searchindex.js

Search.setIndex({"docnames": ["README", "intro", "notebooks", "notebooks2", "notebooks2-ontario", "notebooks3"], "filenames": ["README.md", "intro.md", "notebooks.ipynb", "notebooks2.ipynb", "notebooks2-ontario.ipynb", "notebooks3.ipynb"], "titles": ["user-survey-analysis", "Overview", "Jan 2024", "Mar 2024", "Mar 2024 Ontario", "May 2024"], "terms": {"i": [0, 2, 3, 4, 5], "wrote": 0, "script": 0, "clean": [0, 2], "data": [0, 1, 2, 3, 4, 5], "remov": 0, "email": 0, "us": [0, 2, 3, 4, 5], "boolean": [0, 2, 3, 4, 5], "valu": [0, 2], "denot": 0, "someon": 0, "select": 0, "grab": 0, "locat": [0, 2, 3, 4, 5], "ignor": 0, "some": 0, "row": [0, 2, 3, 4, 5], "thi": [0, 1, 2, 3, 4, 5], "can": 0, "re": 0, "run": 0, "ani": 0, "time": 0, "we": [0, 1, 2, 3, 4, 5], "export": 0, "see": 0, "result": 0, "csv": [0, 2, 3, 4, 5], "crkn": 0, "rcdr": 0, "Then": 0, "tool": 0, "http": 0, "deepnot": [0, 1, 2, 3, 4, 5], "com": [0, 1], "like": 0, "chat": 0, "gpt": 0, "jupyt": [0, 1], "notebook": [0, 1, 2, 3, 4, 5], "cluster": 0, "other": [0, 2, 3, 4, 5], "interest": [0, 2, 3, 4, 5], "identifi": [0, 2, 3, 4, 5], "column": [0, 2, 3, 4, 5], "get": [0, 2, 3, 4, 5], "an": [0, 1, 2, 3, 4, 5], "idea": 0, "what": [0, 2, 3, 4, 5], "replac": [0, 2, 3, 4, 5], "them": 0, "seper": 0, "ran": 0, "actual": 0, "do": [0, 2, 3, 4, 5], "workspac": 0, "test": 0, "a092": 0, "13c907c4": 0, "9de1": 0, "4de5": 0, "8373": 0, "b00517621d65": 0, "project": 0, "78bfc222": 0, "b866": 0, "4a43": 0, "b8a8": 0, "c2a8d5467ce5": 0, "022286145a4f4103b4e2f4af0d9e09b9": 0, "file": [0, 2, 3, 4, 5], "set": [0, 2, 3, 4, 5], "up": 0, "book": [0, 1], "github": 0, "page": 0, "site": 0, "here": 0, "show": [0, 2, 3, 4, 5], "so": 0, "have": [0, 2, 3, 4, 5], "forev": 0, "sequenc": 0, "date": 0, "etc": 0, "io": 0, "html": 0, "think": 0, "you": 0, "all": [0, 2, 3, 4, 5], "should": [0, 2, 3, 4, 5], "take": 0, "your": 0, "own": 0, "deploi": 0, "instruct": 0, "jupyterbook": 0, "org": 0, "en": 0, "stabl": 0, "start": [0, 2, 3, 4, 5], "publish": 0, "encapsul": 1, "analys": 1, "collect": 1, "through": 1, "canadiana": 1, "user": 1, "survei": 1, "post": [1, 2, 3, 4, 5], "ca": 1, "novemb": 1, "2023": 1, "The": [1, 2, 3, 4, 5], "util": 1, "python": 1, "popular": 1, "scienc": [1, 2, 3, 4, 5], "librari": [1, 2, 3, 4, 5], "panda": [1, 2, 3, 4, 5], "matplotlib": [1, 2, 3, 4, 5], "seaborn": [1, 2, 3, 4, 5], "perform": 1, "exploratori": 1, "analysi": [1, 2, 3, 4, 5], "eda": 1, "gener": [1, 2, 3, 4, 5], "inform": [1, 2, 3, 4, 5], "visual": 1, "took": 1, "advantag": 1, "ai": 1, "system": 1, "aid": 1, "our": 1, "check": [1, 2], "out": [1, 2, 3, 4, 5], "document": 1, "more": [1, 2, 3, 4, 5], "jan": 1, "2024": 1, "mar": 1, "ontario": 1, "nlp": [2, 3, 4, 5], "sort": [2, 3, 4, 5], "entri": [2, 3, 4, 5], "categori": [2, 3, 4, 5], "first": [2, 3, 4, 5], "let": [2, 3, 4, 5], "": [2, 3, 4, 5], "load": [2, 3, 4, 5], "inspect": [2, 3, 4, 5], "few": [2, 3, 4, 5], "import": [2, 3, 4, 5], "pd": [2, 3, 4, 5], "read_csv": [2, 3, 4, 5], "creat": [2, 3, 4, 5], "new": [2, 3, 4, 5], "keyword": [2, 3, 4, 5], "archaeologi": [2, 3, 4, 5], "anthropologi": [2, 3, 4, 5], "religi": [2, 3, 4, 5], "studi": [2, 3, 4, 5], "religion": [2, 3, 4, 5], "theologi": [2, 3, 4, 5], "biblic": [2, 3, 4, 5], "famili": [2, 3, 4, 5], "histori": [2, 3, 4, 5], "ancestor": [2, 3, 4, 5], "genealogi": [2, 3, 4, 5], "parent": [2, 3, 4, 5], "sister": [2, 3, 4, 5], "brother": [2, 3, 4, 5], "home": [2, 3, 4, 5], "children": [2, 3, 4, 5], "local": [2, 3, 4, 5], "railwai": [2, 3, 4, 5], "commun": [2, 3, 4, 5], "social": [2, 3, 4, 5], "societi": [2, 3, 4, 5], "ethnic": [2, 3, 4, 5], "human": [2, 3, 4, 5], "sexual": [2, 3, 4, 5], "youth": [2, 3, 4, 5], "equal": [2, 3, 4, 5], "psychotherapi": [2, 3, 4, 5], "music": [2, 3, 4, 5], "engin": [2, 3, 4, 5], "physic": [2, 3, 4, 5], "chemistri": [2, 3, 4, 5], "biologi": [2, 3, 4, 5], "math": 2, "word": [2, 3, 4, 5], "item": [2, 3, 4, 5], "fals": [2, 3, 4, 5], "str": [2, 3, 4, 5], "true": [2, 3, 4, 5], "break": 2, "append": 2, "convert": [2, 3, 4, 5], "int": [2, 3, 4, 5], "kei": [2, 3, 4, 5], "astyp": [2, 3, 4, 5], "drop": [2, 3, 4, 5], "now": [2, 3, 4, 5], "readi": [2, 3, 4, 5], "further": [2, 3, 4, 5], "model": [2, 3, 4, 5], "structur": [2, 3, 4, 5], "represent": [2, 3, 4, 5], "need": [2, 3, 4, 5], "identif": [2, 3, 4, 5], "respect": [2, 3, 4, 5], "ll": [2, 3, 4, 5], "follow": [2, 3, 4, 5], "similar": [2, 3, 4, 5], "text": [2, 3, 4, 5], "match": [2, 3, 4, 5], "approach": [2, 3, 4, 5], "explain": [2, 3, 4, 5], "befor": [2, 3, 4, 5], "map": [2, 3, 4, 5], "identifiers_keyword": [2, 3, 4, 5], "retir": [2, 3, 4, 5], "histor": [2, 3, 4, 5], "independ": [2, 3, 4, 5], "research": [2, 3, 4, 5], "scholar": [2, 3, 4, 5], "editor": [2, 3, 4, 5], "writer": [2, 3, 4, 5], "historian": [2, 3, 4, 5], "journalist": [2, 3, 4, 5], "cinematograph": [2, 3, 4, 5], "youtub": [2, 3, 4, 5], "enthusiast": [2, 3, 4, 5], "amateur": [2, 3, 4, 5], "each": [2, 3, 4, 5], "broken": [2, 3, 4, 5], "down": [2, 3, 4, 5], "specif": [2, 3, 4, 5], "which": [2, 3, 4, 5], "insight": [2, 3, 4, 5], "manag": [2, 3, 4, 5], "determin": [2, 3, 4, 5], "occup": [2, 3, 4, 5], "occupations_column": [2, 3, 4, 5], "genealog": [2, 3, 4, 5], "glam": [2, 3, 4, 5], "profession": [2, 3, 4, 5], "govern": [2, 3, 4, 5], "employe": [2, 3, 4, 5], "legal": [2, 3, 4, 5], "member": [2, 3, 4, 5], "public": [2, 3, 4, 5], "secondari": [2, 3, 4, 5], "student": [2, 3, 4, 5], "teacher": [2, 3, 4, 5], "interests_column": [2, 3, 4, 5], "comput": [2, 3, 4, 5], "digit": [2, 3, 4, 5], "educ": [2, 3, 4, 5], "environ": [2, 3, 4, 5], "climat": [2, 3, 4, 5], "gender": [2, 3, 4, 5], "geographi": [2, 3, 4, 5], "health": [2, 3, 4, 5], "indigen": [2, 3, 4, 5], "land": [2, 3, 4, 5], "claim": [2, 3, 4, 5], "law": [2, 3, 4, 5], "linguist": [2, 3, 4, 5], "literatur": [2, 3, 4, 5], "polit": [2, 3, 4, 5], "bar": [2, 3, 4, 5], "chart": [2, 3, 4, 5], "count": [2, 3, 4, 5], "differ": [2, 3, 4, 5], "step": [2, 3, 4, 5], "contain": [2, 3, 4, 5], "name": [2, 3, 4, 5], "dataset": [2, 3, 4, 5], "occupation_count": [2, 3, 4, 5], "sum": [2, 3, 4, 5], "sort_valu": [2, 3, 4, 5], "ascend": [2, 3, 4, 5], "1046": 2, "945": 2, "470": 2, "308": [2, 4], "155": 2, "132": 2, "86": [2, 4], "84": [2, 3], "35": [2, 5], "23": [2, 3, 4, 5], "19": [2, 3, 4, 5], "12": [2, 3, 4, 5], "7": [2, 3, 4, 5], "5": [2, 3, 4, 5], "2": [2, 3, 4, 5], "dtype": [2, 3, 4, 5], "int64": [2, 3, 4, 5], "plot": [2, 3, 4, 5], "pyplot": [2, 3, 4, 5], "plt": [2, 3, 4, 5], "figur": [2, 3, 4, 5], "figsiz": [2, 3, 4, 5], "10": [2, 3, 4, 5], "6": [2, 3, 4, 5], "kind": [2, 3, 4, 5], "barh": [2, 3, 4, 5], "color": [2, 3, 4, 5], "skyblu": [2, 3, 4, 5], "xlabel": [2, 3, 4, 5], "titl": [2, 3, 4, 5], "interest_count": [2, 3, 4, 5], "1537": 2, "1183": 2, "338": 2, "259": 2, "207": 2, "193": 2, "190": 2, "166": 2, "163": 2, "160": 2, "150": [2, 4], "98": 2, "81": [2, 4, 5], "80": [2, 3, 4, 5], "79": [2, 4, 5], "74": [2, 4], "21": [2, 3, 5], "14": [2, 3, 4, 5], "11": [2, 3, 4, 5], "4": [2, 3, 4, 5], "1": [2, 3, 4, 5], "entir": [2, 3, 4, 5], "peopl": [2, 3, 4, 5], "displai": [2, 3, 4, 5], "per": [2, 3, 4, 5], "citi": [2, 3, 4, 5], "group": [2, 3, 4, 5], "people_count": [2, 3, 4, 5], "groupbi": [2, 3, 4, 5], "latitud": [2, 3, 4, 5], "longitud": [2, 3, 4, 5], "size": [2, 3, 4, 5], "reset_index": [2, 3, 4, 5], "folium": [2, 3, 4, 5], "packag": [2, 3, 4, 5], "initi": [2, 3, 4, 5], "ar": [2, 3, 4, 5], "go": [2, 3, 4, 5], "blank": [2, 3, 4, 5], "center": [2, 3, 4, 5], "around": [2, 3, 4, 5], "0": [2, 3, 4, 5], "m": [2, 3, 4, 5], "zoom_start": [2, 3, 4, 5], "circl": [2, 3, 4, 5], "add": [2, 3, 4, 5], "cirl": [2, 3, 4, 5], "datafram": [2, 3, 4, 5], "correspond": [2, 3, 4, 5], "_": [2, 3, 4, 5], "iterrow": [2, 3, 4, 5], "radiu": [2, 3, 4, 5], "float": [2, 3, 4, 5], "1000": [2, 3, 4, 5], "multipli": [2, 3, 4, 5], "make": [2, 3, 4, 5], "visibl": [2, 3, 4, 5], "fill": [2, 3, 4, 5], "tooltip": [2, 3, 4, 5], "f": [2, 3, 4, 5], "add_to": [2, 3, 4, 5], "trust": [2, 3, 4, 5], "most": [2, 3, 4, 5], "common": [2, 3, 4, 5], "For": [2, 3, 4, 5], "find": [2, 3, 4, 5], "occupation_interest": [2, 3, 4, 5], "calcul": [2, 3, 4, 5], "coi": [2, 3, 4, 5], "most_common_interest": [2, 3, 4, 5], "idxmax": [2, 3, 4, 5], "heat": [2, 3, 4, 5], "recreat": [2, 3, 4, 5], "relev": [2, 3, 4, 5], "segment": [2, 3, 4, 5], "occupations_data": [2, 3, 4, 5], "interests_data": [2, 3, 4, 5], "occurr": [2, 3, 4, 5], "occupation_interest_count": [2, 3, 4, 5], "occupation_data": [2, 3, 4, 5], "els": [2, 3, 4, 5], "dictionari": [2, 3, 4, 5], "occupation_interest_df": [2, 3, 4, 5], "from_dict": [2, 3, 4, 5], "orient": [2, 3, 4, 5], "index": [2, 3, 4, 5], "9": [2, 3, 4, 5], "33": [2, 4, 5], "40": [2, 3, 4], "25": [2, 3, 4, 5], "17": [2, 3, 4, 5], "15": [2, 3, 4, 5], "3": [2, 3, 4, 5], "16": [2, 3, 4, 5], "44": [2, 4, 5], "41": [2, 4, 5], "8": [2, 3, 4, 5], "848": 2, "39": [2, 3, 4], "22": [2, 3, 4], "31": [2, 3, 4], "24": [2, 3, 4], "52": [2, 3, 5], "43": [2, 3, 4], "45": [2, 3, 4, 5], "57": [2, 3, 5], "18": [2, 3, 4, 5], "430": 2, "124": 2, "42": [2, 4, 5], "47": [2, 3], "29": [2, 4, 5], "48": [2, 3, 4, 5], "55": [2, 4, 5], "30": [2, 5], "32": [2, 3], "27": [2, 3, 4], "72": [2, 3, 5], "38": [2, 4, 5], "36": 2, "46": 2, "sn": [2, 3, 4, 5], "increas": [2, 3, 4, 5], "better": [2, 3, 4, 5], "heatmap": [2, 3, 4, 5], "annot": [2, 3, 4, 5], "vmin": [2, 3, 4, 5], "vmax": [2, 3, 4, 5], "label": [2, 3, 4, 5], "ylabel": [2, 3, 4, 5], "cleaned2": 3, "philosophi": [3, 4, 5], "mechan": [3, 4, 5], "civil": [3, 4, 5], "architectur": [3, 4, 5], "militari": [3, 4, 5], "polic": [3, 4, 5], "rcmp": [3, 4, 5], "art": [3, 4, 5], "craft": [3, 4, 5], "case": [3, 4, 5], "na": [3, 4, 5], "offic": [3, 4, 5], "adjust": [3, 4, 5], "process": [3, 4, 5], "2293": 3, "1993": 3, "1216": 3, "655": 3, "276": 3, "269": 3, "184": 3, "171": [3, 5], "117": [3, 5], "112": 3, "70": 3, "34": [3, 4, 5], "3259": 3, "2499": 3, "678": 3, "503": 3, "421": 3, "413": 3, "367": 3, "336": 3, "318": 3, "314": 3, "283": 3, "208": 3, "176": 3, "158": [3, 5], "147": 3, "140": 3, "100": [3, 5], "mile": [3, 5], "hous": [3, 5], "51": [3, 4, 5], "6498": [3, 5], "121": [3, 5], "2859": [3, 5], "aalborg": [3, 5], "0480": [3, 5], "9187": [3, 5], "abbotsford": [3, 5], "49": [3, 5], "0580": [3, 5], "122": [3, 5], "2526": [3, 5], "0754": [3, 5], "1780": [3, 5], "aberdeen": [3, 5], "1437": [3, 5], "0981": [3, 5], "1379": 3, "zagreb": 3, "8144": 3, "9780": 3, "1380": 3, "zapopan": 3, "20": [3, 4, 5], "7236": 3, "103": [3, 4, 5], "3848": 3, "1381": 3, "zoeterm": 3, "0575": 3, "4931": 3, "1382": 3, "zwoll": 3, "5125": 3, "0944": 3, "1383": 3, "le": [3, 5], "plateau": [3, 5], "4351": [3, 5], "75": [3, 5], "7803": [3, 5], "1384": 3, "59": [3, 5], "68": 3, "1806": 3, "175": 3, "53": 3, "60": 3, "82": 3, "91": [3, 4], "105": 3, "912": 3, "222": 3, "106": 3, "76": [3, 4, 5], "13": [3, 4, 5], "64": 3, "165": 3, "61": [3, 5], "111": 3, "28": [3, 4, 5], "300": [3, 4, 5], "cleaned2_ontario": 4, "915": 4, "867": 4, "497": 4, "127": 4, "1444": 4, "1019": 4, "278": 4, "238": 4, "200": 4, "173": 4, "172": 4, "153": [4, 5], "152": 4, "125": 4, "73": 4, "62": 4, "ajax": 4, "8501": 4, "0329": 4, "alliston": 4, "1501": 4, "8663": 4, "amherstburg": 4, "1001": 4, "83": 4, "0999": 4, "ancast": 4, "2181": 4, "9872": 4, "arnprior": 4, "4334": 4, "3494": 4, "251": 4, "willowdal": 4, "7667": 4, "3991": 4, "252": 4, "windsor": 4, "2949": 4, "0520": 4, "253": 4, "3001": 4, "0165": 4, "254": 4, "wingham": 4, "8879": 4, "3114": 4, "255": 4, "woodstock": 4, "1334": 4, "7497": 4, "256": 4, "37": [4, 5], "688": 4, "404": 4, "108": 4, "58": 4, "26": [4, 5], "65": 4, "cleaned3": 5, "3843": 5, "3381": 5, "1907": 5, "1121": 5, "490": 5, "471": 5, "329": 5, "270": 5, "178": 5, "110": 5, "10828": 5, "10829": 5, "10830": 5, "10831": 5, "10832": 5, "10833": 5, "2034": 5, "zemst": 5, "50": 5, "9832": 5, "4608": 5, "2035": 5, "zephyr": 5, "2001": 5, "2663": 5, "2036": 5, "2037": 5, "\u00f6rebro": 5, "2741": 5, "2066": 5, "2038": 5, "\u1e29awall\u012b": 5, "3328": 5, "0286": 5, "2039": 5, "77": 5, "96": 5, "123": 5, "3051": 5, "281": 5, "78": 5, "67": 5, "129": 5, "164": 5, "170": 5, "1557": 5, "343": 5, "119": 5, "109": 5, "243": 5, "131": 5, "95": 5, "93": 5, "114": 5, "143": 5}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"user": 0, "survei": 0, "analysi": 0, "overview": 1, "jan": 2, "2024": [2, 3, 4, 5], "mar": [3, 4], "ontario": 4, "mai": 5}, "envversion": {"sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinx": 60}, "alltitles": {"user-survey-analysis": [[0, "user-survey-analysis"]], "Overview": [[1, "overview"]], "Jan 2024": [[2, "jan-2024"]], "Mar 2024": [[3, "mar-2024"]], "Mar 2024 Ontario": [[4, "mar-2024-ontario"]], "May 2024": [[5, "may-2024"]]}, "indexentries": {}})