diff --git a/mapReduce_exp.ipynb b/mapReduce_exp.ipynb new file mode 100644 index 0000000..2ff3b52 --- /dev/null +++ b/mapReduce_exp.ipynb @@ -0,0 +1,514 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
hourA1A2A3
02642324
\n", + "
" + ], + "text/plain": [ + " hour A1 A2 A3\n", + "0 2 64 23 24" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import csv\n", + "import plotly\n", + "#MAPPER\n", + "\n", + "mapper = open(\"mapper.txt\", \"w\")\n", + "k = 1\n", + "for j in range(3):\n", + " df = pd.read_csv(\"Visualization.csv\",skiprows=[i for i in range(1,k)], nrows=12)\n", + " df1 = df[['A1','A2','A3','hour']]\n", + " df2 = df1.groupby(['hour']).sum().reset_index()\n", + " df2.to_csv('AREA_TRAFFIC.csv')\n", + " with open('AREA_TRAFFIC.csv', 'r') as f:\n", + " csvreader = csv.reader(f)\n", + " next(csvreader)\n", + " for row in csvreader:\n", + " cnt1 = int(row[2])\n", + " cnt2 = int(row[3])\n", + " cnt3 = int(row[4])\n", + " mapper.write(\"A1\"+\"\\t\"+row[2]+\"\\t\")\n", + " mapper.write(\"A2\"+\"\\t\"+row[3]+\"\\t\")\n", + " mapper.write(\"A3\"+\"\\t\"+row[4]+\"\\t\")\n", + " k = k + 12\n", + "mapper.close()\n", + "df2" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "#REDUCER\n", + "bar_chart = open(\"vehicle_per_2_hours.csv\", \"w\")\n", + "bar_chart.write(\"year,value\"+\"\\n\")\n", + "\n", + "reducer = open(\"reducer.txt\", \"w\")\n", + "red = open('mapper.txt', 'r') \n", + "Lines = red.readlines() \n", + "for l in Lines:\n", + " l2 = l.split('\\t')\n", + "a1_count = 0\n", + "a2_count = 0\n", + "a3_count = 0\n", + "for i in range(len(l2)):\n", + " if(l2[i] == 'A1'):\n", + " a1_count = a1_count + int(l2[i+1])\n", + " if(l2[i] == 'A2'):\n", + " a2_count = a2_count + int(l2[i+1])\n", + " if(l2[i] == 'A3'):\n", + " a3_count = a3_count + int(l2[i+1])\n", + "reducer.write(\"A1\"+\"\\t\"+str(a1_count)+\"\\n\")\n", + "reducer.write(\"A2\"+\"\\t\"+str(a2_count)+\"\\n\")\n", + "reducer.write(\"A3\"+\"\\t\"+str(a3_count)+\"\\n\")\n", + "bar_chart.write(\"A1,\"+str(a1_count))\n", + "bar_chart.write(\"\\n\")\n", + "bar_chart.write(\"A2,\"+str(a2_count))\n", + "bar_chart.write(\"\\n\")\n", + "bar_chart.write(\"A3,\"+str(a3_count))\n", + "bar_chart.close()\n", + "reducer.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "from fbprophet import Prophet" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\admin\\AppData\\Roaming\\Python\\Python37\\site-packages\\pandas\\core\\frame.py:4303: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " errors=errors,\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
dsy
02015-10-04 00:00:003
12015-10-04 00:05:0012
22015-10-04 00:10:004
32015-10-04 00:15:009
42015-10-04 00:20:005
.........
264912016-01-03 23:35:005
264922016-01-03 23:40:009
264932016-01-03 23:45:007
264942016-01-03 23:50:0013
264952016-01-03 23:55:0011
\n", + "

26496 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " ds y\n", + "0 2015-10-04 00:00:00 3\n", + "1 2015-10-04 00:05:00 12\n", + "2 2015-10-04 00:10:00 4\n", + "3 2015-10-04 00:15:00 9\n", + "4 2015-10-04 00:20:00 5\n", + "... ... ..\n", + "26491 2016-01-03 23:35:00 5\n", + "26492 2016-01-03 23:40:00 9\n", + "26493 2016-01-03 23:45:00 7\n", + "26494 2016-01-03 23:50:00 13\n", + "26495 2016-01-03 23:55:00 11\n", + "\n", + "[26496 rows x 2 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv(\"Visualization.csv\")\n", + "df1 = df[['Date','A1']]\n", + "df1.rename(columns = {'Date':'ds','A1':'y'}, inplace = True) \n", + "df1" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "m = Prophet().fit(df4)\n", + "future = m.make_future_dataframe(periods=300, freq='H')\n", + "fcst = m.predict(future)\n", + "fig = m.plot(fcst)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "from IPython.core.display import HTML" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + "\n", + "\n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + "\n", + "\n", + " " + ], + "text/plain": [ + "" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "HTML('''\n", + " \n", + "\n", + "\n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + "\n", + "\n", + " ''')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}