili07n6RIkj3D8Makm1rPKwk0rnDisVhUG\nwwqMxmNYrRbU6iFtb6ba92vyp18oD5FarUFRXEvgzr23wvWCJcJP4a9dmM0bsVpVYeUXabvyLMvo\n0VNjKktxcQlm80aMxmMYDAaMxmOYzRvdeccSWzjtL9x6SZbfpzP6ikKR6jKF04a6dcvHaFztboNW\nqyWisTUVnrGuXXtgNE7EYOiH0TgVi2W5V8ye5W4fs5zjlT8NBIlDeLo6KaH8Mb4kW69gvoi9e7+P\nyDMRi8fC9awsz8RufxFZHon9VbqGAAAgAElEQVTF0oWMjOPI8sNkZ5eTkdG3g346XQb//Oe7IT1E\nkjQcmy0HRdmFJN2FTncRGRlPh/SCJcov4tsuzOZPaW7+E5mZ15Gd/VbI/CJpVx3LMpQVK6Ivy8GD\n/2bz5ieR5TFtm6jupLX1Rq64YhKTJ0+JMbbg7e+DD+bw0Uc7MJsfDVov8ay/YH2yM/qKQhFrmeIx\nhoXjK/znP1dhs20GxiHLfbFY1qLR3MXChbeGPd4k0zNWU1PNu+9uxWqtApagKMOwWv+MWv0OCxZU\ncMopp3iVOyOjDxbLWiTpbrp0mYOiHE8rr2MqEZ4uxPJiMCLZyyTZegXzRUDos8rCTSuSs78sluU0\nNz+N3f4dWm0G1113RYe9n1z6de+eTVnZOWF5iA4c2IMsZ/rdeyueZQkXz3ZhtapQq2eTm3tP2PmF\n2658y6JSSVgsG6Muy5QpM/jhh/Ox2VbhcOxFrR5CZuZ5DBy4wp1etLF5lhuCn4MYTKd41l+wPtkZ\nfUWhiLVMydhr0BWjLB+hufnptiOH+tC7t5nPPtsSMu1UeMZc6SlKOSaTue3ool307TuXHTvW+y23\nvz3h0sXrmEqEpwsx6YoXydYrmC8CiMgzEYvHItpnu3fPplevfnH3diTbL5LMvbFi3dssnrFG2v4M\nhn4oyhYKCoo63O+ZdzxjDNYnO6OvKBSxlikZY1gyPJHxrttA6Vmtg9m797uI0zuZEZ4uQaclmHci\nUm9OLP61SJ719Sd165Yfd99crF68SL1IxcUlmExLMRqnUlenp66uPwZDX6xWVdA9sEaNGk95+cSg\nnhPPtA2Gfhw5cg4m09Ko9YmnTzHS9qdS9Wk7Xy943h3LfDpHjpRhMjUnZU+zrl17dFqfV2fwocYa\nYzjPe95jtVraPIwr/PbJWPLs3z99dBW0IzxdJwnJ1iuYd8LfnkrBPAWR+teiedafP6mp6R1keQ0w\nPG77PMVSFn9ekFBepIMH/82WLe8gy5fiPDPxGeA+NJqfsXbtQ373wFKUszh6dCsNDQvQ6RZjMp3m\n13PSnvajSNJSZHkQdvuDbg9WMrWJJC3/7e//yMjYSKi69iwznI2ibAEeRKdbTEvLyLh5lPzFb7P9\nAatVF9J3lq7EWr/JGMNijTGc5133WCyDaWzMRZa/RZIqycycGdUef4HyXLz4DgYMGBy1FicjwtOF\nWF6MF6nQK5Jz6EJ5CmI5iyucZwP5k3JyZtOtW15c93mKtiz+vCChvEhTpszg4MF5mEwPAIuACUiS\nHbW6idzc7/zugWU0TsXhWACMQa1uIi+vZ0B/08GD87BYTsfhsKNWa9DpvqB///lR+47ieeZapO0P\nwtsHzVVmu/1yYBGSNC6oToEI1Sd9Y2xsbMBkerpT+7xiqd9kjWHxOCMxnHMYZ826C6u11eu80Gjr\n01+eV199pfiOjBDh6UJMuuKF0Cs46XT2YiD8eTdCeZHa9xMbDLQ/qyh15Of38LsHlmsPM0nKQFHq\n0Ov1Yfmb0lGzeBONToGItE+eiD6vSDjRxrBE1+eJplcyEJ4ugSBJpJvfxJ9PKxovkmv/HkWxoSgr\nkeUjyHIdiiIF3APLuXfPdhTF5t7HLJC/KdGapXpfJ1+i0SkRebtIN0+UIDie7Tma814jYfny9wKe\nNZsOfelkRUy6BAKgomIWklSBzbYJRWnFZtuEJFW4l52SictfVVu7EJ3uALW1C7njjieYPLm8Q4w6\nXT1ZWff7jbumppr6+gwcjnnAUmAesB3IAr6luflPTJ5c3qH82dk3AreiKKvIyckIqEWiNQukQyq/\nLKLRKRF5p7qNCiLHtz1nZLxKS8trbT7K+NZnTU01N9642J3XwYPzePbZD/nhh/PTpi+drIjlxZME\noVdoPH0Roc5eTCTB9vGpqJgVthfJc/+e+vomYD3wKLAXjaYs6B5YXbv2QJI0NDQcCeprSaRm6bpX\nVTQ6+SOaPhlPz1tno7OPYf7as+d5r/GszylTZvDTT4vQaM4EwGg8ht3+FRrNfPLy1gDp0ZfSDeHp\nQky64oXQKzJSqVe8vB7JPm8t3pqd6B4m0Scjo7Prlcz2XFIylOzsH1AU57K3wWAAeuLq+4nMuzMj\nPF2CiEg3/0u0RFOORJ3lWFVVSXHxMPT6IoqLh1FVVZnwMoXr3fFMs7x8IqNGjffrAbNYlqMoVyDL\nxSjKWUhSD3ea3brl+43LN16XH6R//xKKi4fRr98A915ers+6dSuIa7vzPQOvqakJo3E1JlNrXPIJ\nVCfx6kepOIMv0ekKoifaPQOjqT/fvJznLW5yn7UYLG9BYhH7dJ0ghDrPq7PoFc25ZJE+E879Ol0G\n9977Z5599kPs9peRpL9gt49m584nMJv/G9E+VJHGF85eP55pwnwMhhKamjag1S6kufkSVq6cz8UX\nj2PXriWYTNtwLisuBAYA65Hl4yjKUlpazJjNT3rFZTTuZ+nSt93xGgwGtmx5h4aGB7FY5uFwnI3D\nsZXGRjONjYux2ytxOCbhcHyGyTQ9qr2G/GnmewZea+unKMqfyc19xF3GWM6r81cnvmWPdi+scOr8\n448/5JZblsb9fMUT8dxG6PxjfvR7BkZef/n5XVm1agF2+1BUqt4oyg5aW29Ep/s5mZnj4rLn4ImI\n2KcLsbwYLqH8L51Fr2h8PJE+E8793btnk5s7AKv1NVSqye77ZHkdWu01HDr0bULLFMq7472v1jEc\njlxgB2r1XPLy1rjTb2xsoLZ2EbJcjiSp2sqwFa32T+Tnd6O5+bkOcZnNvyE7+3/dnxuNU7Hb5wHD\nkKTuSFImsvwhUAV8CjShUvVq+5f0XHJz58fsFfE9A89u/x7og0plIT//i7A0DCf9UGWPNp9w6vzc\ncy/m0KEFcfespasXLlY6yxgWjGj2DITo6m/dulVUVT3pzmvy5PKAZ80KnAhPF2LSFS6h/AKdRa9o\nfA+RPhPO/d27Z5OZ2QNJOtrhPkXphcHw34SWKZI0g/m1IPA5l4GuGQz56PVH3J+79qNSFCMqVSEA\nsnwYGA8cBI6gUrXnn5+/P2aviK9m8fakBKoT37JHm084dT5kSCla7f64e3xOVC9cZxnDYiVe9Xey\n6BVPhKdLEDbptIdPLH6EaMoRzjOh9scxmZZitarcMS9f/h5abTcUZROyvBxZPqfNEzUBjSYzYDn9\necASUTeuNK1WC4oiIctWFGUrkjTYK/1IziC0WJZjNE4EMjEaV2O1WgDnflSKsglQoSiu5f4vgT5A\nK6Bu+2w7avWQuLS7SDwp0bS3QLpotd3iUlfh1Hn//vFtFy4dTKZmjMaJWCzLY043mLbx8F56egX7\n9BmIXj8Qvb6IgoLBjBo1PmCawfKuqqr0Squ0tNx9RumoUeMpLBxMYWExgwYNpajoFL9+zUjPIQ2n\njL7PB/KLpmos99WnvHxiWngBTzR/ovB0nSCE8gskS69Y/QjRnH0W6hnfmGR5FGbzQ8hyE5mZ4zCZ\nHqWl5TV0uhfJylpKQ8OpfPTRA0yYMIR9+54BPgMW4/JEZWZupbHxUAfvz/Lld7Nlyy4cjte9PGCj\nRvWltvZfcTlT0LPM1dX309g4EJdPC+5BUf6IJB1Ho7k75DmXntdsth00NT2ELD9AVtYUWlsfxGIZ\ngEZTiCQZsdsfRKstw27PRVF2IUl3Aw3AKUA+ivIZknQXOt1FZGQ8HbNXxLdOA3lSLr54XFQerEBt\n5n/+5wK+/vrlmOsqnHbcr18+NTWVcWkXnm08M/NhWloGYrPNR6XKQ1GOR5VusL68d+/3MXsvjx4d\nyObNT9LQcCkWy8+R5W+Ap9v+TKSxcRWrV69kyJAirzEsWFxvvPEPnnnm/5DlImAZ8CgtLafy4Yf3\nU139AfX13YFXUZSJ2GxfIMuPA0/icPzM7ddsbm6O+BzSUGU0mX5BdvZb7li3b1/Jm29u9esX/eUv\nL43LGaSRjPk1NdXcdFMlx45lt+mzmMbGQaxZs5CSkvyU+b6S7U8Uni7E8mIkBPMLJEuvePgRotmL\nKNgzofbHsVpVZGS8Sk5Ouznebt9MYeF9/PTTjxiNS4HRgIrsbB1a7Zd+vT91dTXAfFSq9n+lujxg\nzz+/OO77K40aNZ4ff8xGlmuRJD3QiiwfQavN4PnnF4d1zqXr2nfffYckvUJu7hS0Wh0Wy3JMpodR\nlO8pLT3d7Qc5cGAPspyJJJnp1as3kqTh6NEfkeVMVKoWBg06LW5eEd+4/XlSlix5Pur2FkiXeO2F\nFSqd7t2z+cc//i8uefm2cavVQlPTWhTlWkpLS6NKN1hfBmL2Xrr2jnJu2qsG7gTOBTQ4F2E2oFZX\nMHRolpcvNVhc+/YdwGotBB4HXNdtwApgNpL0FpI0AVmegvMfUaMBEypVnruvlpQMivgc0lBl9N0f\nq77+lyjKmwH9ovFog5GM+VOmzGDPnhZk+TEkyRm7othQqVYzdOjilHkBk+1PFJ4uxKQrXiRLr3T0\nk4SKyd91SbJjNg8EwvM9AdTVHQbORKU65HVvpB6weJUr2Wmlok+mY3sLl3jqlWjfoG+aENgrGK73\n0uXTU5SBgARsAfoCMs5JlxVJKiE3V/HypQaLq7GxCegKHAAyPHI/BAx3ezRlubjtHjWenkRF6UXX\nrrlRn68ZrhfRYOiFJBlj9osGI5L2VVIylKYmCc/zWcHp3eza9WdpO3bHG+HpEqQ9vuvtXbv2iMmP\nkIj1+1AeiUh8T65r/rw/8AXQ2+sTRdmEVtstrLJFWvZ4ej/SyRMYCbHGfaL4RRLpG/SXZjy8ly6f\nHgwCSnD6BD3tJNtRqfpEdOans6/1xnnclQUwAnXA50A2inJW24RLAjbi9CQ6NxB19dVYztcM14so\nSdltZW/Hc6wIh2jbbqBzXVWqPjh1c8VjQ63+MqVjQGcdl4IhPF0nCYnQy996u9m8EofjHaAsYj9C\notbvQ/lr/F1Xqe7kgQcCe6L8eX9gDnb7URRlFFCEomxAkmZzww2XeflE/JUtmrJH43+LVqNwSEWf\njCXuVO9nFU+94tkWwkkzmFcw3Pbq8ulptZfhcEwEFgEDcb7t2gbcRnZ2IwsX3unl6QoWV2Fhd3bs\n2AZ8Qvtk7mvgNsAKLGn7I7flVwIMRlG2uPuqp6dKoynFZrsfRelHbu5AZHln0HKG60WcNGko+/cv\nQ1GG4ztWhLMHYLh7Dfq2r0DPXXzxOL7++ktaWz8BTkNR8oBPyMmZy8KFt6bM05WIdh0M4elCLC/G\ni0ToFWi9vUuXm+natVvEfoRErt+H8kj4Xq+svJXJk88L+qy/z3fu3MFLL72N1dqAVtuN6667gsrK\nqpBli7bs8TyLL9a0UtUno4071ftZxVuvRJzLGI4fMBbvpadXsLXVgd0OYEOSdBQV6Vmw4D6/vtRg\neVdVVfLMM3/DOemqQ5IGI0nHkeXHgBFtkSjAX4AXAYtXX/VNP9LzNcPxIk6f7vxVo7+xIhzC3WvQ\nt32FOtd17txF1NYaABtFRQOYP//ulO/llczzRoWnCzHpiheJ0Cve6+3p5M9J9jmC6VT2aOlsfTLV\nmnc2vVJNpB4lb2+V05sFx9Dr9UDn61+ehLvXoK9eqW7z6Y7wdAnSmniut9fUVGO1qjAYVmA0HnPv\nEZWO6/fx3BcqHF9ZMjlRPE7hkC6aC+JPR2/VkDZvlcb9WbrsYxhoH69gBNpjz2RqDprGydbm03E8\nE56uk4RE6BWv9XaXz0CWZ2K3v4gsj8Ri6YIk7XDvN5VsT0EgvaL1AUXjK0v22Wixepw6W59Mtead\nTa9UE4levnXrcNRhtz9IdnY5GRl9U3b2YLj7eEUynnjusde16+PuvcRKSnoxYMDggM+lapxJFtGM\nZ8LThVhejBeJ0ise6+2ePgOLZXnbWXvfddhvKpkE0isWH1CkvrJkn40Wq8epM/bJVGreGfVKJZHq\nFa63KpmEu49XJOOJ7x57rjSKi+eyevUHAZ870c9gjGY8E54uxKQrXqSzXunoMwikVzrGGi9iLVs6\nt7F0ROgVGSeCXok4UzRQv7VaB7N373fxLkKnIZrxTHi6BCcF4foM0mF9PpXnoiW67Onm90iH+hYI\n4kkkZ4pGm6bVasFoXE1Tk+2k7jfpNp65EJMuQcqpqJiFJFVgs21CUVqx2TYhSRVUVMxy3+Nan6+t\nXYhOd4Da2oXccccTSR9Qwok13iSr7KkoWyDSpb4Fgnji28d0ui+QpNlkZp4XdZ/zTNNiaaK+/hNk\neR65uc+c1P0mncYzT8Ty4klCuusVymeQTmdwJdsTkcyyx1K2eLaxVO+hlQzSvU+mGyeKXonwmrX7\nu75Akk6hS5d7yM6+HFlWTrh+EwmRjmfC04WYdMWLzq5XZz2DKx50Fh9Zup8lmG6kUxvrDAi9QuPZ\nb1QqCVlWTrh+k0iEp0sgaCNZ6/MuH1F+fv+08UOkqzchkSS7zMI/JuiMxPvsW0HiEZMuQacgGevz\nnj6irKz08RGlqzchkSSzzMI/JuiM+Gu39fUZ2Gx/OKnGis6GWF48STgR9Eq0l8rTR+R6NZ8ufojO\nsLdOZzhL0B+p8o+dCH0ymQi9vAl19u3hw/vp23dwWo4V6YrwdCEmXfFC6BUa4YeIjc7axlLlH+us\neqUKoZc3odqt0CtyhKdLIEgi8fIRBfMHBboWL0+RK52iomIKCkrQ64soLh5GVVVlVOmFyieRHqh4\naBXOva56b2p6m7q6SdTVFWMwnElGRmZCyzR69FS/8USj7cnoSTsZy+xJZ/F6nuz15Is4e/EkQegV\nGs9zydTq3thsWyI+lyzYeV97937v95rRuJ+lS9+O+sxD37zr6s7HZjMCLwAP4HCcyc6dT2E2/5fJ\nk6dEJ04YZfR31lu884hEq3DPXsvP78q7796MxbILWAIsAgbS0rIas7k2Lpr5j2coK1Z4xxPNeXGx\nnpnZWfAcw06WMgcj1DmK6TDmd7Z6EmcvIpYX44XQKzxcPqJo/RDB/EGA32tm82/Izv7fmD1FrryP\nH/8z8BAwAbABTcBXaLXXcOjQt2GnFyof33gDnfUWzzwi0SoSr1ZR0Sm0tr4IjAY0SFIOirI1bpr5\ni0elkrBYNnrFE42/7GTY0wy8x7CTpcyhCOZ7TIcxv7PVk/B0ISZd8ULoFRnR6hXMZwH4vWYw5KPX\nH4nZU+TK22AYBPwAuNKrQ5J6oii9MBj+G3GZAuWTyLPeAuURiVaReLX0+iIk6WiHe+Olmb94VCoJ\nh8PmFU80/rKTYU8z8O6TJ0uZYyEdxvzOVk/C03USUVNTzahR4yksHExhYTHl5RMDrn1XVVVSVHQK\nen0Rev1ASktHhrVOXlVVSXHxsJA+n1T6dTo7wXwWga5ptd3C9mYE0609/UGAKz0boEFRNiJJWdTU\nVMesfaBy9O8fPy9JPLSKxPOi1XZDUTZ5faYom9Bqu0VbhKjiicanE623J5F9MJQfr3//EoqLh9Gv\n34CAefumsXz5e+5rsfiZIhlrwynfqFHjKS0tp7CwmMLCwQwdOpzy8oleZfenx4k6BnrSWXxnyUR4\nutKAmppqbrqpkmPHsoFXUZTFNDYOYs2ahZSU5HutfVdVVfLMM9XI8jPA08AkWlrW8fHHH3LqqcUB\n18mrqip56qlq7PaXkaS/YLePZufOJzr4fJKxBt8Z1vmjbV/BfBZnnjna77X/+Z8L+PrrlwN6M1yE\n0s2VtyxfgMPxNDAEyAa+BG4iM3MiK1cu58MPV2I2Pxm19oHKuHjxHXHzdAXKI1ytQtWF771NTQZ2\n7nwCRRkOFKEoG5Ck2dxww2Vx83T5xmO3bwW844kk5mjK6SKRfTCUH+/YsfmYzffjcJyNw/EZJtN0\nPvlkWUhv20cfPcCAAd5tPZIyu9INd6wNp3yKchZHjmyhpeVhFGUJinIWLS0raGy8DJ3ufzGZTuOD\nD+bw0Uc7MJsfdZfF32fxHgPT4Tsy2npKFcLTxcmxvDhlygz27GlBlh9Dkpxr34piQ6VazdChi73W\nvouLh2G1PgecB7h+XbUJuJXTTusScJ28X79hWCyvoVJNdn8my+s6eFaSsQbfGdb5Y2lfwXwWga6F\nsydVOLq50vn++y9obc0EWoDuZGX9hq5dH+Lo0Y+AKnr12howjWjLePXVVyZln65I9u+K5N6qqkpe\neultrNYGtNpuXHfdFVRWVsWtPL7xDBgwhDlzbugQTzT7k0X6TCL7YCg/XlNTKQ5HLpKUiaJsQq2e\nS27u/JDeNrt9M4WF93Vo65HoFMlYG075jMap2O1VwDic3kmAr4AqNJp3yMvrydGjPwMq6dXrQnca\n/j6L9xiYLt+RnWGPQRfC08XJMekqKRlKU5MEeK99y/Jhunb9mdfat15fBHwD9PVIoRUYQNeuUsB1\n8nA9K8lYg+8M6/zp2L4i1c3f/XV1/0WSxqPX/yesNCIhHTVLZ1KpVyL7YCg/3pEjx5GkAvfnMIj8\n/P0hvW2SZMdsHhhTfJGMteGUz2Doh6LsA7RAXdsdPYFBSNJO9Hp92z1bKCgocqfh77N4j4GiP0aO\n8HSdJBQXl6BS9aHdh+P815da/WWHtW+nx+QLnF4dF9uB3kHXyXW68DwryViDF+v80eGrm8WyHKNx\nIiZTs1/fjMnUjNE4EYtlufsZtfrLtrbWjsm0FKtVFZbPRnBikMg+GMqPp1ZrUBTX+LUdtXoIZvNG\nrFZVws8QjGSsDZaGKza1ekhbWk7vpPPPJqAEtVoDgErVB7X6S680/H3W2rqdrl17BPV+lZaOdPt5\n/flyPe8tKTm9g7fM95547xV4MvjUYkV4utIA57r3x7S2fgKchqLkAZ+QkzOXhQtv9Vr7bmoysGOH\ny69ThLPD34pWW8+DD94dcJ3cZjvO1q1LQ3pWkrEG3xnW+dOxfXnqZrPtoKnpIWT5Abp2fRyT6bQO\n+1hlZj5MS8tAbLb5qFR5KMpxVKo70WiagDJUqt6YTI/S0vIaavVzWCzzgvpsQpGOmqUzqdQrkX0w\nlB9PkoZjs+WgKLuQpLvIyJiGxfIImZnXkZ39Fg0Np2I2r8TheAdXO21t3YpKdScPPBBbfJGMteGU\nT6MpxWq9H+gP9MP5D+LZwAXk5p6NLO9Ekv6PjIyNwHAPPTp+ZrP9AatVF9D7ZbONpbFxN7L8OPAk\nDsfPvHy5Hb1mW2loWIBOt9jv+BDvvQI7g1c3FMLTxcmxvAjOBjt37iJqaw2AjaKiAcyff7ffte+q\nqkr++tc3aG1tBjLJy8tlyZIHg66Td++ezZw5d4blWUnGGny6r/Ona/ty6fbdd98hSa+QmzsFrVYH\n+N/Hymq10NS0FkW5ltLSUvfBty7trVYVGRmvYrGcHtJnE4p01SxdSbVeieyDofx4Bw7sQZYzkSQz\nipKNWj2b3Nx73M97niHoSqOy8lYmTz4vLrGFO9aGU76uXXvQ0mLj+HEDkEn37lnk5PSgoeGIu+xA\nBz18P2tsbMBketrLx+bp/aqrm4Rz/70xQBMqVZ6XL9fXa+ZwLADGoFY3kZfXM+g+d/HYK7AzeHVD\nITxdnDyTrkQj9IqMdNcrHvtYeaYTjs8mFOmuWboh9HISrr/sRNfLnw6e3q+6umLa99+rQ6Uq8PLl\n+nrNXL41RalDr9cHHR/isVdgZ/DqhkJ4ugQCgV/isY+VZzr+fDbCZ9d56AxemkAxhvKXuZ7Lz+9P\neflERo0a794fy9OzVFVV2anPrPSng7f3y7X/nss/5u3LLS4uwWzeiNF4DEUZiKI8iixPQVHKMRqn\nYjItDTg+RDpu+KNbt3yMxtUYDAaMxmM0NTVhNK7GZGpNubbphPB0nSQIvSIj3fWKxz5Wnun4+mx0\nuovIyHg6Io9PumuWbsRLr87gpQkWY6D966qqbvI6rxQWYDAMpqlpA5J0CcePH3J7lo4fH8LmzU9i\nMv3C7QvrbGdW+u/T7d4vSRqC3T4Pp39sEIqyxcuXe/Dgv9m8+UlkeQzOrWL+D3gUWIIsD8Zuf5Bz\nzx1Bbe2/Yh43fKmpqeaf/1yFzbYZGIcs62lt3YSizCM39yGamy9JuzbpD+HpQiwvxguhV2R0Br3i\nsY+VZzqePpvBg4dH7PHpDJqlE/HSqzN4aULFGKjNevuUjuFw5AI7UJSrkKQ3cHmWAOz2r9Bo5pOX\nt6ZD+tHElAr86QDt3q+MjEwaGy20tjZ38OVOmTKDH344H5ttFXb7N8DfgLGAA40mA53uC/r3n09F\nxay4jBueuLSU5SM0Nz+N3f45UIJKdTP5+TOB1GsbDsLThZh0xYtE6JXuZvhYEO0rcuKpWThtq7O3\nv3jp1Rm8NJ4xWq0WTCYzdnsLKtUIXn75uYD15u1TMiBJ7T4m176DiuK9P5ZrD7pIz6x0/uikAYfj\nVE47rSwl7SmWNt2v3wDs9hE4HPtQlGbgICpVrpenK1FtoqRkKJL0Lc3NrTgcdhSlHKen7Dh6vT4t\ntA0H4ekSpC2uV/O1tQvR6Q5QW7uQO+54QqzbC2ImnLYl2l87nWHfO1eMVquFhobmtl/KHkSSTgla\nb957Yrl8h9uBbsD2tj22NG3XNrXtm+UkkjMr2+Pag0YzKiXtKZY2XVNTTWtrPnZ7JXAA55ZCn6Io\nJvd+YYlsE9265dPQsKGtXgva8t+EJKnSQtt0Qky6BFGxZMnzKMoSMjMnIEkZZGZOQFGWsGTJ86kO\nTdDJCadtifbXTkXFLCSpApttE4rSis22CUmqcC9NpQOuGJ3bl2QBO4AKunS5J2i9eZatS5dMFGUV\ncCs63a+BW1GUVeTkOJfOJGk2mZnnha2BZ9pNTQ0oytdI0r3k5NySkvYUS5tesuR5srKeQZKGAwpw\nL1CJoqwlJycj4W1CUexIUiXOpd9WYBowG0XZnhbaphOaVAcg6JwcOrQPnW6s12cZGWM5dGhfiiIS\nnCiE07ZE+2vHtUyzZMn9HstSt6XV8o0rlj/84VokKRO1egg5OXeh012GorQGrDfPsh0+vJ/i4l4o\nip3Gxv+lV68eSNL9NG1Bp1gAACAASURBVDQcoX//EiZPvoh161Zw6NAzYWngmfbx47vRaEa5Y4Lk\nt6dY2vShQ/vIzj4LjcaBydSEwzEe+BNwHYqSQZ8+iW0TjY3Hyc19ArN5Lg7HXjSaIWg0l2Cz/R6H\nw5JybdMJ8aYrxaTTT5YjoTMsabhIJ41TGUuovCOJLd7l8EzPalVhNm/0uu7btqJpf8nSPhV1PH36\nDNaurWbfvj2sXVsd1pdrsuOcPn0GpaWldO/+Bnl5a9xfwKHqzVW2I0cOsmvXBj77bAv79u3hs8+2\nsGvXBneZKyurItbAlfZpp5WRm7vAHVM4cfnTr6qqkuLiYQGP6QlGLGOq61mtVkdeXk/0ej09e57C\nsGGlYesRrD2EaivduuXT3JyNw/EGavXndOlSQ1bWJZSWlkal7YmM2DIihSTzJ8vx1qszHOUD0Wuc\niPaVyp+oh8o7ktgC3VtS0osBAwbHHJvd3orZ/BAwjIyMvn7bVqTtL1naR5JPKsewVLXFWMaNROoV\nj/a0fPndbNmyC4fjdSTpL9jto72O6Yl3DKGejeTYpGDtwXPbjkBjh/d2EX2xWNai0dzFwoW3Bt0S\nJJ2+K0BsGQGc2L9eTOZPlk/WXy9Gq3Ei9ErlT9RD5R1JbIHuLS6ey+rVH8Qltqamh3E4nkOrlePy\n68VkaR9JPqkcw1LZFqMdNxKtV6ztqa6uBpiPStX+tsrzmJ54xxDq2UiOTQrWHoCwxg7XdhEOx15U\nqj707m3ms8+2xFyuZCK2jODEnnQl86feJ4Je0RCtxonQK5U/7Q+VdySxBbrXah3M3r3fxT22eJAs\n7SPJJ5V9sjNsM+FLOo1h/vSrqzsMnIlKdcj9mecxPckmEr2CtQcgbmNHuiO2jDjBiXQNv6ammlGj\nxlNYOJjCwmLKyydSU1OdVG/GNdfMpKCgBL2+DwUFJVxzzcyE5eVLNOVMJ+9ZKmMJlXeg61279uig\neaB7+/f3Lke49RVNP4i2HVgsyzEap2Iw9MNonEjXrj1CPhsJsdZxLH05kmeT0RbDjcfTB1VUdAql\npSPTwn8ZDN/tJozGY8DnQAGKYnHf53lMTzoQzVFM0Y4dnm0pnXy1qUZ4ulJIJGv4NTXV3HRTJceO\nZQOvoiiLaWwcxIoVlXz88RrM5ieDejPiodc118zk44+/A5YBfwHGsW/fK3z11QYuv/znMaUdimg9\nKNH6JBLRvlLpgwuVt7/rNtsfsFp1mM2Peml+8cXj/B4ZsnjxHW5PVyT1FWk/iLYdfPDBHEymbSjK\nYhRlIYrSH1leT0lJftz0j6Qsvm0sFp9VpM8mui2GG09VVSXPPvshdvvLOI+rOZ2Wlq2oVJW0tFzu\n9Uw6jfku/SyWwTQ25iLL3wL3AI3AqShK7w7H9CSbSNpXMN9VKE9WqLaUbsctBUN4ujixlxch/LXu\nKVNmsGdPC7L8GJLkXFtXFBuKshK1egG9em113+vPmxEPvQoKSlCUN4HJHp+uQ5J+TV1dYn/+G4sH\nJRo/QaLaVyq9DaHy9r3e2NiAyfS0X839HSVy9dVXujWLtL4i6QfRtoPy8onU1i5ClstRqzV06ZKN\nJO2Ku48p3LL4trFYyhbNs4lsi+HGU1w8DKv1NVSqyciyEXAe8wP3UlCw3uuZdBvza2qqmTXrLqzW\nVjSaUnJybqa1tRWzeTGwt8MxPckm0vYVrD1EOnZ4Xk/H45YCITxdnPiTrnApKRlKU5OE82iF9rVz\nWT6EJJ3pPvoC/K+nx0Mvvb4PYAQyPD5tBfIwGGpjSjsUyfYNnGztyx+Rau6pWaLqK5Z008174tvG\nTqSyhRuPXl/kPs5HluuAApxjykAKCg55PZOOfTLddPcknu0rFtJZI1+Ep0vgpri4BJWqD84jMJw4\nj8T4ou3zdhLnE8oCNgJy2x9wHvWQnYC8vEm2B2X06Kknte8AQmvu69NYvvy9sJ9NVEyJejYZRBKf\nr/bduuXHXLZ4+m7CLYtW2w1F2dT2Nw3gOuZnUFRl8CQZPiLP442MxmMYDAaMxtVkZOS48x41ajzl\n5RMjiiMRsSey/QeLN937XbIRnq5OgnPd/GNaWz8BTkNR8oBP0OnuJTOzGSgL6s2IVS+nYX8lsrwa\nGAEUAZ8Cs7jggrKEe7qS70EZyooV6ek7SBbBNPe3d89HHz3AgAE9w/J5JCKmaPYySuV+Qb59Mtz4\n/HlkTKZ/IstrgOFRlS3evptwy9LUZGDnzidQlOFAMbAWuIusrFuQpEavZyIZw5LlI8rP70p19f00\nNg5ElkuQpG+R5btoaamnufkqVKqrOXp0Kw0NC9D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CoU0AJgIoBfAKgIVYsGBOSjVdkeM8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U0XEZHFOKkGhshOOOgiIrIgI+YgIyJt8fEiERGlJdO5wjjXGDkNv+kiIiJhkbnCVLUOHs8UNDfv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\nvHnzcOLEC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"text/plain": [ "<matplotlib.figure.Figure at 0x208a87bac50>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "color = ['blue']\n", "\n", "with plt.style.context("seaborn-darkgrid"):\n", " plt.figure(figsize=(10,8))\n", " weather_plot_2 = plt.scatter(x=world_cities_df["Latitude"], y=world_cities_df["Humidity"],color=color, marker='o', \n", " alpha=.9, edgecolor= 'black', linewidths=1.0)\n", " plt.title("City Latitude vs Humidity (1/28/17)")\n", " plt.ylabel("Humidity (%)")\n", " plt.xlabel("Latitude")\n", " plt.savefig('weather_plot_2.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 178, "metadata": {}, "outputs": [ { "data": { "image/png": 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c8uWZ10VVc4iISHW/IJ3F448vabcLu2FMDsceVDWzXWPqaIIxxpobG0DYjZtA\n+euX0fhbHntscVBi1/uaCvQ8ORzH3POuZRMVdQFVVR+gKCuIjb0Xu/0bqqpeICbmT9jtb1Nd/Xcg\nDrgS2Ar8DhgGfATcCxQD/VCUp1DVscAO4H5c7xsORFHuxWgchN2+F9ccc28CDwEXAxm4fhnkD8A0\nYB+u9xWLcc1L9wFgoFu3/8XhOEZV1ePASuAC97rlwO3u49yFqh4DzgYecbf3sXv9SWA9cA7dun1J\nbe2N1NSYgD8C5wKfA3cA1wMLgc9RlDu49dYrOHz4MG+//SXwZ1zvU+YDN3PZZSO8hVdeXi533PEo\nZ854+vWJu/9lQDUQBfwVGA/swGK5l//93wd8iuHMzDXYbA9z5swI4CsU5V4iIoZQW7uXmJg/YTRO\n5PTpXd7zZDQmdpjrrK3k40Wk6AqWcMpXR5hHyGBQqK7+T9jPKxNOQj0XHLR+3qL25q9fLc1r1tb2\nQ5mbQM9T/fnWVLUMRekJ7MFoXAaA3b4ck2kUdvs4IBF4EHgM1/xwk3E9lSrHVfhkAP/AYJiC0+nE\n9S7UVuAxDIbtqGo+qvpr4H+BHOC3wCW4nmr1cy+/lLrpYPJxFV4luCZFds07Z7dfjauYOg9XMdMT\n+BBYjsGwHafzTeAmXJMoX1KvvTfd8b+FosRiNFZgt8/CNeHwBbjmwKvANbdeNvCO9+vIyPnYbDZU\ndQOuIs5jB4pyHcXFh7x5P3jwbhyOGYBnAs584E5cU70Y3bF68rOZc87JaTRXYEXFCByOWBTFXC9v\nL2AyjQLA4Yj1nqe4uG0d5jprK/l4UXRK4ThnTzjG1BW1ZS6zcBbq8aX3+A30PNWfb01Vne5v8qne\nOflc8/OdxDUXnIprzirP/HDgKmgcwBhcBUr9Y5rrbQ91c8qNcS8bTV1B5Flurrd/KvATro8dVerm\nnTviXheBq3gxUzdvHe52Kxq071n+E2D3zpfn+noMrgLIM8/dZHdbZve2k6mp8fS//hx0AJNR1boi\noLDwEA7HaHdsDfvhxHdCAjMwxu9cgQ7HKRTFXG//0/XOBY3OU0e5zjoCmTJC6C4c5+wJx5i6orbM\nZRbOQh273rkJ9DzVn2/NNd2IDc/cd0bjEPf8fCZc7zj1wTVnlWd+OHA96TLimsYlFt956mz1toe6\nOeX2u5cdoG7eOc/y+n9WrsB9zB74zjs3iLp56Qzufz3z1uFuN7ZB+57lfQBTvfnl+riP65kDz/PX\nHlK8X6tqPpGRPVCUaPe6+vLdy+vybjQewPU+WsN+9HH3o35+9vudK9A1N2L9Ofl6eM9F3boC79yJ\nHeU66wik6BK6C8c5e8Ixpq7BVyngAAAgAElEQVSoLXOZhbNQx653bgI9T/XnW4uKMqKqW4DFREff\n6p4f7hYslv1YLNfhmp39PlxPezJxvbNViuujxXtxTV+yxD1PXBWuea7uA+bjdO4AMjGZLsL1Udtk\nXPNfbcH1JGuqe/kWXNOh/AdYBBzD9W5U3bxzUVEZ7nVbcBV8W3C9N+U6jqIsxfVU6d567e1yx/IT\nsM87X15k5CngLlzvfJXiepfsFlzzy7m+VpRbWLhwHrNmXQDc7O53rfvfm93L6/IeFbUU18eqZ9z9\nWOyO/5j7313e/Fgs9/mdK9A1v16pN29m88XecxETE+FznjrSddYRyDtdXUS45SscfwtNfnuxbfSY\nCy4cx02g5LcX5bcXg/vbi9+iqhHIby8Gj7xIjxRdwSL50kbypZ3kTBvJlzaSL20kX9rpUXTJx4ui\n08vLyyUtLZ2UlOGkpaWTl9f4N3AabrNx46YW2+vXbwBW60j6909pst1gxRNo2/72zc5e4RNv374D\nsVpH0q/fgIDabqq91sQWTMHMY1vyLTqflsZDc+uDMZaaaiM7ewVW60ji45OxWkeSnb3Cu/2ECVNI\nTLSSmDiYESNGk5Iyxmf/un0TSEhIoW/fgUG7b2nts5btO9u1aXzwwQcfbO8gmlNZafO73GKJoLq6\n1u860VhXzZdnXpqKit8RGfkop08PY/PmlQwc2IuhQ4c2uc1bbz3IgAF12zRs78SJ2VRXH8du/xN2\n+wNUVZ3Dtm2rfdoNZjwNtwm0/RMnBvL++09SVjYCmw3s9j/hcCzF4bgQh+MTzpyZzbvvPt9k2w3b\nKykpYffuV6isfJSoqMd9Yhs9+hzdxlgw89iWfLdFV70mW0uvfLU0Hppb/803X7d5LDXVfkHBZjZs\n+AC7/S8oyh+x2yeyd+8aPv30Pf785zc5cWIVqvoUqjqVqqodnD79M5GROfz881Vs3HgPu3d/hMNx\nM67f5FyLw7GU8vJhbN/+SJvuW1r7rOV60/vaDNYYi4mJbHKdfLzYRXTVfAUyf5GWOZTq5rlZjsPx\nEIoy2f2bShXExn7Z4lw2rY0n0HlyGu5bWnoSu/1TYD6K8g9UdRKuX1uvQFEOYjQuIzZ2ZZNtN25v\nhndupbi4Xj6x