forked from tdwojak/Python2017
876 lines
319 KiB
Plaintext
876 lines
319 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"# Analiza Danych w Pythonie: Pandas\n",
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"\n",
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"### Tomasz Dwojak\n",
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"\n",
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"### 16 grudnia 2017"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"## Dlaczego Python?"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"metadata": {
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"collapsed": true,
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"slideshow": {
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"slide_type": "skip"
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}
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},
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"outputs": [],
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"source": [
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"# Render our plots inline\n",
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"%matplotlib inline\n",
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"\n",
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"from __future__ import print_function\n",
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"\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"\n",
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"import matplotlib\n",
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"matplotlib.style.use('ggplot')\n",
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"\n",
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"plt.rcParams['figure.figsize'] = (15, 5)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {
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"collapsed": true,
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"outputs": [],
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"source": [
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"import pandas as pd"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"[ 7 7 8 2 18 12 17 1 12 4 8 6 18 3 5 10 3 17 2 9 8 8 12 1 9\n",
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" 16]\n"
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]
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}
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],
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"source": [
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"losowe = np.random.randint(1, 20, 26)\n",
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"print(losowe)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"## Series czyli szereg"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"0 7\n",
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"1 7\n",
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"2 8\n",
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"3 2\n",
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"4 18\n",
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"5 12\n",
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"6 17\n",
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"7 1\n",
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"8 12\n",
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"9 4\n",
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"10 8\n",
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"11 6\n",
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"12 18\n",
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"13 3\n",
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"14 5\n",
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"15 10\n",
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"16 3\n",
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"17 17\n",
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"18 2\n",
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"19 9\n",
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"20 8\n",
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"21 8\n",
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"22 12\n",
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"23 1\n",
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"24 9\n",
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"25 16\n",
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"dtype: int64\n"
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]
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}
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],
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"source": [
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"dane = pd.Series(losowe)\n",
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"print(dane)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"a 1\n",
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"b 2\n",
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"c 3\n",
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"d 4\n",
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"e 5\n",
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"dtype: int64\n"
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]
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}
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],
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"source": [
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"dane2 = pd.Series([1,2,3,4,5], index=['a', 'b', 'c', 'd', 'e'])\n",
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"print(dane2)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"26\n",
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"(26,)\n"
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]
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}
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],
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"source": [
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"print(len(dane))\n",
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"print(dane.shape)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"0 7\n",
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"1 7\n",
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"2 8\n",
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"3 2\n",
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"4 18\n",
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"dtype: int64\n",
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"21 8\n",
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"22 12\n",
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"23 1\n",
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"24 9\n",
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"25 16\n",
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"dtype: int64\n"
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]
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}
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],
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"source": [
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"print(dane.head())\n",
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"\n",
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"print(dane.tail())"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Średnia: 8.57692307692\n",
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"Mediana: 8.0\n"
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]
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}
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],
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"source": [
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"print(\"Średnia:\", dane.mean())\n",
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"print(\"Mediana:\", dane.median())"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Zbiór wartości: [ 7 8 2 18 12 17 1 4 6 3 5 10 9 16]\n",
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"Zliczanie 8 4\n",
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"12 3\n",
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"18 2\n",
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"17 2\n",
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"9 2\n",
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"7 2\n",
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"3 2\n",
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"2 2\n",
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"1 2\n",
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"16 1\n",
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"10 1\n",
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"6 1\n",
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"5 1\n",
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"4 1\n",
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"dtype: int64\n",
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"8 4\n",
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"12 3\n",
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"18 2\n",
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"17 2\n",
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"9 2\n",
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"dtype: int64\n"
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]
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}
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],
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"source": [
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"print(\"Zbiór wartości:\", dane.unique())\n",
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"print(\"Zliczanie\", dane.value_counts())\n",
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"print(dane.value_counts().head())"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 16,
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"count 26.000000\n",
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"mean 8.576923\n",
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"std 5.375300\n",
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"min 1.000000\n",
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"25% 4.250000\n",
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"50% 8.000000\n",
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"75% 12.000000\n",
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"max 18.000000\n",
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"dtype: float64\n"
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]
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}
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],
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"source": [
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"print(dane.describe())"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 17,
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"outputs": [
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{
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"data": {
|
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"text/plain": [
|
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"<matplotlib.axes._subplots.AxesSubplot at 0x7fb55af72d10>"
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]
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},
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"execution_count": 17,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"image/png": 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AgEQEGQAAQCKCDAAAIJGGUg7q7OyMDRs2RG9vbyxYsCBuuummcs8FAABQ84q+Qtbb2xuP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\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7fb593286a50>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dane.hist()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Indeksowanie"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"A 7\n",
|
|
"B 7\n",
|
|
"C 8\n",
|
|
"D 2\n",
|
|
"E 18\n",
|
|
"dtype: int64\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import string\n",
|
|
"litery = list(string.ascii_uppercase)\n",
|
|
"dane3 = pd.Series(losowe, index=litery)\n",
|
|
"print(dane3.head())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"18\n",
|
|
"P 10\n",
|
|
"Y 9\n",
|
|
"T 9\n",
|
|
"dtype: int64\n",
|
|
"B 7\n",
|
|
"C 8\n",
|
|
"D 2\n",
|
|
"E 18\n",
|
|
"dtype: int64\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(dane3['E'])\n",
|
|
"print(dane3[['P', 'Y', 'T']])\n",
|
|
"print(dane3['B':'E'])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Mapowanie"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"A 343\n",
|
|
"B 343\n",
|
|
"C 512\n",
|
|
"D 8\n",
|
|
"E 5832\n",
|
|
"F 1728\n",
|
|
"G 4913\n",
|
|
"H 1\n",
|
|
"I 1728\n",
|
|
"J 64\n",
|
|
"K 512\n",
|
|
"L 216\n",
|
|
"M 5832\n",
|
|
"N 27\n",
|
|
"O 125\n",
|
|
"P 1000\n",
|
|
"Q 27\n",
|
|
"R 4913\n",
|
|
"S 8\n",
|
|
"T 729\n",
|
|
"U 512\n",
|
|
"V 512\n",
|
|
"W 1728\n",
|
|
"X 1\n",
|
|
"Y 729\n",
|
|
"Z 4096\n",
|
|
"dtype: int64\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"def cube(x):\n",
|
|
" return x ** 3\n",
|
|
