{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 10 minutes to Koalas\n", "\n", "This is a short introduction to Koalas, geared mainly for new users. This notebook shows you some key differences between pandas and Koalas. You can run this examples by yourself on a live notebook [here](https://mybinder.org/v2/gh/databricks/koalas/master?filepath=docs%2Fsource%2Fgetting_started%2F10min.ipynb). For Databricks Runtime, you can import and run [the current .ipynb file](https://raw.githubusercontent.com/databricks/koalas/master/docs/source/getting_started/10min.ipynb) out of the box. Try it on [Databricks Community Edition](https://community.cloud.databricks.com/) for free.\n", "\n", "Customarily, we import Koalas as follows:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import databricks.koalas as ks\n", "from pyspark.sql import SparkSession" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Object Creation\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Creating a Koalas Series by passing a list of values, letting Koalas create a default integer index:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "s = ks.Series([1, 3, 5, np.nan, 6, 8])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 1.0\n", "1 3.0\n", "2 5.0\n", "3 NaN\n", "4 6.0\n", "5 8.0\n", "dtype: float64" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Creating a Koalas DataFrame by passing a dict of objects that can be converted to series-like." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "kdf = ks.DataFrame(\n", " {'a': [1, 2, 3, 4, 5, 6],\n", " 'b': [100, 200, 300, 400, 500, 600],\n", " 'c': [\"one\", \"two\", \"three\", \"four\", \"five\", \"six\"]},\n", " index=[10, 20, 30, 40, 50, 60])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " a b c\n", "10 1 100 one\n", "20 2 200 two\n", "30 3 300 three\n", "40 4 400 four\n", "50 5 500 five\n", "60 6 600 six" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kdf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Creating a pandas DataFrame by passing a numpy array, with a datetime index and labeled columns:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "dates = pd.date_range('20130101', periods=6)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DatetimeIndex(['2013-01-01', '2013-01-02', '2013-01-03', '2013-01-04',\n", " '2013-01-05', '2013-01-06'],\n", " dtype='datetime64[ns]', freq='D')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dates" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "pdf = pd.DataFrame(np.random.randn(6, 4), index=dates, columns=list('ABCD'))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ABCD
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2013-01-020.844961-0.9997710.1083560.109456
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" ], "text/plain": [ " A B C D\n", "2013-01-01 -0.621429 1.515041 -1.735483 -1.235009\n", "2013-01-02 0.844961 -0.999771 0.108356 0.109456\n", "2013-01-03 1.343862 -1.257980 0.099766 -0.137677\n", "2013-01-04 3.001767 -0.208167 -1.059449 0.312599\n", "2013-01-05 -0.035864 0.312126 0.252281 0.627551\n", "2013-01-06 -1.200404 0.276134 -0.344308 -0.367934" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pdf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, this pandas DataFrame can be converted to a Koalas DataFrame" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "kdf = ks.from_pandas(pdf)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "databricks.koalas.frame.DataFrame" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(kdf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks and behaves the same as a pandas DataFrame though" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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ABCD
