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Presentation on theme: "Python Crash Course Numpy"— Presentation transcript: 1 Python Crash Course Numpy 2 Extra features required:Scientific Python? Extra features required: fast, multidimensional arrays libraries of reliable, tested scientific functions plotting tools NumPy is at the core of nearly every scientific Python application or module since it provides a fast N-d array datatype that can be manipulated in a vectorized form. 2 3 What is NumPy? NumPy is the fundamental package needed for scientific computing with Python. It contains: a powerful N-dimensional array object basic linear algebra functions basic Fourier transforms sophisticated random number capabilities tools for integrating Fortran code tools for integrating C/C++ code 4 Official documentation The NumPy book Example listNumPy documentation Official documentation The NumPy book Example list 5 Arrays – Numerical Python (Numpy)Lists ok for storing small amounts of one-dimensional data >>> a = [1,3,5,7,9] >>> print(a[2:4]) [5, 7] >>> b = [[1, 3, 5, 7, 9], [2, 4, 6, 8, 10]] >>> print(b[0]) [1, 3, 5, 7, 9] >>> print(b[1][2:4]) [6, 8] >>> a = [1,3,5,7,9] >>> b = [3,5,6,7,9] >>> c = a + b >>> print c [1, 3, 5, 7, 9, 3, 5, 6, 7, 9] But, can’t use directly with arithmetical operators (+, -, *, /, …) Need efficient arrays with arithmetic and better multidimensional tools Numpy Similar to lists, but much more capable, except fixed size >>> import numpy 6 Numpy – N-dimensional Array manpulationsThe fundamental library needed for scientific computing with Python is called NumPy. This Open Source library contains: a powerful N-dimensional array object advanced array slicing methods (to select array elements) convenient array reshaping methods and it even contains 3 libraries with numerical routines: basic linear algebra functions basic Fourier transforms sophisticated random number capabilities NumPy can be extended with C-code for functions where performance is

All accurate, machine-readable list of domain name suffixesii python 2.7.16-1 armhf interactive high-level object-oriented language (Python2 version)ii python-apt-common 1.8.4.1 all Python interface to libapt-pkg (locales)ii python-crypto 2.6.1-9+b1 armhf cryptographic algorithms and protocols for Pythonii python-dnspython 1.16.0-1 all DNS toolkit for Pythonii python-ldb 2:1.5.1+really1.4.6-3 armhf Python bindings for LDBii python-minimal 2.7.16-1 armhf minimal subset of the Python2 languageii python-rpi.gpio 0.7.0-0.1bpo10+1 armhf Module to control Raspberry Pi GPIO channels (Python 2)ii python-samba 2:4.9.5+dfsg-5+deb10u1+rpi1 armhf Python bindings for Sambaii python-talloc:armhf 2.1.14-2 armhf hierarchical pool based memory allocator - Python bindingsii python-tdb 1.3.16-2+b1 armhf Python bindings for TDBii python2 2.7.16-1 armhf interactive high-level object-oriented language (Python2 version)ii python2-minimal 2.7.16-1 armhf minimal subset of the Python2 languageii python2.7 2.7.16-2+deb10u1 armhf Interactive high-level object-oriented language (version 2.7)ii python2.7-minimal 2.7.16-2+deb10u1 armhf Minimal subset of the Python language (version 2.7)ii python3 3.7.3-1 armhf interactive high-level object-oriented language (default python3 version)ii python3-apt 1.8.4.1 armhf Python 3 interface to libapt-pkgii python3-cached-property 1.5.1-3 all Provides cached-property for decorating methods in classes (Python 3)ii python3-certifi 2018.8.24-1 all root certificates for validating SSL certs and verifying TLS hosts (python3)ii python3-chardet 3.0.4-3 all universal character encoding detector for Python3ii python3-click 7.0-1 all Wrapper around optparse for command line utilities - Python 3.xii python3-colorama 0.3.7-1 all Cross-platform colored terminal text in Python - Python 3.xii python3-crypto 2.6.1-9+b1 armhf cryptographic algorithms and protocols for Python 3ii python3-dateutil 2.7.3-3 all powerful extensions to the standard Python 3 datetime moduleii python3-dbus 1.2.8-3 armhf simple interprocess messaging system (Python 3 interface)ii python3-debconf 1.5.71 all interact with debconf from Python 3ii python3-dialog 3.4.0-1 all Python module for making simple terminal-based user interfacesii python3-distro 1.3.0-1 all Linux OS platform information APIii python3-idna 2.6-1 all Python IDNA2008 (RFC 5891) handling (Python 3)ii python3-jinja2 2.10-2 all small but fast and easy to use stand-alone template engineii python3-lxml:armhf 4.3.2-1 armhf pythonic binding for the

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Libxml2 and libxslt librariesii python3-markupsafe 1.1.0-1 armhf HTML/XHTML/XML string library for Python 3ii python3-minimal 3.7.3-1 armhf minimal subset of the Python language (default python3 version)ii python3-msgpack 0.5.6-1+b1 armhf Python 3 implementation of MessagePack formatii python3-natsort 6.0.0-1 all Natural sorting for Python (Python3)ii python3-netifaces 0.10.4-1+b1 armhf portable network interface information - Python 3.xii python3-pkg-resources 40.8.0-1 all Package Discovery and Resource Access using pkg_resourcesii python3-psutil 5.5.1-1 armhf module providing convenience functions for managing processes (Python3)ii python3-pyudev 0.21.0-1 all Python3 bindings for libudevii python3-requests 2.21.0-1 all elegant and simple HTTP library for Python3, built for human beingsii python3-six 1.12.0-1 all Python 2 and 3 compatibility library (Python 3 interface)ii python3-systemd 234-2+b1 armhf Python 3 bindings for systemdii python3-urllib3 1.24.1-1 all HTTP library with thread-safe connection pooling for Python3ii python3-yaml 3.13-2 armhf YAML parser and emitter for Python3ii python3-zmq 17.1.2-2 armhf Python3 bindings for 0MQ libraryii python3.7 3.7.3-2+deb10u1 armhf Interactive high-level object-oriented language (version 3.7)ii python3.7-minimal 3.7.3-2+deb10u1 armhf Minimal subset of the Python language (version 3.7)ii quota 4.04-2+deb10u1 armhf disk quota management toolsii quotatool 1:1.6.2-5 armhf non-interactive command line tool to edit disk quotasii raspberrypi-bootloader 1.20200601-1 armhf Raspberry Pi bootloaderii raspberrypi-kernel 1.20200601-1 armhf Raspberry Pi bootloaderii raspberrypi-sys-mods 20200514 armhf System tweaks for the Raspberry Piii raspbian-archive-keyring 20120528.2 all GnuPG archive keys of the raspbian archiveii raspi-config 20200601 all Raspberry Pi configuration toolii raspi-copies-and-fills 0.13 armhf ARM-accelerated versions of selected functions from string.hii readline-common 7.0-5 all GNU readline and history libraries, common filesii rfkill 2.33.1-0.1 armhf tool for enabling and disabling wireless devicesii rng-tools 2-unofficial-mt.14-1 armhf Daemon to use a Hardware TRNGii rpcbind 1.2.5-0.3+deb10u1 armhf converts RPC program numbers into universal addressesii rpi-eeprom 7.4-1 all Raspberry Pi 4 boot EEPROM updaterii rpi-update 20200409 all Raspberry Pi firmware updating toolii rpi.gpio-common:armhf 0.7.0-0.1bpo10+1 armhf Module to control Raspberry Pi GPIO channels (common files)ii rrdcached 1.7.1-2 armhf data