diff --git a/README.md b/README.md
index 768a767f..a05ddc28 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,13 @@
# Data-Analysis
-Data Science Projects Using Python and a little R.
+# Here we give you a brief about what this project stands for and means to us along with what purpose it fulfills and what problem it solves
+ This is a Data Science Project Using Python Programming and a little R Programming.
-This repository is a place to share my code and notebooks for numerous data science projects.
+This repository is a place where I share my code and notebooks for numerous data science projects.
+# Little Plug
Many of these projects are written up on my [Towards Data Science Medium page](https://medium.com/@williamkoehrsen).
-
+# Little Plug Again;)
Reach me on Twitter [@koehrsen_will](https://twitter.com/@koehrsen_will)
+
+Feel free to fork my repos and do some awesome changes!
+Best changes will get merged with my project and also with my heart!;)
\ No newline at end of file
diff --git a/bayesian drake equation/poisson-development.ipynb b/bayesian drake equation/poisson-development.ipynb
index cf41c3b9..804c5528 100644
--- a/bayesian drake equation/poisson-development.ipynb
+++ b/bayesian drake equation/poisson-development.ipynb
@@ -61,6 +61,7 @@
],
"source": [
"# Standard Data Science Helpers\n",
+ "# The Basic Libraries we need to import to get started\n",
"import numpy as np\n",
"import pandas as pd\n",
"import scipy\n",
@@ -68,10 +69,11 @@
"# Extra options\n",
"pd.options.display.max_columns = 20\n",
"\n",
- "# Show all code cells outputs\n",
+ "# Code To Show all code cells outputs\n",
"from IPython.core.interactiveshell import InteractiveShell\n",
"InteractiveShell.ast_node_interactivity = 'all'\n",
"\n",
+ "# Importing some more libraries\n",
"import plotly.plotly as py\n",
"import plotly.graph_objs as go\n",
"import cufflinks\n",
@@ -146,7 +148,9 @@
"execution_count": null,
"metadata": {},
"outputs": [],
- "source": []
+ "source": [
+ "print(\"Have a great day:)\");\n"
+ ]
}
],
"metadata": {
diff --git a/example_notebook/k.ipynb b/example_notebook/k.ipynb
new file mode 100644
index 00000000..d8d93ec9
--- /dev/null
+++ b/example_notebook/k.ipynb
@@ -0,0 +1,184 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Introduction\n",
+ "State notebook purpose here"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Imports\n",
+ "Import libraries and write settings here."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2019-03-01T01:57:57.838379Z",
+ "start_time": "2019-03-01T01:57:35.320667Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ ""
+ ],
+ "text/vnd.plotly.v1+html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ ""
+ ],
+ "text/vnd.plotly.v1+html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Data manipulation\n",
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "\n",
+ "# Options for pandas\n",
+ "pd.options.display.max_columns = 50\n",
+ "pd.options.display.max_rows = 30\n",
+ "\n",
+ "# Display all cell outputs\n",
+ "from IPython.core.interactiveshell import InteractiveShell\n",
+ "InteractiveShell.ast_node_interactivity = 'all'\n",
+ "\n",
+ "from IPython import get_ipython\n",
+ "ipython = get_ipython()\n",
+ "\n",
+ "# autoreload extension\n",
+ "if 'autoreload' not in ipython.extension_manager.loaded:\n",
+ " %load_ext autoreload\n",
+ "\n",
+ "%autoreload 2\n",
+ "\n",
+ "# Visualizations\n",
+ "import plotly.plotly as py\n",
+ "import plotly.graph_objs as go\n",
+ "from plotly.offline import iplot, init_notebook_mode\n",
+ "init_notebook_mode(connected=True)\n",
+ "\n",
+ "import cufflinks as cf\n",
+ "cf.go_offline(connected=True)\n",
+ "cf.set_config_file(theme='white')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Analysis/Modeling\n",
+ "Do work here"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Results\n",
+ "Show graphs and stats here"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Conclusions and Next Steps\n",
+ "Summarize findings here"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "print(\"i love everyone\");"
+ ]
+ }
+ ],
+ "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": "3.6.5"
+ },
+ "toc": {
+ "base_numbering": 1,
+ "nav_menu": {},
+ "number_sections": true,
+ "sideBar": true,
+ "skip_h1_title": false,
+ "title_cell": "Table of Contents",
+ "title_sidebar": "Contents",
+ "toc_cell": false,
+ "toc_position": {},
+ "toc_section_display": true,
+ "toc_window_display": false
+ },
+ "varInspector": {
+ "cols": {
+ "lenName": 16,
+ "lenType": 16,
+ "lenVar": 40
+ },
+ "kernels_config": {
+ "python": {
+ "delete_cmd_postfix": "",
+ "delete_cmd_prefix": "del ",
+ "library": "var_list.py",
+ "varRefreshCmd": "print(var_dic_list())"
+ },
+ "r": {
+ "delete_cmd_postfix": ") ",
+ "delete_cmd_prefix": "rm(",
+ "library": "var_list.r",
+ "varRefreshCmd": "cat(var_dic_list()) "
+ }
+ },
+ "types_to_exclude": [
+ "module",
+ "function",
+ "builtin_function_or_method",
+ "instance",
+ "_Feature"
+ ],
+ "window_display": false
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/example_notebook/template-example.ipynb b/example_notebook/template-example.ipynb
index 80bc9067..d8d93ec9 100644
--- a/example_notebook/template-example.ipynb
+++ b/example_notebook/template-example.ipynb
@@ -113,7 +113,9 @@
"execution_count": null,
"metadata": {},
"outputs": [],
- "source": []
+ "source": [
+ "print(\"i love everyone\");"
+ ]
}
],
"metadata": {