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" ], "text/plain": [ " A B C D\n", "2013-01-01 -0.621429 1.515041 -1.735483 -1.235009\n", "2013-01-02 0.844961 -0.999771 0.108356 0.109456\n", "2013-01-03 1.343862 -1.257980 0.099766 -0.137677\n", "2013-01-04 3.001767 -0.208167 -1.059449 0.312599\n", "2013-01-05 -0.035864 0.312126 0.252281 0.627551\n", "2013-01-06 -1.200404 0.276134 -0.344308 -0.367934" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kdf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also, it is possible to create a Koalas DataFrame from Spark DataFrame. \n", "\n", "Creating a Spark DataFrame from pandas DataFrame" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "spark = SparkSession.builder.getOrCreate()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "sdf = spark.createDataFrame(pdf)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "+--------------------+--------------------+--------------------+--------------------+\n", "| A| B| C| D|\n", "+--------------------+--------------------+--------------------+--------------------+\n", "| -0.6214290839748133| 1.5150410562536945| -1.7354827055737831| -1.2350091172431052|\n", "| 0.8449607212376394| -0.9997705636655247| 0.10835607649858589| 0.1094555359929294|\n", "| 1.3438622379103737| -1.2579798113362755| 0.0997664833965215|-0.13767658889070905|\n", "| 3.001767403315059|-0.20816676142436616| -1.0594485090898984| 0.31259853367492724|\n", "|-0.03586387305407219| 0.3121259401964947| 0.2522808041799677| 0.6275512901423211|\n", "| -1.2004042904971255| 0.27613400857508563|-0.34430818441482375|-0.36793440398703187|\n", "+--------------------+--------------------+--------------------+--------------------+\n", "\n" ] } ], "source": [ "sdf.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Creating Koalas DataFrame from Spark DataFrame.\n", "`to_koalas()` is automatically attached to Spark DataFrame and available as an API when Koalas is imported." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "kdf = sdf.to_koalas()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ABCD
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ABCD
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ABCD
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ABCD
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0-0.6214291.515041-1.735483-1.235009
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" ], "text/plain": [ " A B C D\n", "2 1.343862 -1.257980 0.099766 -0.137677\n", "1 0.844961 -0.999771 0.108356 0.109456\n", "3 3.001767 -0.208167 -1.059449 0.312599\n", "5 -1.200404 0.276134 -0.344308 -0.367934\n", "4 -0.035864 0.312126 0.252281 0.627551\n", "0 -0.621429 1.515041 -1.735483 -1.235009" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kdf.sort_values(by='B')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Missing Data\n", "Koalas primarily uses the value `np.nan` to represent missing data. It is by default not included in computations. \n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "pdf1 = pdf.reindex(index=dates[0:4], columns=list(pdf.columns) + ['E'])" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "pdf1.loc[dates[0]:dates[1], 'E'] = 1" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "kdf1 = ks.from_pandas(pdf1)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ABCDE
2013-01-01-0.6214291.515041-1.735483-1.2350091.0
2013-01-020.844961-0.9997710.1083560.1094561.0
2013-01-031.343862-1.2579800.099766-0.137677NaN
2013-01-043.001767-0.208167-1.0594490.312599NaN
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" ], "text/plain": [ " A B C D E\n", "2013-01-01 -0.621429 1.515041 -1.735483 -1.235009 1.0\n", "2013-01-02 0.844961 -0.999771 0.108356 0.109456 1.0\n", "2013-01-03 1.343862 -1.257980 0.099766 -0.137677 NaN\n", "2013-01-04 3.001767 -0.208167 -1.059449 0.312599 NaN" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kdf1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To drop any rows that have missing data." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ABCDE
2013-01-01-0.6214291.515041-1.735483-1.2350091.0
2013-01-020.844961-0.9997710.1083560.1094561.0
\n", "
" ], "text/plain": [ " A B C D E\n", "2013-01-01 -0.621429 1.515041 -1.735483 -1.235009 1.0\n", "2013-01-02 0.844961 -0.999771 0.108356 0.109456 1.0" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kdf1.dropna(how='any')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Filling missing data." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ABCDE
2013-01-01-0.6214291.515041-1.735483-1.2350091.0
2013-01-020.844961-0.9997710.1083560.1094561.0
2013-01-031.343862-1.2579800.099766-0.1376775.0
2013-01-043.001767-0.208167-1.0594490.3125995.0
\n", "