7dv3rm5jLJh5bK9547rqNdlaeuWrpfEQ6rnkmmq/rOyXqOoGDIZp3uWuF/uvw2D4\nK07nJSiK2T2H2W7gLkymGOLitlFcnIdrstduuCaM9cyBVsZZZ33dpvuW1j5rud70vjZlni4h2iiQ\n+Yu0zHFUN8+Na/4hwDsnTyBz2QQ7npbadzjs7sLwNL5zH9kBVz+aa7txe9/4zOejJbZgCmYeZY42\nUV9L4yHUc8k11b7r5Xrfebxc13YlDsdoDIaGc5AV4XB4vh6D6zcrPevAdR9wBuW+paXPrbnfBtp2\nRyDvdIlOLZD5i7TMcVQ3z41r/iHAOydPIHPZBDueltp3zbmTj+u3perPfWTCMw9Pc203bq/+3Era\nYgumYOaxI8//JYKvpfEQ6rnkmmpDUaLd13IdVXXN42U0Hqg37xa4rvUk7zxbrrnC+gB19y3PPGRt\nvW9p7XNr7reBtt0RSNElOrVA5i/SMseRZ1uz+VIgE6dzh3dOnkDmsgl2PC2174rrFszmi3HNffQe\ncALXfEGZ7rmSmm67YXv151Zqz7mygpnHjjz/lwi+lsZDqOeSa6qNWbMuQFFucd9zat0fLd7CrFkX\nEBW1FFXdgtP5M/A+rnnGTnrn2bJYPHOITaduDrQTREZ+0ub7ltY+t+Z+25muTXmRvovoqvkaOnQo\nAwf24tNPH+XkyRX07fsJ2dm3+8w542+bxx7LZObMy5ts78svX6a8/CBGYy5m8zMMHPh5o3aDGU8g\nbfvbt1+/T5k372IqKg564zUan8JkehOTqZhBgyqabbthe/37n2LevIspK9vQKDY9x1gw89iWfLdF\nV70mW0uvfLU0HppbH4yx1FQb99xzL5WVP3LgwGrs9oeIjHyLm2+ey5NPPk1KSm8+/vghzpxZjqL8\nm169HPTuHU119Ub69v2Ehx++i759z+LAgRdxOL5DUd7AbP4TQ4Z81eb7ltY+a9le72tTXqRHXqQP\nFsmXNpIv7SRn2ki+tJF8aSP50k7m6RJCCCGE6CSk6BJCCCGE0IEUXUIIIYQQOpCiSwghhBBCB1J0\nCSGEEELoQIouIYQQQggdSNElhBBCCKEDKbqEEEIIIXQgRZcQQgghhA6k6BJCCCGE0IEUXUIIIYQQ\nOpCiSwghhBBCB1J0CSGEEELoQIouIYQQQggdSNElhBBCCKEDKbqEEEIIIXQgRZcQQgghhA6k6BJC\nCCGE0IEUXUIIIYQQOpCiSwghhBBCB1J0CSGEEELoQIouIYQQQggdSNElhBBCCKED3Yquv/3tb8ye\nPZv09HTuuusuampqKCwsZN68ecycOZMlS5Zgs9n0CkeEqby8XNLS0klJGU5aWjp5ebnt2n6o4wmV\nYMQd7n0P9bkM9/6L1uns59XTvx49ErBaR9K/f0qjfuqVg86e69Yw6XGQ4uJiXnjhBd58800sFguL\nFy8mLy+PnTt38t///d/Mnj2b5cuX88orr3D99dfrEZIIQ3l5uWRmrkFVc7BYUikqKiAzMwuA2bPT\ndW8/1PGESjDiDve+h/pchnv/Ret09vPq6V919Ryqq6tR1d8Bw/j++y/JzLzfu50eOejsuW4t3Z50\nORwOqqursdvtVFdX07t3bz744ANmzZoFwNVXX822bdv0CkeEoZyctahqDmbzZBQlArN5MqqaQ07O\n2nZpP9TxhEow4g73vof6XIZ7/0XrdPbz6umfzbYFeByDYRqKEkd19RhvP/XKQWfPdWspqqqqehzo\n+eefZ82aNURGRjJ58mQeeOABrr32WrZs2QLATz/9xI033khuru/jx6oqGyaTsVF7RqMBh8OpR+id\nQkfIV+/e/YmKOoKiRHiXqWotVVWDOH78e13bNxoN9OplDWk8oRKMPLamDT3HmNb4Qr19a3SEazKc\nBCNfepzX9uTpX3HxIKCun6paTEJCL6qqBgHokoOOmOtgXZMREY1rFg9dPl48ffo027ZtY9u2bcTG\nxrJ48WLee++9RtspitJo2ZkzNX7b7NkzmrKyyqDH2ll1hHz17TuYoqIPMZsne5fZbB/St+/goMSu\npf2ePaNDHk+oBCPu1rSh5xjTGl+ot2+NjnBNhpNg5KujXtOB8vTPaByCw1EATEZVbRiNJmpqXP0E\ndMlBR8x1sK7J3r1jm1yny8eL77//Pn379qVXr15EREQwc+ZM9u3bR3l5OXa7HYBjx44RHx+vRzgi\nTGVlZaAoWdhs+ahqLTZbPoqSRVZWRru0H+p4QiUYcYd730N9LsO9/6J1Ovt59fTPbL4UyMTp3IGq\nlmKx7Pf2U68cdPZct5YuT7qSkpLYv38/VVVVWCwWdu/ezbnnnsv555/PO++8w+zZs3nttdeYPn26\nHuGIMOV5uTInZymFhYewWlPIyloStJcutbYf6nhCJRhxh3vfQ30uw73/onU6+3mt699ajhw5jNM5\nH4PBRv/+wxv1M9Q56Oy5bi3d3ul66qmnePPNNzGZTIwYMYLVq1dTXFzMnXfeyenTpxkxYgQ5OTmY\nzWaf/Y4fr/Dbnjya10bypY3kSzvJmTaSL20kX9pIvrTT4+NF3Yqu1pKiKzgkX9pIvrSTnGkj+dJG\n8qWN5Eu7TvNOlxBCCCFEVydFlxBCCCGEDqToEkIIIYTQgRRdQgghhBA6kKJLCCGEEEIHUnQJIYQQ\nQuhAii4hhBBCCB1I0SV0l5eXS1paOikpw0lLSycvL7flnUJwnFDGEay29cpVR6E1H6HIX7iek1Dm\nJlz73FYdvV+e+Pv3T8FqHUm/fgPapR8dPY960uXPAAnhkZeXS2bmGlQ1B4sllaKiAjIzswCC+uch\nWjpOKOMIVtt65aqj0JqPUOQvXM9JKHMTrn1uq47eL0/8NtvDVFWNAL5CUe7l229nkZm5hpiYSKZN\nu1S3ODpqHvUmM9J3EeGSr7S0dIqKVjX4y/P5JCUtZfv24P101NJxWlrflnwFq4965SpYQj3GtOYj\nFPkLZpvBzFcocxMu4zDY4ytc+tVanvgrKkbgcMSiKGZUNR+jcRmxsSuxWpexdesbusXRUfNYn8xI\nLzqdwsJDRESk+iyLiEilsPCQrscJZRzBaluvXHUUWvMRivyF6zkJZW7Ctc9t1dH75Ynf4bCjKJ6/\nWZyKw/ENERGpfP+9Pv3o6HnUW5cvusLps+hAY8nOXkFy8lDi45OJjx/IiBGjycvL1aUv2dkrsFpH\nEh+fjNU6kuzsFZr2t1pTqK0t8FlWW1uA1Zri/bphP7KzVzTZr6b6XP84NTXVlJaepKTkHWpqDOTl\n5bYqjkDymZeXS02NgZKSdygtPUlNTbVP20216W95SzEG43y3to28vFwmTJhCYqKVhITBJCUNpEeP\nhFa/SxTIuArknLVl+2DEUD8v8fFWkpOH0r9/SpN5CdY129J4b6hHj94cP/4QxcUXU1xs5fjxNM6c\neZwePXo3Ow4Dabup/k2YMIXx4yc16uv8+TeQkJBCfHwS8fGDGTQoRdN7mIEuay5nHk2Nj+ba85zz\nhIS+xMcPIj4+kfj4wcTHJ5CcPJQRI0Y3upf1759CUtJAEhIGkZhoZcKEKc3eCzzLx4+fRGLiYBIT\nrVRVqVRW/gej0YSq2tzRFKCqPSkpuZDTp8v9jmNP+/36DcBqHekzPuufi4SEFObPv6HZ81s/j9XV\nGyktnUFJST9KS6fQvftZLe6rp7D5Xq+GuZKScr//2Wz2JtcF+t/69X9Xe/VKVc866z01Pr5aPeus\n99RevVLV9ev/3ua2QxXLbbfdqcIQFd5QoUKF91QYp5pMCWq3bmOb3D8Y+brttjtVRRmmwruqotS4\n/x2m3nbbnUHrZ8P10dGrVUUZpnbrtrXR9s215VnXrdtWFX50x5qqRkevVnv1SlVvu+3OZuP45z//\nrXlseI7pijlVhXdV+FHt1m1rs8fUurylvod6/K9f/3e1W7ex9cbgThXGqzDEm9+m2vB3TLM5SYWh\nLY4rrfFq2T7Qsd3SmKvLy9/dOXlDhULvGKh/7NaMsZbOZVPjvX6b69f/3SfnUK3CNhWGqmZzUpPj\nMJC2m8pVjx5lKryhKsp4tXv3f3rbHjs21X0/840jImJJQNdkt25j1ZiYIT7LYmKGNHsv1Do+Ajvn\nr3tzA+epkO3+934VxqlRUS9572WRkW+r8Jd646NUhTfUbt3GNnsviIkZoirKeFVRdrmvu/tVGOpu\nz3PsISqc6273dKNx3Nw9ymRKqHcuarztXXbZVS2OvcaxufrTHt9L23IvCMb3yZKS8mZrmi79Tlc4\nfRYdaCxW60hqav4XuBTwPFLOB67FaFzH2Wdf7nf/YOTLdewXMBimeZc5nTuIjJxPYeEXAbeTl5dL\nTs5aCgsPYbWmkJWV4X3hsmEeSktnYLcvx2QaRVxcL59+Ac3mLC8vl4yMu6mpqcVkGkFMzB1YLHO9\n22RlZTQZxyWXXElh4UOaxkb92KurN/Lzz09jt39JZGQEa9c+Sk7OWr/xVlZeT3T03/0eq6kYgzF2\nW9tGWlo6Bw/ejdN5CapqwvXAPB+4C5MphtjYlZreJSoutgIvYjCkeZc1Na6aGzv+BLq9lrHdVJu+\nebkMeAg4DyjHZFKIjf3SJy+tGWPNaWm8e9p0xVmFw/E7YDRgB4zAbozGVZx99geN4snKygio7frq\nn+vS0pM4HLHAHozGZcTFbcNmy+fUqV8ALwPTACeusbQDmE9Cwvc+7fvL14kTbwHZPjGfOHEBsKLJ\ne2HDnLU0Ppq7TgAOHrwbhyMV6I7rd9N2A8uAbGA5sAq4D5PJhN2+HBgJXOtefh5QgaLEYjBsxWTK\n8HsvqKy8Hru9D07nEyiKa53r6dZDmM3PYzDYcDrN1NRUAs+jKDNQFAvgO47r3gNbjsPxEIoyGVW1\nYTRWYLePAV4E6q5D2IGiXEdxcfMfFU6YMIWiotU4nRMwGk106xaNonwUNu91BXqv0+Odri5ddKWk\nDMdiOYKiRHiXqWot1dWDOHToYJvaDlUs8fHJwOdA33p71wJnA5+TkJDsd/9g5Cs+PhlFOdEoRlU9\nm5KSH9vUtkfDPJSU9AOOACeJj4/3HrO6ehBAizlr7TkeMmQEkZGHNe3X0rGaWl9S0pv4+ONBPVYg\nWttGSspwyss/wGDoi9Pp+UZZCwxCUaB378NNtuHvmMXFPYESDIZInziCOa5aEoyx7ZsXK65xGwEU\nu/Nylk9eWjPGAokhkGuiokIBfLdzOgtRlAuJjz/qd1+t46X+9iUlJShKAqrqGifx8UfdY/9soNSd\np/pj6WwSEsp82veXr+LiH1GUST4xl5T0Q1V3N3kvDGZOAcrLP3DHn+DugwMYBBwCUnCNg4Eoiivn\nqlqKq9iqGx8GQwJO5w/AOX7vBSUlvVGU7jQ+Zz/QvfsF3n61NI49fTl+fLBPW6pajKoOBUqAuuvQ\ndS7iKCkpanWO9P5e6k+g8cmL9CGm9Z2PcIglMrIHsB+w1VtaAMRiNB5ocf+2iIzsgarm+yxT1Xx3\nTMHRMA9G4xD3b+TUzW7i6VcgOWvtOe7fX/t+LR2rqfWRkT2CfqxAtLYNqzUFo/FAvfdIwDUGkzAa\nh2h+zwpigfd9lgR7XLUkGGPbNy9DcOXEBhgxGk2N8tKaMRZIDIFcEwZDkjs+F1fM+93L/e/blnfq\n6t47KsBoHOLdF6JwPSWtLx/o0ah9f/kyGg80itlgSArqvbC5fnvOuetJYd17VXXnP8X97yDvvcz1\nbdez3AaY3E+bDjR5L4iM7OH3nBmNB3z61dI49vTFdQ4K6rVjwt91CPkoSnSbchQOwim+Ll10ZWVl\noChZ2Gz5qGotNls+ipJFVlZG2MaycOE84C5gC/Az8B9gESaTg6iopSHty8KF81CUW3A6d6CqtTid\nO1CUW9wxBUfDPJjNl6Iot2Cx7G/Ur0By1tpzvHTpIs37tXSspta78hrcY7Um14G2kZWVQVTUUlR1\nC1AF7AIWA2Xu89V0G/6OaTYDhHZctSQYY9s3LzfhyskWoAaLZX+jvLRmjAUSQyDXhMVSBixGVfNx\nOn9GVbdgsdyHxVKmefwGcq5jYiLceVlMdPSt3n3Hjh0I3IzrI0U7sB3IICLil43a95evqKiljWK2\nWMqCei9srt+ecw4f4Hpi9x6u+3MakAVMBhYRFZXhvZdFRn4CzKdufBhQ1S1ERS1t8l6wcOE8v+cs\nKmqpT79aGseevpjNlwKZ7u1KsVj2YzI5gAz3uah1/3szs2Zd0KYchYNwiq9Lf7wI2t8RCaVAY8nO\nXsG6df+gtvZnwExcXCw5OQ8DNLl/sPKVnb2C5577FzU1p4mM7MHChfNYsSK7ze3W1zAP06ZNYMeO\nj/z2K5CcteYc9+wZzf/93z8179fSsZpa35oYgzF2W9tGXl4uy5f/nh9//A5VNWM0OomIgEGDzmnV\ne1Z79+4J+bhqSTDGdv28OJ0QERGFyeRk0KDhjfLS2jEWSAyBXBPLlq2mqKgEsJGcPICVK+8Bmr6H\nBNp2U7H06NEbVbVTXn7KZ9/582/gnXc+QFUrgSi6dVMwGEx+72H+8uUv5pb6Ecyces75Dz98i6qa\ncf0w3A04Q0RED7p3t1Bba/O5lx05cpDaWgcOh4Ki1Hrz39y9oKlz1rBfLY1jT/uHD3+GqkZjMNi8\n4/Pllzd4z4WiRDNr1gW88MJLbc5ROAgkPnmnC5kcNVgkX9pIvrSTnGkj+dJG8qWN5Es7eadLCCGE\nEKKTkKJLCCGEEEIHUnQJIYQQQuhAii4hhBBCCB1I0SWEEEIIoQMpuoQQQgghdCBFlxBCCCGEDqTo\nEkIIIYTQgRRdQgghhBA6kKJLCCGEEEIHUnQJIYQQQuhAii4hhBBCCB1I0SWEEEIIoQMpuoQQQggh\ndCBFlxBCCCGEDqToEkIIIYTQgRRdQgghhBA6kKJLCCGEEEIHUnQJIYQQQuhAii4hhBBCCB1I0SWC\nIi8vl7S0dFJShpOWlk5eXm6Hi6P+vhMnzmhyX892/foNwGodSf/+Ke3a54ZCfS6CleP6+4bL+Ols\nJK8dW15eLhMmTCEx0Upi4mDGj5/UpustO3tFq8aDp50+fZKJjx9MfHwS8fGDGDRoOCkpw5kwYQrj\nx0/y2279PsTHW0lOHur3ntlVxqqpvQMQHV9eXi6ZmWtQ1RwsllSKigrIzMwCYPbs9A4RR8N9f/xx\nD5mZmY329WxXXT2HmppqVPV3wDC+//5LMjPvD+hYoRTqc9Fc+//v//2qVfvu3buHf/wjv93HT2cT\nLtelaJ28vFzuuONRzpxZBUxDUT7hxx8Xc/vtK4CWz+HGjZt8zv+33z7OF1+8QEzMn4iOvijg8eAZ\nR+Xll+FwVAG/B4YBH3HmzAqMxkWUl5+NoqwgNnYNRUWJ3naBen2oAHKorc2mtnYs33//lfeeCXSZ\nsaqoqqq2dxDNOX68wu/ynj2jKSur1DmajiuU+UpLS6eoaBVm82TvMpstn6SkpWzfrt9PK22Jo+G+\nBoNCdfV/Gu3r2a6iYjkOx0MoymRU1YbRWEFs7Je697mhUJ+L5trft+/dZsdYU/tWVl5PdPTf2338\n6C3U97BwuS6Dpavd89PS0jl48G6czktQFDMAqpqPwXAXw4dHtXgOL7nkSgoLH/Ke/9LSGdjtyzGZ\nRhEX1wsIbDx4xtGpU/cDjwCTgRpcRdRXwH0oylZgD0bjMuLitnnbBbx9UNXLgIeA84ByTCbFe88E\nwmKsBmuM9e4d2+Q6edIl2qyw8BAWS6rPsoiIVAoLD3WYOALd17Odw/EN4NpeUcw4HPZ26XNDoT4X\nochxTc1pevRo//HT2YTLdSlap7DwEA7HaAwGc72lqTidRRQWtvys5PvvDxEZWXf+HY5vUJTJOBwn\nvcsCGQ914+gInnseRAAO99dHUBQzquq5L/q26+mDqnruma59HQ7f7brKWJV3ukSbWa0p1NYW+Cyr\nrS3Aak3pMHEEuq9nO6NxCODa3vWky9QufW4o1OciFDmOjOwRFuOnswmX61K0jtWagtF4AFW11Vta\ngMGQFNA57N/f9/wbjUNQ1XyMxrpnLYGMh7pxNAjPPQ9qAaP760HuGD33xbp2ffvguWfaAKPPPbMr\njVUpukSbZWVloChZ2Gz5qGotNls+ipJFVlZGh4kj0H0925nNlwKZOJ07UNVSLJb97dLnhkJ9LkKR\n44UL54XF+OlswuW6FK2TlZVBVNRSVHULTufPqGo+sBiLpSygc7h06SKf8282X4qi3ILFsl/TePCM\nI5NpOnAXsAM4CXwALMJo/P9Q1S3AYqKjb/Vpt34f4CZgMbAFqPG5Z3alsSofL4o287zomJOzlMLC\nQ1itKWRlLdH9Bci2xNFw3wEDhnDnnY33rdtuLYcPH0JV52Mw2Ojff3i79LmhUJ+LYOa4/r4TJ+a2\n+/jpbMLluhSt4zlPy5cv5ccfvwPMJCXF89BD2QGdw7lz5/DzzzXe8z9wYArTpl3Bjh0rNY2H+ve8\ngwcP4nBcC1QBFrp1M2MwPECPHr1RVTvl5UtISmrcrqcPTidERNyIyeT0e8/sCmNVXqTvIiRf2ki+\ntJOcaSP50kbypY3kSzs9XqSXjxeFEEIIIXQgRZcQQgghhA6k6BJCCCGE0IEUXUIIIYQQOpCiSwgh\nhBBCB1J0CSGEEELoQIouIYQQQggdSNElhBBCCKEDKbqEaEZeXi5paemkpAwnLS2dvLzcRuv690/B\nah1Jv34DGm3TkTXX946kYT+ys1cwfvwkEhMHk5hoZcKEKZr6lp29Aqt1JPHxyVitI8nOXhHC6EVX\n19brMC8vt03jXa84uwr5M0BCNCEvL5fMzDWoag4WSypFRQVkZmZ512dmrsFme5iqqhHAVyjKvXz7\n7SwyM9cAdOg/YdFc3ztSvxr24/vv/8Of/vRfQC8U5VVUdSyFhTu4445lQMt9y85ewTPPvImqvoCi\nTKamJp9nnrkFgBUrskPdHdHFtPU6zMvL5fbbV1BZGQtoH+96xdmVyJ8B6iIkX9r07BnNuHHTKSpa\nhdk82bvcZssnKWkpAEVFq6ioGIHDEYuimFHVfIzGZcTGriQpaSnbt3fcn/TS0tKb7HtT/QrHMdaw\nH6WlJ7HbLwcexGC4AgBVtWEwbGX48EdbPGdW60hqal7AYJjmXeZ07iAycj6FhV9oii0c8xXOumK+\nWnMdenjuYQcPVuF0PoGiuNrQMt71iDOc6PFngORJlxBNKCw8hMWS6rMsIiKVwsJDAFgsqTgcp1AU\ns3ttKg7HNz7bdFQt9b2jaNgPh8MO/ASM9i5TFDMOx+iA+lZTc9r7zatu/8nU1JwOVshCeLX1Oiws\nPITTqQB1bWgZ73rF2ZXIO11CNMFqTaG2tsBnWW1tAVZrined0WhCVW3utQUYjUO823RkzfW9I2nY\nD6PRBPQBDniXqaoNo/FAQH2LjOyBqub7LFPVfCIjewQrZCG82nodWq0pGAxJQF0bWsa7XnF2JVJ0\nCdGErKwMFCULmy0fVa3FZstHUbLIysrwrrNY9qOqpTidO4BMzOZLvdt0ZM31vSNp2A+LZT+uJ133\noar5OJ0/o6pbiIpaGlDfFi6ch6LcgtO5A1WtxencgaLcwsKF80LeF9H1tPU6zMrKwGIpAxa3arzr\nFWdXIh8vCtEEzwugOTlLKSw8hNWaQlbWEp8XQ3NyVnLkyEGcTjOKUsnAge802qYjCqTvHUHDfvTv\nn8K0ab9i06bNFBVdg6LYSE4ewMqV9wTUN8/L8s89N5+amtNERvZg4cJ58hK9CIm2Xoee7ZYtW92q\n8a5XnF2JvEjfRUi+tJF8aSc500bypY3kSxvJl3Z6vEgvHy8KIYQQQuhAii4hhBBCCB1I0SWEEEII\noQMpuoQQQgghdCBFl1WqIVEAACAASURBVBBCCCGEDqToEkIIIYTQgRRdQgghhBA60K3oKi8vZ9Gi\nRVx22WVcfvnl7Nu3j7KyMhYsWMDMmTNZsGABp0/L3y8TQgghROekW9G1evVqpkyZwttvv82mTZsY\nPHgw69atY9KkSWzevJlJkyaxbt06vcIRQgghhNCVLkXXmTNn2LNnD7/85S8BMJvNdO/enW3btjF3\n7lwA5s6dy9atW/UIRwghhBBCd7r87cXCwkJ69erFfffdx8GDBznnnHN44IEHKC0tJT4+HoD4+HhO\nnjzZaN9u3SIxmYyNlhuNBnr2jA557J2F5EsbyZd2kjNtJF/aSL60kXxpp0fOdCm67HY7X3zxBcuW\nLWPMmDGsWrUq4I8Sz5yp8btc/q6UNpIvbSRf2knOtJF8aSP50kbypV2n+duLiYmJJCYmMmbMGAAu\nu+wyvvjiC+Li4igpKQGgpKSEXr166RGOEEIIIYTudCm6evfuTWJiIkeOHAFg9+7dDB48mOnTp7Nx\n40YANm7cyIwZM/QIRwghhBBCd7p8vAiwbNkysrKyqK2txWq18sgjj+B0OlmyZAmvvPIKffr04ckn\nn9QrHCGEEEIIXTUquo4dO0ZeXh579+6lpKQEi8XCkCFDmDZtGlOnTsVgaN3DsREjRvDqq682Wv78\n88+3qj0hhBBCiI7Ep+i67777KC4uZtq0adx4443ExcVRU1PDd999x65du1i7di2ZmZmcd9557RWv\nEEIIIUSH5FN0LViwgKFDhzbaaOjQocycORObzcZPP/2kW3BCCCGEEJ2Fz2eF/gquo0eP8tVXXwGu\nSU379++vT2RCCCGEEJ1Isy/Sr127lq+//hpFUTAYDDz22GN6xSWEEEII0an4POl68cUXcTgc3q8P\nHjzIE088weOPP87Bgwd1D04IIYQQorPwKbq6d+/OwoULeffddwGYPHkyN9xwA9dffz0XXXRRuwQo\nhBBCCNEZ+Hy8OGfOHC677DKee+45/vWvf7F48WLS09Ox2+3ExjY9rb0QQgghhGheo0m3jh49yhVX\nXMHKlSt56aWXePjhh6murm6P2ITwysvLJS0tnZSU4aSlpZOXl6tpfSiPraf6sUyYMIXx4ye1Oq6G\n/crOXkFaWjr9+6dgtY6kX78BmtrduHFT2OQpXAR77ITTWBQdU1vGUF5eLhMmTCEx0Upi4mDGj5/k\ns7+/tgM9XlcZ2z5Puu69917sdjs1NTVYrVZWrVrl/UPVo0aN4rbbbmuvOEUXlpeXS2bmGlQ1B4sl\nlaKiAjIzswCYPTu9xfWhPLae6seiKKMpLNyFoqwgNnYNRUWJmuJq2K/vv/8PzzxzG2bz9dTU/AP4\nCkW5l2+/nUVm5poW283Ly+W3v30Sh+Oxds9TuAj22AmnsSg6praMoby8XO6441HOnFkFTENRPuHH\nHxdz++0rvNs0bPuOOxahqj9jNv+l2eN1pbGtqKqqer646qqreP311wGYO3eu9+8iAmzdupVLLrlE\n9wCPH6/wu1z+gro2HTlfaWnpFBWtwmye7F1ms+WTlLSU7dtzW1