Skip to content

Instantly share code, notes, and snippets.

@sslampa
Created July 11, 2015 04:50
Show Gist options
  • Save sslampa/529db12552f7e240ef33 to your computer and use it in GitHub Desktop.
Save sslampa/529db12552f7e240ef33 to your computer and use it in GitHub Desktop.
Team Archon 2
{
"metadata": {
"name": "",
"signature": "sha256:96e4557b24229e339e335431aac71ef9f4750143724d8b4180cc29d53a7b63c5"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"cd C:\\tmp"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"C:\\tmp\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"import datetime\n",
"import time\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import create_list\n",
"%matplotlib inline"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#amazhs, deernadia, hero_firebat, xixo, zalaehs, orange_hs\n",
"df = pd.read_csv(\"june_final.csv\", header=None, names=['id', 'name', 'followers', 'current_viewers', 'date_time'])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Extracts individual pieces to be used later for the new datetime\n",
"df['years'] = pd.DatetimeIndex(df['date_time']).year\n",
"df['months'] = pd.DatetimeIndex(df['date_time']).month\n",
"df['days'] = pd.DatetimeIndex(df['date_time']).day\n",
"df['hours'] = pd.DatetimeIndex(df['date_time']).hour\n",
"df['minutes'] = pd.DatetimeIndex(df['date_time']).minute"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"datetime_df = create_list.make_empty_dataframe(df)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#deernadia might also be streaming under nvidia\n",
"archon = ['amazhs', 'deernadia', 'hero_firebat', 'xixo', 'zalaehs', 'orange_hs', 'backspacehs', 'purpledrank_hs']\n",
"archon_df = df[df['name'].isin(archon)]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"create_list.clean_date(archon_df)"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"archon_df_agg = archon_df.groupby('test').agg({'current_viewers': 'sum', 'followers': 'sum'})\n",
"archon_df_agg.reset_index(inplace=True)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"temp_df = pd.merge(datetime_df, archon_df_agg, how='outer', left_index=True, right_on='test')\n",
"temp_df.reset_index(inplace=True)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"temp_df['current_viewers'].fillna(0, inplace=True)\n",
"temp_df['week'] = pd.DatetimeIndex(temp_df['test']).week\n",
"temp_df['weekday'] = pd.DatetimeIndex(temp_df['test']).weekday"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"temp_df.drop(['index', 'A'], 1, inplace=True)\n",
"temp_df.set_index('test', inplace=True)\n",
"temp_df.index.name = None"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig2, axes= plt.subplots(nrows=1, ncols=2)\n",
"temp_df[(temp_df['week']==22) | (temp_df['week']==23)].plot(y='current_viewers', ax=axes[0], title='Week 1', figsize=(20,8))\n",
"temp_df[temp_df['week']==24].plot(y='current_viewers', ax=axes[1], title='Week 2')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 53,
"text": [
"<matplotlib.axes._subplots.AxesSubplot at 0x148f7bf0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABIwAAAH+CAYAAAD+hJXCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYERERERERERERB7/H45EzCCMvw7FAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x15f79270>"
]
}
],
"prompt_number": 53
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig3, axes= plt.subplots(nrows=1, ncols=2)\n",
"temp_df[temp_df['week']==25].plot(y='current_viewers', ax=axes[0], title='Week 3', figsize=(20,8))\n",
"temp_df[(temp_df['week']==26) | (temp_df['week']==27)].plot(y='current_viewers', ax=axes[1], title='Week 4')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 51,
"text": [
"<matplotlib.axes._subplots.AxesSubplot at 0x150cd170>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABIwAAAH+CAYAAAD+hJXCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x14dbd8f0>"
]
}
],
"prompt_number": 51
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment