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January 24, 2018 19:05
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from datetime import datetime\n", | |
| "import pandas as pd\n", | |
| "%matplotlib inline\n", | |
| "import matplotlib.pyplot as pyplot" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 24, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "data = {'date': ['2014-05-01 18:47:05.069722', '2014-05-01 18:47:05.119994', '2014-05-02 18:47:05.178768', '2014-05-02 18:47:05.230071', '2014-05-02 18:47:05.230071', '2014-05-02 18:47:05.280592', '2014-05-03 18:47:05.332662', '2014-05-03 18:47:05.385109', '2014-05-04 18:47:05.436523', '2014-05-04 18:47:05.486877'], \n", | |
| " 'battle_deaths': [34, 25, 26, 15, 15, 14, 26, 25, 62, 41]}\n", | |
| "df = pd.DataFrame(data, columns = ['date', 'battle_deaths'])\n", | |
| "df['date'] = pd.to_datetime(df['date'])\n", | |
| "df = df.set_index('date')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 26, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "dtype('<M8[ns]')" | |
| ] | |
| }, | |
| "execution_count": 26, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "df.index.dtype" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 30, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
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| "\n", | |
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| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>battle_deaths</th>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>date</th>\n", | |
| " <th></th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>2014-05-02 18:47:05.178768</th>\n", | |
| " <td>26</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2014-05-02 18:47:05.230071</th>\n", | |
| " <td>15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2014-05-02 18:47:05.230071</th>\n", | |
| " <td>15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2014-05-02 18:47:05.280592</th>\n", | |
| " <td>14</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2014-05-03 18:47:05.332662</th>\n", | |
| " <td>26</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2014-05-03 18:47:05.385109</th>\n", | |
| " <td>25</td>\n", | |
| " </tr>\n", | |
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| ], | |
| "text/plain": [ | |
| " battle_deaths\n", | |
| "date \n", | |
| "2014-05-02 18:47:05.178768 26\n", | |
| "2014-05-02 18:47:05.230071 15\n", | |
| "2014-05-02 18:47:05.230071 15\n", | |
| "2014-05-02 18:47:05.280592 14\n", | |
| "2014-05-03 18:47:05.332662 26\n", | |
| "2014-05-03 18:47:05.385109 25" | |
| ] | |
| }, | |
| "execution_count": 30, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "df['5/2/14':'5/3/14']" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 32, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
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| "<div>\n", | |
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| " .dataframe tbody tr th {\n", | |
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| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>battle_deaths</th>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>date</th>\n", | |
| " <th></th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>2014-05-04 18:47:05.436523</th>\n", | |
| " <td>62</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2014-05-04 18:47:05.486877</th>\n", | |
| " <td>41</td>\n", | |
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| "</div>" | |
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| "text/plain": [ | |
| " battle_deaths\n", | |
| "date \n", | |
| "2014-05-04 18:47:05.436523 62\n", | |
| "2014-05-04 18:47:05.486877 41" | |
| ] | |
| }, | |
| "execution_count": 32, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "df['5/4/14']" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### References\n", | |
| "- https://chrisalbon.com/python/data_wrangling/pandas_time_series_basics/\n", | |
| "- https://pandas.pydata.org/pandas-docs/stable/timeseries.html" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "anaconda-cloud": {}, | |
| "kernelspec": { | |
| "display_name": "Python [default]", | |
| "language": "python", | |
| "name": "python3" | |
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| "name": "ipython", | |
| "version": 3 | |
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| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.5.4" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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