" ], "text/plain": [ " A B C D E\n", "2013-01-01 -0.621429 1.515041 -1.735483 -1.235009 1.0\n", "2013-01-02 0.844961 -0.999771 0.108356 0.109456 1.0\n", "2013-01-03 1.343862 -1.257980 0.099766 -0.137677 5.0\n", "2013-01-04 3.001767 -0.208167 -1.059449 0.312599 5.0" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kdf1.fillna(value=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Operations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stats\n", "Operations in general exclude missing data.\n", "\n", "Performing a descriptive statistic:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "A 0.555482\n", "B -0.060436\n", "C -0.446473\n", "D -0.115169\n", "dtype: float64" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kdf.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Spark Configurations\n", "\n", "Various configurations in PySpark could be applied internally in Koalas.\n", "For example, you can enable Arrow optimization to hugely speed up internal pandas conversion. See PySpark Usage Guide for Pandas with Apache Arrow." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "prev = spark.conf.get(\"spark.sql.execution.arrow.enabled\") # Keep its default value.\n", "ks.set_option(\"compute.default_index_type\", \"distributed\") # Use default index prevent overhead.\n", "import warnings\n", "warnings.filterwarnings(\"ignore\") # Ignore warnings coming from Arrow optimizations." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "311 ms ± 30.2 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "spark.conf.set(\"spark.sql.execution.arrow.enabled\", True)\n", "%timeit ks.range(300000).to_pandas()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.25 s ± 29.7 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "spark.conf.set(\"spark.sql.execution.arrow.enabled\", False)\n", "%timeit ks.range(300000).to_pandas()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "ks.reset_option(\"compute.default_index_type\")\n", "spark.conf.set(\"spark.sql.execution.arrow.enabled\", prev) # Set its default value back." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grouping\n", "By “group by” we are referring to a process involving one or more of the following steps:\n", "\n", "- Splitting the data into groups based on some criteria\n", "- Applying a function to each group independently\n", "- Combining the results into a data structure" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "kdf = ks.DataFrame({'A': ['foo', 'bar', 'foo', 'bar',\n", " 'foo', 'bar', 'foo', 'foo'],\n", " 'B': ['one', 'one', 'two', 'three',\n", " 'two', 'two', 'one', 'three'],\n", " 'C': np.random.randn(8),\n", " 'D': np.random.randn(8)})" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ABCD
0fooone0.392094-0.197885
1barone0.3972400.768301
2footwo-1.683135-0.210606
3barthree-1.776986-0.092022
4footwo-0.4993320.463287
5bartwo0.3869211.995358
6fooone-0.5147311.042816
7foothree0.1941861.745033
\n", "
" ], "text/plain": [ " A B C D\n", "0 foo one 0.392094 -0.197885\n", "1 bar one 0.397240 0.768301\n", "2 foo two -1.683135 -0.210606\n", "3 bar three -1.776986 -0.092022\n", "4 foo two -0.499332 0.463287\n", "5 bar two 0.386921 1.995358\n", "6 foo one -0.514731 1.042816\n", "7 foo three 0.194186 1.745033" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kdf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Grouping and then applying the [sum()](https://koalas.readthedocs.io/en/latest/reference/api/databricks.koalas.groupby.GroupBy.sum.html#databricks.koalas.groupby.GroupBy.sum) function to the resulting groups." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CD
A
bar-0.9928252.671637
foo-2.1109182.842644
\n", "
" ], "text/plain": [ " C D\n", "A \n", "bar -0.992825 2.671637\n", "foo -2.110918 2.842644" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kdf.groupby('A').sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Grouping by multiple columns forms a hierarchical index, and again we can apply the sum function." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CD
AB
fooone-0.1226370.844931
two-2.1824670.252681
barthree-1.776986-0.092022
foothree0.1941861.745033
bartwo0.3869211.995358
one0.3972400.768301
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" ], "text/plain": [ " C D\n", "A B \n", "foo one -0.122637 0.844931\n", " two -2.182467 0.252681\n", "bar three -1.776986 -0.092022\n", "foo three 0.194186 1.745033\n", "bar two 0.386921 1.995358\n", " one 0.397240 0.768301" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kdf.groupby(['A', 'B']).sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting\n", "See the Plotting docs." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "pser = pd.Series(np.random.randn(1000),\n", " index=pd.date_range('1/1/2000', periods=1000))" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "kser = ks.Series(pser)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "kser = kser.cummax()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "variable=0
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kdf.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting data in/out\n", "See the Input/Output\n", " docs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### CSV\n", "\n", "CSV is straightforward and easy to use. See here to write a CSV file and here to read a CSV file." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ABCD
0-0.821342-0.3251420.904636-0.925984
11.4987580.0457470.9046360.726606
21.4987580.0457470.9046360.726606
31.4987581.5340860.9046360.726606
41.4987581.5340860.9046360.726606
51.4987581.5340860.9046360.726606
61.4987581.5340860.9046360.726606
71.4987581.5340860.9046360.856176
81.4987581.5340860.9046360.856176
91.4987581.5340860.9046361.532448
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" ], "text/plain": [ " A B C D\n", "0 -0.821342 -0.325142 0.904636 -0.925984\n", "1 1.498758 0.045747 0.904636 0.726606\n", "2 1.498758 0.045747 0.904636 0.726606\n", "3 1.498758 1.534086 0.904636 0.726606\n", "4 1.498758 1.534086 0.904636 0.726606\n", "5 1.498758 1.534086 0.904636 0.726606\n", "6 1.498758 1.534086 0.904636 0.726606\n", "7 1.498758 1.534086 0.904636 0.856176\n", "8 1.498758 1.534086 0.904636 0.856176\n", "9 1.498758 1.534086 0.904636 1.532448" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kdf.to_csv('foo.csv')\n", "ks.read_csv('foo.csv').head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Parquet\n", "\n", "Parquet is an efficient and compact file format to read and write faster. See here to write a Parquet file and here to read a Parquet file." ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ABCD
0-0.821342-0.3251420.904636-0.925984
11.4987580.0457470.9046360.726606
21.4987580.0457470.9046360.726606
31.4987581.5340860.9046360.726606
41.4987581.5340860.9046360.726606
51.4987581.5340860.9046360.726606
61.4987581.5340860.9046360.726606
71.4987581.5340860.9046360.856176
81.4987581.5340860.9046360.856176
91.4987581.5340860.9046361.532448
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" ], "text/plain": [ " A B C D\n", "0 -0.821342 -0.325142 0.904636 -0.925984\n", "1 1.498758 0.045747 0.904636 0.726606\n", "2 1.498758 0.045747 0.904636 0.726606\n", "3 1.498758 1.534086 0.904636 0.726606\n", "4 1.498758 1.534086 0.904636 0.726606\n", "5 1.498758 1.534086 0.904636 0.726606\n", "6 1.498758 1.534086 0.904636 0.726606\n", "7 1.498758 1.534086 0.904636 0.856176\n", "8 1.498758 1.534086 0.904636 0.856176\n", "9 1.498758 1.534086 0.904636 1.532448" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kdf.to_parquet('bar.parquet')\n", "ks.read_parquet('bar.parquet').head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Spark IO\n", "\n", "In addition, Koalas fully support Spark's various datasources such as ORC and an external datasource. See here to write it to the specified datasource and here to read it from the datasource." ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ABCD
0-0.821342-0.3251420.904636-0.925984
11.4987580.0457470.9046360.726606
21.4987580.0457470.9046360.726606
31.4987581.5340860.9046360.726606
41.4987581.5340860.9046360.726606
51.4987581.5340860.9046360.726606
61.4987581.5340860.9046360.726606
71.4987581.5340860.9046360.856176
81.4987581.5340860.9046360.856176
91.4987581.5340860.9046361.532448
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" ], "text/plain": [ " A B C D\n", "0 -0.821342 -0.325142 0.904636 -0.925984\n", "1 1.498758 0.045747 0.904636 0.726606\n", "2 1.498758 0.045747 0.904636 0.726606\n", "3 1.498758 1.534086 0.904636 0.726606\n", "4 1.498758 1.534086 0.904636 0.726606\n", "5 1.498758 1.534086 0.904636 0.726606\n", "6 1.498758 1.534086 0.904636 0.726606\n", "7 1.498758 1.534086 0.904636 0.856176\n", "8 1.498758 1.534086 0.904636 0.856176\n", "9 1.498758 1.534086 0.904636 1.532448" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kdf.to_spark_io('zoo.orc', format=\"orc\")\n", "ks.read_spark_io('zoo.orc', format=\"orc\").head(10)" ] } ], "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": "3.7.8" } }, "nbformat": 4, "nbformat_minor": 1 }