"print(dane3.map(cube))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### DataFrame (ramka danych)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[('a', 'A'), ('b', 'B'), ('c', 'C'), ('d', 'D'), ('e', 'E'), ('f', 'F'), ('g', 'G'), ('h', 'H'), ('i', 'I'), ('j', 'J'), ('k', 'K'), ('l', 'L'), ('m', 'M'), ('n', 'N'), ('o', 'O'), ('p', 'P'), ('q', 'Q'), ('r', 'R'), ('s', 'S'), ('t', 'T'), ('u', 'U'), ('v', 'V'), ('w', 'W'), ('x', 'X'), ('y', 'Y'), ('z', 'Z')]\n",
|
|
" 0 1\n",
|
|
"0 a A\n",
|
|
"1 b B\n",
|
|
"2 c C\n",
|
|
"3 d D\n",
|
|
"4 e E\n",
|
|
"5 f F\n",
|
|
"6 g G\n",
|
|
"7 h H\n",
|
|
"8 i I\n",
|
|
"9 j J\n",
|
|
"10 k K\n",
|
|
"11 l L\n",
|
|
"12 m M\n",
|
|
"13 n N\n",
|
|
"14 o O\n",
|
|
"15 p P\n",
|
|
"16 q Q\n",
|
|
"17 r R\n",
|
|
"18 s S\n",
|
|
"19 t T\n",
|
|
"20 u U\n",
|
|
"21 v V\n",
|
|
"22 w W\n",
|
|
"23 x X\n",
|
|
"24 y Y\n",
|
|
"25 z Z\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"wielkie = list(string.ascii_uppercase)\n",
|
|
"male = list(string.ascii_lowercase)\n",
|
|
"surowe = list(zip(male, wielkie))\n",
|
|
"print(surowe)\n",
|
|
"\n",
|
|
"dane = pd.DataFrame(surowe)\n",
|
|
"print(dane)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
" małe wielkie\n",
|
|
"0 a A\n",
|
|
"1 b B\n",
|
|
"2 c C\n",
|
|
"3 d D\n",
|
|
"4 e E\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"dane.columns = [\"małe\", \"wielkie\"]\n",
|
|
"print(dane.head())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"dane['losowe'] = np.random.randint(1, 20, 26)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"source": [
|
|
"## Wczytywanie danych"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"bike_data = pd.read_csv('bikes.csv', # ścieżka do pliku\n",
|
|
" sep=';', # separator\n",
|
|
" encoding='latin1', # kodowanie\n",
|
|
" parse_dates=['Date'], # kolumny, w których występują daty\n",
|
|
" dayfirst=True, # format dzień - miesiąc - rok\n",
|
|
" index_col='Date') # ustawienie indeksu na kolumnę Date"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 36,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Index([u'Berri 1', u'Brébeuf (données non disponibles)',\n",
|
|
" u'Côte-Sainte-Catherine', u'Maisonneuve 1', u'Maisonneuve 2',\n",
|
|
" u'du Parc', u'Pierre-Dupuy', u'Rachel1',\n",
|
|
" u'St-Urbain (données non disponibles)'],\n",
|
|
" dtype='object')\n",
|
|
" Berri 1 Brébeuf (données non disponibles) Côte-Sainte-Catherine \\\n",
|
|
"Date \n",
|
|
"2012-01-01 35 NaN 0 \n",
|
|
"2012-01-02 83 NaN 1 \n",
|
|
"2012-01-03 135 NaN 2 \n",
|
|
"2012-01-04 144 NaN 1 \n",
|
|
"2012-01-05 197 NaN 2 \n",
|
|
"\n",
|
|
" Maisonneuve 1 Maisonneuve 2 du Parc Pierre-Dupuy Rachel1 \\\n",
|
|
"Date \n",
|
|
"2012-01-01 38 51 26 10 16 \n",
|
|
"2012-01-02 68 153 53 6 43 \n",
|
|
"2012-01-03 104 248 89 3 58 \n",
|
|
"2012-01-04 116 318 111 8 61 \n",
|
|
"2012-01-05 124 330 97 13 95 \n",
|
|
"\n",
|
|
" St-Urbain (données non disponibles) \n",
|
|
"Date \n",
|
|
"2012-01-01 NaN \n",
|
|
"2012-01-02 NaN \n",
|
|
"2012-01-03 NaN \n",
|
|
"2012-01-04 NaN \n",
|
|
"2012-01-05 NaN \n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(bike_data.columns)\n",
|
|
"print(bike_data.head())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"source": [
|
|
"## Odwoływanie się do kolumn"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Date\n",
|
|
"2012-01-01 35\n",
|
|
"2012-01-02 83\n",
|
|
"2012-01-03 135\n",
|
|
"2012-01-04 144\n",
|
|
"2012-01-05 197\n",
|
|
"2012-01-06 146\n",
|
|
"2012-01-07 98\n",
|
|
"2012-01-08 95\n",
|
|
"2012-01-09 244\n",
|
|
"2012-01-10 397\n",
|
|
"2012-01-11 273\n",
|
|
"2012-01-12 157\n",
|
|
"2012-01-13 75\n",
|
|
"2012-01-14 32\n",
|
|
"2012-01-15 54\n",
|
|
"2012-01-16 168\n",
|
|
"2012-01-17 155\n",
|
|
"2012-01-18 139\n",
|
|
"2012-01-19 191\n",
|
|
"2012-01-20 161\n",
|
|
"2012-01-21 53\n",
|
|
"2012-01-22 71\n",
|
|
"2012-01-23 210\n",
|
|
"2012-01-24 299\n",
|
|
"2012-01-25 334\n",
|
|
"2012-01-26 306\n",
|
|
"2012-01-27 91\n",
|
|
"2012-01-28 80\n",
|
|
"2012-01-29 87\n",
|
|
"2012-01-30 219\n",
|
|
" ... \n",
|
|
"2012-10-07 1580\n",
|
|
"2012-10-08 1854\n",
|
|
"2012-10-09 4787\n",
|
|
"2012-10-10 3115\n",
|
|
"2012-10-11 3746\n",
|
|
"2012-10-12 3169\n",
|
|
"2012-10-13 1783\n",
|
|
"2012-10-14 587\n",
|
|
"2012-10-15 3292\n",
|
|
"2012-10-16 3739\n",
|
|
"2012-10-17 4098\n",
|
|
"2012-10-18 4671\n",
|
|
"2012-10-19 1313\n",
|
|
"2012-10-20 2011\n",
|
|
"2012-10-21 1277\n",
|
|
"2012-10-22 3650\n",
|
|
"2012-10-23 4177\n",
|
|
"2012-10-24 3744\n",
|
|
"2012-10-25 3735\n",
|
|
"2012-10-26 4290\n",
|
|
"2012-10-27 1857\n",
|
|
"2012-10-28 1310\n",
|
|
"2012-10-29 2919\n",
|
|
"2012-10-30 2887\n",
|
|
"2012-10-31 2634\n",
|
|
"2012-11-01 2405\n",
|
|
"2012-11-02 1582\n",
|
|
"2012-11-03 844\n",
|
|
"2012-11-04 966\n",
|
|
"2012-11-05 2247\n",
|
|
"Name: Berri 1, Length: 310, dtype: int64"
|
|
]
|
|
},
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"bike_data['Berri 1']"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x7fb576c24c50>"
|
|
]
|
|
},
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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MiaCYXtc/Or8mymqZoyyTRaLAZB5YWQ6/JrmPozGw7IQIZ1kMJ+54t4P+4V8Ff/O18M+/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\nRK5CYII=\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7fb576c380d0>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"bike_data[\"Berri 1\"].plot()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x7fb576a9b550>"
|
|
]
|
|
},
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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D8vLyyM/P5w9/+AMul4svv/ySO+64g7fffjtqPrt372bt2rU4nU6uuOIKbrrp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\nFCBlmULJU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yZSZ2Q2GaL4bpAV6BKrx8LMHTfAir0QlgXRkCxkDAhhwkPj1/upV3DxMmBs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TqoLwfVTHQQK1TBolCNAr1YsXg9A8l8azds6VpYY1+YLHaEzS4vpUZfNCTaSnn8vkquXY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\nh0a4sjAsoqs3EVmxHq1nBZ4eR1EFqib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kpqZSUFCAw+Ggra2N+fPnc/fddwPttVu5ciVt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\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7fb576aee190>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"bike_data.plot()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
""
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"celltoolbar": "Slideshow",
|
|
"kernelspec": {
|
|
"display_name": "Python 2",
|
|
"language": "python2",
|
|
"name": "python2"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 2.0
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|
},
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|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
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|
"pygments_lexer": "ipython2",
|
|
"version": "2.7.14"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 0
|
|
} |