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Lists to CSV Converter 2.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Lists to CSV Converter 2.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyNrSNaeP4quk9UDJY7UmwmZ",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/pbeens/d7207d23fa98f127e7bc75ec6b7b407f/lists-to-csv-converter.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "55fTccsERlS0"
},
"source": [
"This utility will convert a series of lists into a CSV string for pasting into your favourite application. \n",
"\n",
"It utilizes Pandas for speed, so this will work particularly well if you have large lists of data.\n",
"\n",
"Be sure the length of each list is the same."
]
},
{
"cell_type": "code",
"metadata": {
"id": "QQoEHALBC1an"
},
"source": [
"import pandas as pd"
],
"execution_count": 1,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "GhhBUAJS-WaZ"
},
"source": [
"# initialize lists and an empty dict\n",
"\n",
"x = [1, 2, 3, 4, 5, 6, 7, 8, 9]\n",
"y1 = [1, 3, 5, 3, 1, 3, 5, 3, 1]\n",
"y2 = [2, 4, 6, 4, 2, 4, 6, 4, 2]\n",
"\n",
"d = {}"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 195
},
"id": "thhWPTNVDEib",
"outputId": "3b5a6cd7-5369-47b1-a3f8-68719bf9d74c"
},
"source": [
"# put lists in dict\n",
"\n",
"d['x'] = x\n",
"d['y1'] = y1\n",
"d['y2'] = y2\n",
"\n",
"# create dataframe\n",
"df = pd.DataFrame(d) \n",
"\n",
"# warm fuzzy feeling\n",
"df.head()"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"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",
" }\n",
"\n",
" .dataframe thead th {\n",
" 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>x</th>\n",
" <th>y1</th>\n",
" <th>y2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y1 y2\n",
"0 1 1 2\n",
"1 2 3 4\n",
"2 3 5 6\n",
"3 4 3 4\n",
"4 5 1 2"
]
},
"metadata": {
"tags": []
},
"execution_count": 3
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"id": "W-Wv77td_oF7",
"outputId": "abc83d57-f5d1-4097-f8c8-50409dd92759"
},
"source": [
"df.to_csv(index=False)\n",
"\n",
"# copy the output and paste into Google Sheets or Gist or..."
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
},
"text/plain": [
"'x,y1,y2\\n1,1,2\\n2,3,4\\n3,5,6\\n4,3,4\\n5,1,2\\n6,3,4\\n7,5,6\\n8,3,4\\n9,1,2\\n'"
]
},
"metadata": {
"tags": []
},
"execution_count": 4
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "kNOS7uazRGSy"
},
"source": [
"If pasting into Google Sheets, choose the **Split text to columns** option.\n",
"\n",
"\n",
"![image.png](data:image/png;base64,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)"
]
}
]
}
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