zfGp58haLt1qofS2npSRyOWGAP\nRuMy4uK2aYqrYb9KS09it38KLEdRtqIoZlQ1H6NxGbGxK1tsNy0tnWPHVmMyXehd1l55ChctjR2t\n12Q4jcX20JHvYe3BX77aMobS0tI5ePBunM5LUBQzAKqaj8FwF8OHRwE0avvEibeAbM4++4Nmjxcu\nYztYY6x376Zfx/J50jVlyhRuuOEGamtrSU/3rS7bo+ASAqCw8BAWS6rPsoiIVAoLDwW0PpTH1lP9\nWBwOu7swSsXh+EZzXA375WpvMqp6xHtDBVfbgbRbWHiI6OhU6n6Ea788hYtgj51wGouiY2rLGCos\nPITDMRqDwVxvaSpOZxGFha4Lv2HbDsdoFKWoxeN1pbHt807Xb3/7W9auXctf//pXFi5c2F4xCeHD\nak2htrbAZ1ltbQFWa0pA60N5bD3Vj8VoNKGqNqAAo3GI5rga9svVXj4wyN0u3rYDaTec8hQugp0T\nybFoq7aMIas1BaPxQL37A0ABBkMSVmuK37aNxgMYDEktHq8rjW2fomvTpk1ER0cTExPjd+P/n717\nD4+qOhc//t0zycwkAcItIYSM3AIEEFtBUA61EhWsEn/ax9qb1T5aquAF0MyprQ3EAGpFbO05PS32\nV7Xaqqe2/Z1aM9UKClXjJVAtqK2nUKuNhDvkArnMbf3+2DNhJpkkszMzeyaT9/M8PJo9e6/1vu9a\ne8/KzM7Mv/71L3bt2mVKYEKEuFwr0DQXHk8dSnnxeOrQNBcu14qYHk9m32YKjyUvLxultgKryc29\n2XBc3fNyOHajaSux25eg1DECgR1AJTbbkpjaTac6pYtE10RqLOIVzxxyuVaQk1OFUlsJBE4Ff0lb\njcPRhMu1ImrbOTlVOBxN/fY3lOZ2xNuLTU1NXHnllcyePZszzzyTUaNG4fF4+Pjjj9m5cyejRo2i\nsrIyVbGKISp0I+XmzVU0NOzD6SzF5VrTtb2/x5PZt5l6xlKAUj5aWtZQXGwsru5tTZxYyuLFl7Fj\nx0t8+OF/EQjY0LQ2Jk/+Y0ztLltWQV6enZqa1NcpXSR67qTTXBSDUzxzKLTPunVV7N//EWCjuLiQ\nDRtqIo6PbPtbMfU3lOZ2xI30AH6/nzfffJO3336bI0eOYLfbmTp1Kp/97GcpLi7urZ2kkRvpE0Pq\nZYzUyzipmTFSL2OkXsZIvYwz/UZ6AKvVyqJFi1i0aFG0/YUQQgghxAD0+HBUIYQQQgiReLLoEkII\nIYQwgSy6hBBCCCFMEHXR9fjjj3Py5EmUUtx11118/vOf57XXXjM7NiGEEEKIjBF10fXb3/6WYcOG\n8dprr3H8+HHuu+8+HnzwQbNjE0IIIYTIGFEXXaFPkfjTn/7EVVddRVlZGd0+WUIIIYQQQhgQddF1\n5plncsMNN/DKK6/wmc98hpMnT2KxyO1fQgghhBAD1eNzugDuuece/va3v+F0OsnJyaGpqYl7773X\n7NiEEEIIITJG1Jev3nnnHSZPnsyIESN49tln+clPfsLw4b1/wqoQQgghhOhb1EXX3XffTU5ODh98\n8AE/+9nPKC4u5s477zQ7NiGEEEKIjBF10ZWVlYWmaWzbto3rrruOr3/965w6dcrs2IQQQgghMkbU\nRVdeXh4PP/wwv//971m8eDF+vx+fz2d2bEIIIYQQGSPqousHP/gBNpuNe++9l4KCAg4dOsQ3vvEN\ns2MTQgghhMgYURddBQUFLF26FI/HA8CoUaO4+OKLTQ1MCCGEECKTRF10PfPMM6xatYp169YBcOjQ\nIW655RZTAxNCCCGEyCRRF11PPvkkTz/9NMOGDQNg0qRJHD9+3NTAhBBCCCEySdRFl81mw2azdf0s\nN9ELIYQQQsQn6ifSz58/ny1bttDR0UFdXR1PPfUUF154odmxCSGEEEJkjKivdLlcLkaPHs306dP5\n1a9+xQUXXMCaNWvMjk0IIYQQImNEfaXLYrHwxS9+kS9+8YtmxyOEEEIIkZGiLrr+/Oc/86Mf/YjG\nxkZ8Ph9KKTRN46WXXjI7PiGEEEKIjBB10fXd736X73znO5x55plYLFHfgRRCCCGEEAZEXXQNHz6c\nCy64wOxYhBBCCCEyVtSXsc4991zuv/9+3nnnHd5///2uf0KIvrndtZSXV1BaWkZ5eQVud+2giSfR\nsQ+kvdAxZ5wxCadzFiUlk3E6Z3HGGZPSop4h6TbOiZSq3AZrTZMRt9E2o+3/u989G1Mbya77YB3X\nZIn6Stfu3bsBeO+997q2aZrGE088YU5UQgxCbnctlZUPodRmHI4FNDbWU1npAmDZsoq0jifRsQ+k\nvdAxHR1X0NnZgVLfA6YDf0XTqvjnPy+hsvKhAceUKOk2zomUqtwGa02TEbfRNqPtf+ut38BiySMr\n6z/6bCPZdR+s45pMmlJKpTqIvhw50hp1+8iRuTQ1tZkczeAl9TJmIPUqL6+gsXEjNtuirm0eTx3F\nxVVs327+b3dG4klE7OE1G0h7oWNaW9fh929AqYWAD2hF0z7Aal3L8OHrU1bP7nHGO87peE6mag7H\n0u9QqZfRNqPtf/ToeUA1Y8de2mcbyR7vdLsm9idRc6ygYHivj0W80vXss89yxRVX8Nhjj0Xd+frr\nr487GCEyVUPDPhyOBRHbsrMX0NCwL+3jSXTsA2kvdIzfvxcIHWtDX3jp21NZz5B0G+dESlVug7Wm\nyYjbaJvR9g8EGlHqrH7bSHbdB+u4JlPEPV3t7e0AnDp1Kuo/IUTvnM5SvN76iG1ebz1OZ2nax5Po\n2AfSXugYq3UaEDrWg/67ob49lfUMSbdxTqRU5TZYa5qMuI22GW1/i6UYq3VPv20ku+6DdVyTyXr3\n3XffHfrhzDPPBGDBggVR/6VCW5sn6naHI5uODq/J0QxeUi9jBlKvgoIRvPjievz+mVgs4/F630TT\nXNTU3Mr06dOTFGli4klE7OE1G0h7oWOUugyf7z+AaUAO8C6a9m0cjsvIzv7PlNWze5zxjnM6npOp\nmsOx9DtU6mW0zej7P4PN9hpKndlnG8ke73S7JvYnUXMsL8/e62MRby9u3Lixz4aqqqriDkaITBW6\nMXTz5ioaGvbhdJbicq1J2Q2jRuJJdOwDae/0MVv4xz/2odR1KNWGpuWiaW1MnvzHlNazZ5zpMc6J\nlKrcBmtNkxG30Taj719DXp6dmpq+20h23QfruCZTxI30//M//wPA22+/zb59+7jssssAeOGFF5g9\nezZ33XWX6QHKjfSJIfUyRuplnNTMGKmXMVIvY6Rexpl+I/3nP/95AP7f//t/PPHEE2RnZwPw5S9/\nmRtuuCHuQIQQQgghhqqoH456+PDhiBvn29raOHz4sGlBCSGEEEJkmqgfjnrjjTfy+c9/nnPPPReA\n+vp6brvtNlMDE0IIIYTIJFEXXVdddRWf/exnuz6ZvrKykoKCAlMDE0IIIYTIJFEXXTt37gQgPz8f\ngI8++oiPPvqI+fPnmxeZEEIIIUQGibroeuSRR7r+v7Ozkz179jB79mz57kUhhBBCiAGKuujasmVL\nxM8HDhzggQceMCUgIYQQQohMFPWvF7srKipi7969yY5FCCGEECJjRV10bdiwgY0bN7Jx40bWr1/P\nV7/6VWbMmGF2bCIDud21lJdXUFpaRnl5BW53+n3T/ED0llc65JsOMSRDpuYVi6Gce19CdTnjjEk4\nnbOYOLF0wPUxUmOj45Gu45eucWWSqG8vhr6DEcBqtbJs2TLmzZtnWlAiM7ndtVRWPoRSm3E4FtDY\nWE9lpQtgUH8tRG957dq1k6efrktpvkOt5jC484rFUM69L6G6dHRcQWdnB0p9D5jBxx//jcpK/dtU\nYq2PkRobHY90Hb90jSvTRHwNUDiPx8NHH30EwOTJk7s+nd5s8jVAiZEO9Sovr6CxcSM226KubR5P\nHcXFVWzfnl6/URmpV295tbV9ldzcp1Kar5k1N3OODaa51JuB1isTch+I/uoVqktr6zr8/g1o2iKU\n8mC1tjJ8+N8M1cdIjY2Oh1njZ3R+DdV5Fc70rwEKeeutt/j2t7/NhAkTUEpx4MAB7r//fvnICBGX\nhoZ9OBwLIrZlZy+goWFfiiJKjN7y6uxsJj8/tfkOtZoP9rxiMZRz70uoLn7/XkCvj6bZ8Pt9hutj\npMZGxyNdxy9d48o0Ue/puv/++3nkkUf45S9/yZNPPskjjzzCfffdZ3ZsIsM4naV4vfUR27zeepzO\n0hRFlBi95WW356c836FW88GeVyyGcu59CdXFap0G6PXRX+nKMlwfIzU2Oh7pOn7pGlemibro8nq9\nTJkypevnyZMn4/V6TQtKZCaXawWa5sLjqUMpLx5PHZrmwuVakerQ4tJbXsuXX53yfIdazQd7XrEY\nyrn3JVQXm20JUEkgsAOljuFw7DZcHyM1Njoe6Tp+6RpXprHefffdd3ff+O677/Lyyy8zbNgw9u/f\nz5YtWygoKODiiy82PcC2Nk/U7Q5HNh0dshCMVTrUa/r06UyePJp3393E8ePVlJT8hZqaW9PyJk0j\n9eotr29+86aU52tmzc2cY4NpLvVmoPXKhNwHor96heryt7/9ipaWD7Baa7HZfszkye8bro+RGhsd\nD7PGz+j8GqrzKlyirmF5efZeH4t6I73H4+HJJ5/kz3/+M0op5s+fz1e/+lVsNlvcwRglN9InhtTL\nGKmXcVIzY6Rexki9jJF6GZeyG+ltNhvXX389119/fdydCyGEEEKIbouuyy+/vM+dn3vuuaQGI4QQ\nQgiRqSIWXd2/c1EIIYQQQiRGxKLL5/Nx9OjRHp8+v2vXLgoLC00NTAghhBAik0R8ZMS9995LXl5e\nj53sdjv33nuvaUEJIYQQQmSaiEXX/v37KSsr67HTnDlz2L9/v2lBCSGEEEJkmohFV2dnZ687dnR0\nJD0YIYQQQohMFbHomjNnDs8880yPnX79618ze/bsuDvz+/1ceeWV3HTTTQA0NDRw9dVXs3TpUtas\nWYPHE/2DUMXg4HbXUl5eQWlpGeXlFbjdqfuS1PBY5s07n7lzF/YZV/fYf/e7Z3ttd+bMeRQWTqCw\ncDLFxZOpqanusy0z6xDqe8IEJ+PGlVJYOAGncxY1NdX9xhXt8Xhzief47sfW1FQbbstI/wONtaam\nGqdzFoWFEygunszMmfP6nXdudy3nnHNRXLnFI9HjMnfuQoqKplJU5GTmzHmUlZ3JuHFTKCycwLhx\nU5k7d2GvfdTUVDNhwozgOTWFsrIzI+oRqmNBwcQ+YzX7vEun610iuN21EeM4b975XTn19Vi0djKp\nLokW8Yn08+bN48EHH+TZZ5/l73//O6+99hpbtmzhvffe43vf+17U+72MePzxx/H5fHg8Hi6//HLW\nrVvHVVddxYYNG3j99dc5fPgwc+bMiThGPpE+MZJdL7e7lsrKh2ht/R52+yaam2fw4ovrmTx5NNOn\nT09av/3FAus5fLiU1tZXsds3curU/+kRV7TYn3/+biZNiozd7a5l5cp7aG19APhPYDGBwBvs3FlP\nW9sRFi8uT2kdQn0fOnQJHs8x4GHgbvz+f2Pnzod44YVtdHT8Z9S4osX93HO38/zzO2lreyCmXLrP\nsXhq0f3Yo0cn8/rrP+TkyavIzf1VTG0Z6X+gsdbUVPPjH/8Bn+8RYAmBwHu0t38PpdZz4kRZ1Hm3\nd+/fg33dj822icOHD/PGG7+hrW0TOTkPJn3OJHpc6up+QEuLF3gapTbS3t5Me/v/Aj9BP0/Op6Vl\nK9u2vci0aRMi+qipqea//stNIPBocN/zaG//DTt3/pP29gewWO6JOH9Pnux5/sabk9k1NIuRa77b\nXcutt1Zz/Hgu8HOU2kRLyxReemkjTU0fce+9P436WGlpQUrHIdFS9on0b775Jnv37gWgtLSUhQsX\nxh3EwYMHufPOO1mxYgU///nP2bJlC+eddx51dXVkZWXxzjvv8KMf/YhHHnkk4jj5RPrESHa9yssr\naGzciM22qGubx1NHcXEV27eb+5tOeCzHjh3H7x8O7MRqXcuYMS/1iCta7D7f6xQVfTci9vLyCt5/\n3wUsBULfzlAH3I7dfpCGhr+mtA6hvk+cuAu4D1gEeIBW4E2gmnHjdkaNK1rcR4+eB1QzduylMeXS\nfY7FU4vuxx47dhyf712ystYzZsxLMbVlpP+Bxup0zqKz8wkslsUEAhcCG4D5wAk0bRTR5h1AY+NG\nHI7PEAgojh27CJ9vHVlZcxgzZrShOg1E4sflTWA9FstbBALHgC8ALuBiIPTk8ypWq4uyspyIPvT6\nPQ6Uh/WyAFhLVta/AfR7/sab00Ck0/WuN0au+eXlFXzwQTuBwPfRND0npTxYLNvIylqBzzc+6mNl\nZZtSOg6JZsYn0kdddCXDqlWruPHGGzl16hSPPvoo9913H1/60pfYunUrAAcOHOCb3/wmtbWRA9Pe\n7iEry9qjPavVgt8fMCP0jJDsehUUTCQn50M0Lbtrm1Je2tuncOTIx0nrt79YDh48hKaNQykvMIWi\nooYeccUae0HBRJqbXwecYb3p7UILHs+JlNYh1PfBg5OBfwKhGA4F4zyX8eNP/0FMeFzR4j540IlS\nbzB+fElMuXSfY/HUovuxBw8eAkYTGsNY2jLS/0BjtdlGoWlH0bRsAgEn8CF63Q9isRRFnXdAt9xC\nxx2nqGicoToNRKLHRc9xIRZLA4HAIeAc4A2gmNN3sHSiaaWMGEFEHzbbKOAwpxdnoJ9fr6Np+i82\n/Z2/8eY0EOl0veuNkWt+QcFEWloAInMKBD4BZqNpI6I+lp+/MKXjkGiJep7Mzu65ZgmJ+jVAibZ9\n+3ZGjx7NmWeeyVtvvdXrfpqm9dh28mT0m/vllS5jkl2vkpKpNDa+1e03nLcoKZlq+jiFx2K1ZuH3\ne9B/U55GIKB6xBUtdp+vvkfsJSVTaW7eDYzj9Ctd9cB47HaNpqa2lNYh1Le+CKzn9CtdWcAuYDyB\nwOnfscLjiha3xVIM7CEQmBBTLt3nWDy16H6s1ZqFz1dHVta0rhz6a8tI/wON1W7Pp7OzDk1bDExD\nr/t8QEOp6PMOoLHxra5XuqzWacHc5sScWzwSPy670BdYoM+1UmA3UMDpxVQ9FksxJSU5EX3o9Xud\nyFe6xgN/wWoNvdLV9/kbb04DkU7Xu94YueaXlEwNvtIVum7or2ZZrXvIysoPvtLV87FUj0OimfFK\nl6XXRxLo7bff5uWXX+bCCy/kjjvu4M033+See+6hpaUFn88H6G8/ygewDl4u1wo0zYXHU4dSXjye\nOjTNhcu1IqWx5OVlo9RWYDW5uTdHjSvW2F2uFTgc3wG2AqfQ31pcDRxg+fKrDbWVzLzt9iXAHcAO\n4BjwDnAHdvuJXuOKFrfD0UROTtWAc4mnFt2PdTh2o2krsdmWxNyWkf4HGuvy5VejaSsJBHYAN6PP\nh63YbFqv8657XzbbEjRtJQ7HblPmTKLHRZ9rx1GqDv0pZVFw2zb08+RVYA0OR1OPPvTzZiWwHf0X\nhB1AI1CJw7E74vzNy4t+/sab00Ck0/UuEfRrWxOwGqXqCAROodRWcnKqWL786l4fS/U4DEamvb0Y\n8tZbb/Hoo4/y8MMPs2rVKi655BKWLVvGunXrmDFjBtdcc03E/nJPV2KYUS+3u5bNm7fQ0LAPp7MU\nl2sFy5ZVJLXPWGLJzy9AKR8tLSd6jat77NXVq1m8eEnUdl2uao4dOwjYyMqCm266jurqml7bMrMO\nob7//vfd+Hx2lGrHbs9n+fKrOeec+X3GFS1uIOZcos2xeGrR/djFi+exY8efDbVlpP+BxlpTU83P\nfvZrOjubycqykZ8/Gq/3VJ/zzu2u5Qc/eJiPPto74NzikehxefbZF2lsPAx4GDWqEKU6OXGiDaU6\n0TQHEyYUsmHDd6P2UVNTzU9/+t94va2Ag9Gjc/nKV67qqkeojq2tTZSUTO01VrPPu3S63kVj9Jrv\ndteydu09XeM4YcIk1q+/k2XLKvp8LFo76VyXvmTUPV0h4YuuhoYGbr/9dpqbm5k5cyabN2/GZrNF\n7C+LrsSQehkj9TJOamaM1MsYqZcxUi/jzFh0mXJPV7hzzz2Xc889FwCn08lvfvMbs0MQQgghhDCd\nKfd0CSGEEEIMdbLoEkIIIYQwgSy6hBBCCCFMIIsuIYQQQggTyKJLCCGEEMIEsugSQgghhDCBLLqE\nEEIIIUwgiy6RNtzuWsrLKygtLaO8XP8U5KEmmTXorW2j25MVRzL6HCpzKpPyTPdc0j0+I4zkkkl5\np5LpH44qRDRudy2VlQ+h1GYcjgU0NtZTWekCGDRfIRGvZNagt7Z37drJ00/Xxbw93lj6yhFIaP5D\nZU5lUp595XLNNV9McXRDp9bRviYtU/JONdO/Bsgo+RqgxEj3epWXV9DYuLHbt9PXUVxcxfbt5v9G\nlYp6JbMGvbXd1vZVcnOfinl7X7HEUrO+cgQSmn+6zanuEjXH0j1PI/rK5Z13Xk75NWww1bq/+WUk\nl8GUdzzM+BogeXtRpIWGhn1kZy+I2JadvYCGhn0pish8yaxBb213djYb2h5vLH3lmOj8h8qcyqQ8\n0z2XdI/PCCO5ZFLeqSaLLpEWnM5SvN76iG1ebz1OZ2mKIjJfMmvQW9t2e76h7fHG0leOic5/qMyp\nTMoz3XNJ9/iMMJJLJuWdarLoEmnB5VqBprnweOpQyovHU4emuXC5VqQ6NNMkswa9tb18+dWGtscb\nS185Jjr/oTKnMinPdM8l3eMzwkgumZR3qsmN9CIthG7G3Ly5ioaGfTidpbhca4bUTZrJrEFfbZ9z\nTq2h7cnOMVF9DpU5lUl5pnsu6R6fEUZyyaS8U01upB8ipF7GSL2Mk5oZI/UyRupljNTLOLmRXggh\nhBAiQ8iiSwghhBDCBLLoEkIIIYQwgSy6hBBCCCFMIIsuIYQQQggTyKJLCCGEEMIEsugSQgghhDCB\nLLqEEEIIIUwgiy6RkdzuWsrLKzjjjEkUF09m3LipFBU5mTfvfNzu2pTEUlpaRnl5hen9J8NgyMlo\njIMhp4HI1LxSzUhd03kMEhVbOueYTuRrgETGcbtrqax8iI6OK+joOAAMB36AUnNpaNjBbbetBTDl\nKyxCsSi1GYdjAY2N9VRWukzrPxl6yykvz87ixUtSHR5gvO6ZOE6QuXmlmpG6pvMYJCq2dM4x3cjX\nAA0RQ6le5eUVNDZupLV1HT7fKeD7wCIggKb5sFi2UVa2ie3be/9NLFH1CsVisy3q2ubx1FFcXNVn\n/+mst5yczrVs2/ZcCiM7zWjdUzFOZpyTmTT/0ukaZqSuqRqDWOqVqNgyZZ7J1wAJMQANDfvIzl6A\n378XaAQWdD2maTb8/rNoaNhnaizhsrMXmNZ/MvSW08cfp09ORuueieMEmZtXqhmpazqPQaJiS+cc\n040sukTGcTpLaXFV9AAAIABJREFU8XrrsVqnAcVAfddjSnmwWvfgdJaaGks4r7fetP6TobecJk5M\nn5yM1j0TxwkyN69UM1LXdB6DRMWWzjmmG1l0iYzjcq1A01zYbEuAJmA18CrQjlJbycmpwuVaYWos\nHk8dSnnxeOrQNJdp/SdDbzlVVa1KdWhdjNY9E8cJMjevVDNS13Qeg0TFls45phu5kV5knNCNm5s3\nb+Ef/ziGz3ccv/8LaJqHCRMmsX79nabd3Hk6lioaGvbhdJbicq0Z1DeX9pbTlVdekTb33BiteyaO\nE2RuXqlmpK7pPAaJii2dc0w3ciP9ECH1MkbqZZzUzBiplzFSL2OkXsbJjfRCCCGEEBlCFl1CCCGE\nECaQRZcQQgghhAlk0SWEEEIIYQJZdAkhhBBCmEAWXUIIIYQQJpBFlxBCCCGECWTRJYQQQghhAll0\nCSGEEEKYQBZdQgghhBAmkEWXEEIIIYQJZNElhBBCCGECWXQJIYQQQphAFl1CCCGEECaQRZcQQggh\nhAlk0SWEEEIIYQJZdAkhhBBCmEAWXUIIIYQQJpBFlxBCCCGECWTRJYQQQghhAll0CSGEEEKYQBZd\nQgghhBAmkEWXEEIIIYQJZNElhBBCCGECWXSJAXG7aykvr6C0tIzy8grc7tpUhxS38JzOOeeihOdk\npGaZWN9kS8eapWNMZhgKebvdtcybdz5FRU6KiqYyd+7CjMmz+/jV1FQndTyHwnwJyUp1AGLwcbtr\nqax8CKU243AsoLGxnspKFwDLllWkOLqB6Z7T/v07qaysBBKTk5GaZWJ9ky0da5aOMZlhKOTtdtdy\n222bOHlyI7AYTfsL+/ev5tZbq4HBnWf38fvnPx/kr399gry8/yI39zMJH8+hMF/CaUopleog+nLk\nSGvU7SNH5tLU1GZyNINXIutVXl5BY+NGbLZFXds8njqKi6vYvn1w/obSPSeLRaOj47WE5WSkZoO1\nvqk8J9OxZv3FlKnXsGSNRTrVq7y8gg8++BaBwMVomg0ApeqwWO6grCwnLc7Tgdar+/gdO3YRPt86\nsrLmMGbMaCCx51Y6nbuJmmMFBcN7fUzeXhSGNTTsIzt7QcS27OwFNDTsS1FE8Ut2Tkbaz8T6Jls6\n1iwdYzLDUMi7oWEffv9ZXQsu3QICgcZBn2f38fP796Jpi/D7fV3bUnVtzASy6BKGOZ2leL31Edu8\n3nqcztIURRS/ZOdkpP1MrG+ypWPN0jEmMwyFvJ3OUqzWPSjlCdtaj8VSPOjz7D5+Vus0lKrDaj19\nN1Kqro2ZQBZdwjCXawWa5sLjqUMpLx5PHZrmwuVakerQBizZORlpPxPrm2zpWLN0jMkMQyFvl2sF\nOTlVKLWVQOAUStUBq3E4mgZ9nt3Hz2ZbgqatxOHYnfJrYyaQG+mFYaGbGzdvrqKhYR9OZyku15pB\nfdNj95wmTZrG7bcnLicjNcvE+iZbOtYsHWMyw1DIO5TLunVV7N//EWCjuLiQDRtqBn2e3cdv8uRS\nFi++jB071idlPIfCfAknN9IPEVIvY6RexknNjJF6GSP1MkbqZZzcSC+EEEIIkSFk0SWEEEIIYQJZ\ndAkhhBBCmEAWXUIIIYQQJpBFlxBCCCGECWTRJYQQQghhAll0CSGEEEKYwJRF14EDB7j22mu59NJL\nWbZsGY8//jgATU1NXH/99SxdupTrr7+e5uZmM8KJidtdS3l5BaWlZZSXV+B21/a5PdOF5z1v3vnM\nnbuQiRNLcTpnccYZkwZtLcLzKis7kwkTZlBYOIERIyZRU1OdsH5qaqpxOmdRWDgBp3NWn23HOsdi\n2S9Z83Ug7XY/pqamus82ElmHZOSTCNH6NSuWZM6NmTPPorBwMoWFEygsnERR0UTOOGMSZWVnMn78\nNAoLiyksnEJhYQHz5p2f8Otrf+243bXMnbuQoqKpFBU5I2KIt93+xjM075Nx/Qzvq7T0U8ybd37M\n55uZos2RmTPPGpTPIUZZ77777ruT3Ul7eztz587l9ttv54orrmDt2rUsXLiQX/7yl0ybNo2HHnqI\nw4cP8/rrr7No0aKIY9vaPFHbdDiy6ejwJiVet7uWysqHaG39Hnb7JpqbZ/Dii+s5duwfPPjgr3ts\nnzx5NNOnT09KLIkST73C6wHrOXy4lJaWV/D57sLvvwG//21OnlzGyy8/PihqERKeV2enjdbWfxAI\nPAr8Jz7fOeza9RBtbftZvLg8rn5qaqr58Y//gM/3CJr2oz7b7m3uda9rLPvF2pZRvbVbWjqWSZOm\nxnTM4cOHeeON39DWtomcnAd7xJbIOgw0n2TP5Rde+AOrVj0Y0W9tbRV/+MOLtLX9MKmxJHNurFjx\nXVpbRwGPAZuBs1GqHp+vmfb2fJR6DPhPYCFQR0vLTF566Tmamj7q8/oa6zWsv9zc7lpuvbWa48dz\ngZ+j1CZaWqbw0ksbKS0t6DX/WNrt/vhzz93O88/vpK3tgYh539x8Lx0d6/D7P5uw62d4/0p9hiNH\n3qS5eQMOxyZOnJjG66//kJMnryI391cpfe7qbY60t7/KCy+8wIwZzpQ9hyRqXZGXZ+/1sZR8Iv3K\nlSv52te+xvr16/nFL35BYWEhhw8f5tprr+WPf/xjxL6p+ET68vIKGhs3YrOdXgB6PHW0tX2V3Nyn\nemwvLq5i+/b0XqHHU6/wehw7dhy/fzhKvQWsw2LZHvwy1LUMH75+UNQiJDyvQ4cmAk8Ai4EAFouF\nQGAHdvt1NDT8Na5+nM5ZdHY+gcWyuGtbb233Nve61zWW/WJty6je2nU617Jt23MxHXPs2EX4fOvI\nyprDmDGje8SWyDoMNJ9kz+WLL76choYNEf0ePfo8UMPYsW8mNZZkzo333z8J/AA4P9QysA24Hvhv\n4AJOv8myA7gOq3ULWVkr+ry+xnoN6y+38vIKPvignUDg+2iavo9SHiyWbZSVbeo1/1ja7f740aPn\nAdWMHXspcHrewyw0bSSaZkvY9TPyOn0Rfv8GYD5Wq/4c6vO9S1bWesaMealH7Gbqe46sY/bsYSl7\nDjHjE+lNX3R98sknfO1rX6O2tpbFixeza9eursfmz5/Pzp07I/Zvb/eQlWXt0Y7VasHvDyQlxoKC\nieTkfIimZXdtU8rLwYNjKSo62mN7e/sUjhz5OCmxJEo89Qqvx8GDh9C0cQQCnUApFksDSnmBKYwb\n9+GgqEVIeF4HDuQDR4FsQosupbwoNRaP50Rc/dhso9C0nvMmWtu9zb3udY1lv1jbMmog7XY/5uBB\nJ/AhcJyionE92khkHZKRTyJE6/fAgU/QtIUUFTUkNZZkzo3m5gD62Ib/tv8JMAs4DNg4vejyAmOB\n94HZfV5fY72G9ZdbQcFEWloAIvcJBD4hP39hzHM4WrvdHz940IlSbzB+fEnXz/AhSh3DYinqaiMR\n18/I67SzKz+lDgX3GA1M6ZpbqXru6nuOnEt+viVlzyGJWldkZ/dcs4SY+oXXp06dYtWqVdx1110M\nGzYspmNOnuyMuj2Zr3SVlEylsfGtbr/RvIXdnk9nZ8/tJSVT0/47ruKpV3g9rNYs/H4PUA+UBveo\nx2qdRmfn4KhFSOQ45wN16K906ZSqw27Pjzsffd7UoWn9t93b3Ote11j2i7Uto3prd+LE0l7b7X6M\n1ToNn6+OrKw5BAKqR2yJrMNA80n2XJ44sZSGhsh+rdY9QHFXTZIVSzLnRnPzSfTrQ/irGHuAHOAN\n9Fe6QuqAfKzWPWRl9X19jfUa1l9uJSVTg6901QOnX+myWvf0mX8s7XZ/3GIpBvYQCEwATs97mIVS\nHjTNRqKun5HX6Wn4/fUoNR+rVX+a18+3aVHPNzP1PUfGU1IyLGXPIRn13Yter5dVq1Zx+eWXs3Tp\nUgDGjBnD4cOHATh8+DCjR482K5w+uVwr0DQXHk8dSnnxeOrQNBfLl18ddbvLtSLVISdVeD3y8rJR\naiuwBriOQGAHUInNtmTQ1SI8L4fjy8AKYDvgIxDYgaatZPnyq+PuR583KwkEdqCUt8+2e5t73esa\ny36xtmVUb+1WVa2K+Rh9vqzE4dgdNbZE1mGg+SR7LldVrerRb05OFQ5HU9JjSebcsNtPoF8fXgVO\nAVuBb6O/qrUS+BPQif7W4krgPHJyqhJ2fe0vN5drBQ5HE7AapeoIBE6h1FZycqr67CuWdrs/7nA0\nkZNT1WPe2+1/QaljCb1+hvefm3tzML+t5OVl43DsRtNWYrMtSflzV19zxG4/MaieQwbClBvplVJ8\n5zvfYfz48axadfrC3NjYyMcff8y8efN48sknKS4uTosb6adPn87kyaN5991NHD9eTUnJX6ipuZVv\nfvOmqNuXLatIShyJFE+9wuvR3LyBwsK3GDHCi9f7e6zW35OVdYgpU1oHTS1CwvM6depP5OUF8Pl+\nQyBwDw7H89x005VUV9fE3c/ixeW0te1nz5578Pk2YLf33nZvc697XWPZL9a2jOqt3S9+8ape51j3\nYyZOPMHVV19AU9N/R40tkXUYaD7Jnsuf/vQcxo8fHtHvxo2rueyy8qTHksy5MWOGk9dec9Pe/gtg\nE/B7LJYW7HYLI0ZY8HieQal7gP8BDuN0WnjggTv7vb7Geg3rL7fp06czbdoEdu3azsmTj6JpD1BS\n8jYPPHBnn/nH0m73xzdu/Hcuu2xRj3nf0vIMJ0/ek9DrZ3j/LS1PMW5cNiNG7KCj4wHOOONdrr76\nApqbX035c1dvc2TMGI3/+I97U/ockjE30u/atYtrrrmG6dOnY7HoL67dcccdnHXWWaxZs4YDBw4w\nfvx4fvjDHzJy5MiIY1NxI30mknoZI/UyTmpmjNTLGKmXMVIv48x4e9GUe7rOOecc/vd//zfqY6HP\n7BJCCCGEyGTyifRCCCGEECaQRZcQQgghhAlk0SWEEEIIYQJZdAkhhBBCmEAWXUIIIYQQJpBFlxBC\nCCGECWTRJYQQQghhAll0CSGEEEKYQBZdQgghhBAmkEWXEEIIIYQJZNElhBBCCGECWXQJIYQQQphA\nFl1CCCGEECaQRZcQQgghhAlk0SWEEEIIYQJZdAkhhBBCmEAWXUIIIYQQJpBFlxBCCCGECWTRJYQQ\nQghhAll0CSGEEEKYQBZdQgghhBAmkEWXEEIIIYQJZNElhBBCCGECWXSJQcPtrqW8vILS0jLKyytw\nu2tNPT5RbSRaXzEZiTfavkba/t3vnk16Ponkdtcyb975FBU5KSqayty5C9NiPM2SjnM5HpmWz1CW\nyWOZleoAhIiF211LZeVDKLUZh2MBjY31VFa6AFi2rCLpxyeqjUTrKyYg5nijtXPrrd9A0/LIzv6P\nmNq++eZ/54EHOuOqhVk1drtrue22TZw8uRFYjKb9hf37V3PrrdUJ7ysdpeNcjkem5TOUZfpYakop\nleog+nLkSGvU7SNH5tLU1GZyNIPXYK9XeXkFjY0bsdkWdW3zeOooLq5i+/b+fwsyeny0esUbQzL0\nFRMQc7zR2jl69DygmrFjL42pbZ/vdYqKvhtXLcyqcXl5BR988C0CgYvRNBsAStVhsdxBWVmOKeOZ\nynMyHedyf/qq12DMJ9kG6zU/lWOZqJoVFAzv9TF5pUsMCg0N+3A4FkRsy85eQEPDPlOOT1QbidZf\nTLHGG62dQKARpc6Ku20jzKpxQ8M+/P6zsFhsYVsXEAg00tCQ1r+HJkQ6zuV4ZFo+Q1mmj6Xc0yUG\nBaezFK+3PmKb11uP01lqyvGJaiPR+orJSLzR9rVYirFa98TdthFm1djpLMVq3YNSnrCt9VgsxSkd\nT7Ok41yOR6blM5Rl+ljKoksMCi7XCjTNhcdTh1JePJ46NM2Fy7XClOMT1Uai9RWTkXij7etwNJGT\nUxV324nKJ5FcrhXk5FSh1FYCgVMoVQesxuFoSul4miUd53I8Mi2foSzTx1LeXhSDQugGys2bq2ho\n2IfTWYrLtSbmGyvjPT5RbSRaLDHFEm/0dmoMtV1d/S0WL16S9HwSIdTeunVV7N/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"text/plain": [ "<matplotlib.figure.Figure at 0x208a7569358>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "color = ['blue']\n", "\n", "with plt.style.context("seaborn-darkgrid"):\n", " plt.figure(figsize=(10,8))\n", " weather_plot_3 = plt.scatter(x=world_cities_df["Latitude"], y=world_cities_df["Cloudiness"],color=color, marker='o', \n", " alpha=.9, edgecolor= 'black', linewidths=1.0)\n", " plt.title("City Latitude vs Cloudiness (1/28/17)")\n", " plt.ylabel("Cloudiness (%)")\n", " plt.xlabel("Latitude")\n", " plt.savefig('weather_plot_3.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 179, "metadata": {}, "outputs": [ { "data": { "image/png": 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2PF+1OgKiWAa1+tzTSwJ5/uH2eQRa2Dew9PoCCIIeZnMZRLEZZnMZBEEPvd75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Eqi5E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\n4Tz2yJEjK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"text/plain": [ "<matplotlib.figure.Figure at 0x208a9903a58>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "color = ['blue']\n", "\n", "with plt.style.context("seaborn-darkgrid"):\n", " plt.figure(figsize=(10,8))\n", " weather_plot_4 = plt.scatter(x=world_cities_df["Latitude"], y=world_cities_df["Wind Speed"],color=color, marker='o', \n", " alpha=.9, edgecolor= 'black', linewidths=1.0)\n", " plt.title("City Latitude vs Wind Speed (1/28/17)")\n", " plt.ylabel("Wind Speed (mph)")\n", " plt.xlabel("Latitude")\n", " plt.savefig('weather_plot_4.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "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": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }