|
| 1 | +{ |
| 2 | +"cells": [ |
| 3 | + { |
| 4 | +"cell_type":"code", |
| 5 | +"execution_count":null, |
| 6 | +"metadata": { |
| 7 | +"colab": { |
| 8 | +"base_uri":"https://localhost:8080/" |
| 9 | + }, |
| 10 | +"id":"Mzt6JmpwLnl0", |
| 11 | +"outputId":"bb600d41-0b2f-4c7e-ab47-0e645277988b" |
| 12 | + }, |
| 13 | +"outputs": [], |
| 14 | +"source": [ |
| 15 | +"!pip install pytrends" |
| 16 | + ] |
| 17 | + }, |
| 18 | + { |
| 19 | +"cell_type":"code", |
| 20 | +"execution_count":null, |
| 21 | +"metadata": { |
| 22 | +"id":"9S9Szn46Lp65" |
| 23 | + }, |
| 24 | +"outputs": [], |
| 25 | +"source": [ |
| 26 | +"from pytrends.request import TrendReq\n", |
| 27 | +"import seaborn\n", |
| 28 | +"# for styling\n", |
| 29 | +"seaborn.set_style(\"darkgrid\")\n", |
| 30 | +"\n", |
| 31 | +"# initialize a new Google Trends Request Object\n", |
| 32 | +"pt = TrendReq(hl=\"en-US\", tz=360)" |
| 33 | + ] |
| 34 | + }, |
| 35 | + { |
| 36 | +"cell_type":"code", |
| 37 | +"execution_count":null, |
| 38 | +"metadata": { |
| 39 | +"id":"_3hktMxsLq4M" |
| 40 | + }, |
| 41 | +"outputs": [], |
| 42 | +"source": [ |
| 43 | +"# set the keyword & timeframe\n", |
| 44 | +"pt.build_payload([\"Python\",\"Java\"], timeframe=\"all\")" |
| 45 | + ] |
| 46 | + }, |
| 47 | + { |
| 48 | +"cell_type":"code", |
| 49 | +"execution_count":null, |
| 50 | +"metadata": { |
| 51 | +"colab": { |
| 52 | +"base_uri":"https://localhost:8080/", |
| 53 | +"height":455 |
| 54 | + }, |
| 55 | +"id":"5bj7PEPZLruO", |
| 56 | +"outputId":"94d313cb-c106-43e8-921f-edc7b7a82ec3" |
| 57 | + }, |
| 58 | +"outputs": [], |
| 59 | +"source": [ |
| 60 | +"# get the interest over time\n", |
| 61 | +"iot = pt.interest_over_time()\n", |
| 62 | +"iot" |
| 63 | + ] |
| 64 | + }, |
| 65 | + { |
| 66 | +"cell_type":"code", |
| 67 | +"execution_count":null, |
| 68 | +"metadata": { |
| 69 | +"colab": { |
| 70 | +"base_uri":"https://localhost:8080/", |
| 71 | +"height":406 |
| 72 | + }, |
| 73 | +"id":"BG8uQd3zLsw-", |
| 74 | +"outputId":"1f9d7327-bad5-4d05-8b1d-046c7527864c" |
| 75 | + }, |
| 76 | +"outputs": [], |
| 77 | +"source": [ |
| 78 | +"# plot it\n", |
| 79 | +"iot.plot(figsize=(10, 6))" |
| 80 | + ] |
| 81 | + }, |
| 82 | + { |
| 83 | +"cell_type":"code", |
| 84 | +"execution_count":null, |
| 85 | +"metadata": { |
| 86 | +"colab": { |
| 87 | +"base_uri":"https://localhost:8080/", |
| 88 | +"height":455 |
| 89 | + }, |
| 90 | +"id":"65qkNWguL8g-", |
| 91 | +"outputId":"43332253-4215-48f7-e25a-c4dcc2a9f99a" |
| 92 | + }, |
| 93 | +"outputs": [], |
| 94 | +"source": [ |
| 95 | +"# get hourly historical interest\n", |
| 96 | +"data = pt.get_historical_interest(\n", |
| 97 | +" [\"data science\"],\n", |
| 98 | +" cat=396,\n", |
| 99 | +" year_start=2022, month_start=1, day_start=1, hour_start=0,\n", |
| 100 | +" year_end=2022, month_end=2, day_end=10, hour_end=23,\n", |
| 101 | +")\n", |
| 102 | +"data" |
| 103 | + ] |
| 104 | + }, |
| 105 | + { |
| 106 | +"cell_type":"code", |
| 107 | +"execution_count":null, |
| 108 | +"metadata": { |
| 109 | +"id":"NYoPNiSiVWFo" |
| 110 | + }, |
| 111 | +"outputs": [], |
| 112 | +"source": [ |
| 113 | +"# the keyword to extract data\n", |
| 114 | +"kw =\"python\"\n", |
| 115 | +"pt.build_payload([kw], timeframe=\"all\")\n", |
| 116 | +"# get the interest by country\n", |
| 117 | +"ibr = pt.interest_by_region(\"COUNTRY\", inc_low_vol=True, inc_geo_code=True)" |
| 118 | + ] |
| 119 | + }, |
| 120 | + { |
| 121 | +"cell_type":"code", |
| 122 | +"execution_count":null, |
| 123 | +"metadata": { |
| 124 | +"colab": { |
| 125 | +"base_uri":"https://localhost:8080/" |
| 126 | + }, |
| 127 | +"id":"bjWBRVS-XNfo", |
| 128 | +"outputId":"db776b26-2487-4ba1-d096-9c84dec93d1f" |
| 129 | + }, |
| 130 | +"outputs": [], |
| 131 | +"source": [ |
| 132 | +"# sort the countries by interest\n", |
| 133 | +"ibr[kw].sort_values(ascending=False)" |
| 134 | + ] |
| 135 | + }, |
| 136 | + { |
| 137 | +"cell_type":"code", |
| 138 | +"execution_count":null, |
| 139 | +"metadata": { |
| 140 | +"colab": { |
| 141 | +"base_uri":"https://localhost:8080/", |
| 142 | +"height":833 |
| 143 | + }, |
| 144 | +"id":"ny8R1DKBXON4", |
| 145 | +"outputId":"8abbf1af-a186-42ea-91a2-56c5bd165f7d" |
| 146 | + }, |
| 147 | +"outputs": [], |
| 148 | +"source": [ |
| 149 | +"# get related topics of the keyword\n", |
| 150 | +"rt = pt.related_topics()\n", |
| 151 | +"rt[kw][\"top\"]" |
| 152 | + ] |
| 153 | + }, |
| 154 | + { |
| 155 | +"cell_type":"code", |
| 156 | +"execution_count":null, |
| 157 | +"metadata": { |
| 158 | +"colab": { |
| 159 | +"base_uri":"https://localhost:8080/", |
| 160 | +"height":833 |
| 161 | + }, |
| 162 | +"id":"dCXqM2uBXv7M", |
| 163 | +"outputId":"686c8144-50f5-445c-929f-dfda1494a38b" |
| 164 | + }, |
| 165 | +"outputs": [], |
| 166 | +"source": [ |
| 167 | +"# get related queries to previous keyword\n", |
| 168 | +"rq = pt.related_queries()\n", |
| 169 | +"rq[kw][\"top\"]" |
| 170 | + ] |
| 171 | + }, |
| 172 | + { |
| 173 | +"cell_type":"code", |
| 174 | +"execution_count":null, |
| 175 | +"metadata": { |
| 176 | +"colab": { |
| 177 | +"base_uri":"https://localhost:8080/" |
| 178 | + }, |
| 179 | +"id":"FYCQ-ejxZv40", |
| 180 | +"outputId":"2ee09da5-6d19-4ba1-c44a-5dd15a683387" |
| 181 | + }, |
| 182 | +"outputs": [], |
| 183 | +"source": [ |
| 184 | +"# get suggested searches\n", |
| 185 | +"pt.suggestions(\"python\")" |
| 186 | + ] |
| 187 | + }, |
| 188 | + { |
| 189 | +"cell_type":"code", |
| 190 | +"execution_count":null, |
| 191 | +"metadata": { |
| 192 | +"colab": { |
| 193 | +"base_uri":"https://localhost:8080/" |
| 194 | + }, |
| 195 | +"id":"jFvUTnBBaYTS", |
| 196 | +"outputId":"95ca6d7d-f801-467d-ade1-e2d5c009bcf5" |
| 197 | + }, |
| 198 | +"outputs": [], |
| 199 | +"source": [ |
| 200 | +"# another example of suggested searches\n", |
| 201 | +"pt.suggestions(\"America\")" |
| 202 | + ] |
| 203 | + }, |
| 204 | + { |
| 205 | +"cell_type":"code", |
| 206 | +"execution_count":null, |
| 207 | +"metadata": { |
| 208 | +"colab": { |
| 209 | +"base_uri":"https://localhost:8080/", |
| 210 | +"height":676 |
| 211 | + }, |
| 212 | +"id":"AEKb0IY0YLSx", |
| 213 | +"outputId":"8c4519ba-143b-48e2-fc87-b5c5d9a7d56f" |
| 214 | + }, |
| 215 | +"outputs": [], |
| 216 | +"source": [ |
| 217 | +"# trending searches per region\n", |
| 218 | +"ts = pt.trending_searches(pn=\"united_kingdom\")\n", |
| 219 | +"ts" |
| 220 | + ] |
| 221 | + }, |
| 222 | + { |
| 223 | +"cell_type":"code", |
| 224 | +"execution_count":null, |
| 225 | +"metadata": { |
| 226 | +"colab": { |
| 227 | +"base_uri":"https://localhost:8080/", |
| 228 | +"height":423 |
| 229 | + }, |
| 230 | +"id":"vFDybnL-YaiF", |
| 231 | +"outputId":"c826398b-6a1f-4bc2-f5b8-1c1b8ea8f0f8" |
| 232 | + }, |
| 233 | +"outputs": [], |
| 234 | +"source": [ |
| 235 | +"# real-time trending searches\n", |
| 236 | +"pt.realtime_trending_searches()" |
| 237 | + ] |
| 238 | + } |
| 239 | + ], |
| 240 | +"metadata": { |
| 241 | +"colab": { |
| 242 | +"collapsed_sections": [], |
| 243 | +"name":"Extracting-GoogleTrends-Data_PythonCodeTutorial.ipynb", |
| 244 | +"provenance": [] |
| 245 | + }, |
| 246 | +"kernelspec": { |
| 247 | +"display_name":"Python 3", |
| 248 | +"name":"python3" |
| 249 | + }, |
| 250 | +"language_info": { |
| 251 | +"name":"python" |
| 252 | + } |
| 253 | + }, |
| 254 | +"nbformat":4, |
| 255 | +"nbformat_minor":0 |
| 256 | +} |