├── .gitattributes ├── .gitignore ├── .ipynb_checkpoints └── Flatiron-checkpoint.ipynb ├── BeautifulSoup └── beautifulsoup_example.py ├── Celery └── tasks.py ├── JSON └── json_sample.py ├── Pickle ├── pickle_sample.py └── testfile ├── README.md ├── Tkinter └── sample_Tkinter.py ├── algorithms ├── binary_search.py ├── brute_knapsack.py ├── bubble_sort.py ├── dynamic_knapsack.py ├── insertion_sort.py ├── knapsack.py ├── merge_sort.py ├── quick_select.py ├── quick_sort.py └── selection_sort.py ├── avro ├── example.py ├── user.avsc └── users.avro ├── beautifulsoup └── sample_html_scrape.py ├── boto ├── amazon_boto3_sample.py ├── amazon_sample.py ├── ec2.py └── secret.py ├── click_cmd_line_interface ├── hello.py ├── hello_world_click.py └── setup.py ├── csv ├── csv_processing.py ├── csv_to_db.py └── funding.csv ├── data_structures ├── linkedlist.py ├── strings_permutation.py ├── strings_unique_chars.py ├── strings_url_space_replace.py └── test_linkedlist.py ├── django ├── drf │ ├── db.sqlite3 │ ├── drf │ │ ├── __init__.py │ │ ├── settings.py │ │ ├── urls.py │ │ └── wsgi.py │ ├── manage.py │ └── quickstart │ │ ├── __init__.py │ │ ├── admin.py │ │ ├── migrations │ │ └── __init__.py │ │ ├── models.py │ │ ├── serializers.py │ │ ├── tests.py │ │ └── views.py ├── rango │ ├── requirements.txt │ └── tango_project │ │ ├── db.sqlite3 │ │ ├── manage.py │ │ ├── rango │ │ ├── __init__.py │ │ ├── admin.py │ │ ├── models.py │ │ ├── tests.py │ │ ├── urls.py │ │ └── views.py │ │ └── tango_project │ │ ├── __init__.py │ │ ├── settings.py │ │ ├── urls.py │ │ └── wsgi.py └── westendly │ ├── .Python │ └── mysite │ ├── db.sqlite3 │ ├── manage.py │ ├── mysite │ ├── __init__.py │ ├── db.sqlite3 │ ├── settings.py │ ├── templates │ │ └── admin │ │ │ └── base_site.html │ ├── urls.py │ └── wsgi.py │ └── polls │ ├── __init__.py │ ├── admin.py │ ├── detail.html │ ├── models.py │ ├── static │ └── polls │ │ ├── images │ │ └── background.gif │ │ └── style.css │ ├── templates │ └── polls │ │ ├── detail.html │ │ ├── index.html │ │ └── results.html │ ├── tests.py │ ├── urls.py │ └── views.py ├── docopt └── docopt_example.py ├── docs ├── Makefile ├── make.bat └── source │ ├── conf.py │ └── index.rst ├── doctest ├── doctest_in_help.py ├── doctest_in_help.rst ├── doctest_simple.py ├── doctest_simple_with_docs.py ├── doctest_testfile.py └── doctest_unpredictable.py ├── elasticsearch └── simple_search.py ├── fabric ├── fabfile.py └── sample_fabric.py ├── faker ├── fakedata.xml └── faker_data_generator.py ├── ggplot └── sample_ggplot.py ├── googleappengine ├── guestbook │ ├── app.yaml │ └── guestbook.py ├── helloworld.html ├── helloworld │ ├── app.yaml │ └── helloworld.py ├── search.html └── test.py ├── hashlib_and_hmac └── hashing_sample.py ├── hdf5 ├── hdf5_pytables_example.py ├── my_store.h5 └── store.h5 ├── jenkins └── test_build.py ├── joblib ├── joblib_example.py ├── save_me.pk1 ├── save_me.pk1_01.npy ├── save_me.pk1_02.npy ├── save_me.pk1_03.npy ├── save_me.pk1_04.npy ├── save_me.pk1_05.npy ├── save_me.pk1_06.npy ├── save_me.pk1_07.npy ├── save_me.pk1_08.npy ├── save_me.pk1_09.npy ├── save_me.pk1_10.npy └── save_me.pk1_11.npy ├── learn.TODO ├── logging ├── sample_logging.py └── sample_msg_to_logstash.py ├── mapreduce └── mapreduce_example.py ├── matplotlib ├── backend_checker.py ├── my_picture.png └── simple_plot.py ├── mechanize ├── stock.csv └── stockprices.py ├── mock └── sample_mock.py ├── mongodb_class ├── final │ ├── question_4 │ │ ├── final4 │ │ │ └── final4 │ │ │ │ ├── blog.py │ │ │ │ ├── blogPostDAO.py │ │ │ │ ├── sessionDAO.py │ │ │ │ ├── userDAO.py │ │ │ │ ├── validate.py │ │ │ │ └── views │ │ │ │ ├── blog_template.tpl │ │ │ │ ├── entry_template.tpl │ │ │ │ ├── error_template.tpl │ │ │ │ ├── login.tpl │ │ │ │ ├── newpost_template.tpl │ │ │ │ ├── signup.tpl │ │ │ │ └── welcome.tpl │ │ └── posts.json │ └── question_7 │ │ └── final7 │ │ └── final7 │ │ ├── albums.json │ │ └── images.json ├── final_question1 ├── week1 │ ├── bottle_framework_url_handlers │ │ └── bottle_files │ │ │ ├── fruit_form.py │ │ │ ├── hello_world.py │ │ │ └── views │ │ │ ├── fruit_selection.tpl │ │ │ └── hello_world.tpl │ ├── bottle_framework_using_cookies │ │ └── bottle_files │ │ │ ├── fruit_form.py │ │ │ ├── hello_world.py │ │ │ └── views │ │ │ ├── fruit_selection.tpl │ │ │ └── hello_world.tpl │ ├── hello_world_mongo_style │ │ └── pymongo_getting_started.py │ ├── hello_world_on_a_web_server │ │ └── hello.py │ ├── homework_1_1 │ │ └── hw1-1 │ │ │ └── dump │ │ │ └── m101 │ │ │ ├── funnynumbers.bson │ │ │ ├── funnynumbers.metadata.json │ │ │ ├── hw1.bson │ │ │ └── hw1.metadata.json │ ├── homework_1_2 │ │ └── hw1-2.py │ ├── homework_1_3 │ │ └── hw1-3.py │ ├── installing_pymongo_mac │ │ └── pymongo_getting_started.py │ ├── installing_pymongo_windows │ │ └── pymongo_getting_started.py │ └── pymongo_exception_processing │ │ └── mongo_exception.py ├── week2 │ ├── hw2-3 │ │ ├── blog.py │ │ ├── sessionDAO.py │ │ ├── userDAO.py │ │ ├── validate.py │ │ └── views │ │ │ ├── blog_template.tpl │ │ │ ├── error_template.tpl │ │ │ ├── login.tpl │ │ │ ├── signup.tpl │ │ │ └── welcome.tpl │ ├── hw2.py │ ├── importing_from_reddit │ │ ├── read_reddit.py │ │ └── reddit.json │ ├── pymongo_find_and_modify │ │ └── using_find_and_modify.py │ ├── pymongo_find_find_one_and_cursors │ │ ├── create_student_collection.js │ │ └── using_find.py │ ├── pymongo_inserting │ │ ├── insert_quiz.py │ │ └── using_insert.py │ ├── pymongo_sort_skip_and_limit │ │ └── using_limit_skip_sort.py │ ├── pymongo_updating │ │ └── using_update.py │ ├── pymongo_upserts │ │ └── using_upsert.py │ ├── pymongo_using_a_regex │ │ └── using_regex.py │ ├── pymongo_using_dot_notation │ │ └── using_dot_notation.py │ ├── pymongo_using_field_selection │ │ └── using_find_with_selector.py │ └── pymongo_using_gt_and_lt │ │ └── find_using_gt_lt.py ├── week3 │ ├── handling_blobs │ │ └── using_gridfs │ │ │ ├── sample_128_mb.txt │ │ │ └── using_gridfs.py │ ├── homework_3_1 │ │ └── students.json │ ├── homework_3_2 │ │ ├── blog.py │ │ ├── blogPostDAO.py │ │ ├── sessionDAO.py │ │ ├── userDAO.py │ │ ├── validate.py │ │ └── views │ │ │ ├── blog_template.tpl │ │ │ ├── entry_template.tpl │ │ │ ├── error_template.tpl │ │ │ ├── login.tpl │ │ │ ├── newpost_template.tpl │ │ │ ├── signup.tpl │ │ │ └── welcome.tpl │ ├── homework_3_3 │ │ ├── blog.py │ │ ├── blogPostDAO.py │ │ ├── sessionDAO.py │ │ ├── userDAO.py │ │ ├── validate.py │ │ └── views │ │ │ ├── blog_template.tpl │ │ │ ├── entry_template.tpl │ │ │ ├── error_template.tpl │ │ │ ├── login.tpl │ │ │ ├── newpost_template.tpl │ │ │ ├── signup.tpl │ │ │ └── welcome.tpl │ └── hw3.py ├── week4 │ ├── homework_4_3 │ │ ├── blog.py │ │ ├── blogPostDAO.py │ │ ├── posts.json │ │ ├── sessionDAO.py │ │ ├── userDAO.py │ │ ├── validate.py │ │ └── views │ │ │ ├── blog_template.tpl │ │ │ ├── entry_template.tpl │ │ │ ├── error_template.tpl │ │ │ ├── login.tpl │ │ │ ├── newpost_template.tpl │ │ │ ├── signup.tpl │ │ │ └── welcome.tpl │ └── homework_4_4 │ │ └── sysprofile.json ├── week5 │ ├── compound_grouping │ │ ├── compound1.js │ │ └── simple_example1.js │ ├── double_group_stages │ │ ├── double_group.js │ │ └── single_group.js │ ├── double_unwind │ │ ├── double_unwind.js │ │ ├── reversing_double_unwind.js │ │ └── reversing_double_unwind2.js │ ├── homework_5_1 │ │ └── posts │ │ │ └── posts.json │ ├── homework_5_2_hands_on │ │ └── small_zips │ │ │ └── small_zips.json │ ├── homework_5_3_hands_on │ │ ├── grades │ │ │ └── grades.json │ │ └── hw5_3 │ ├── homework_5_4 │ │ └── zips.json │ ├── revisiting_first_and_last │ │ ├── first.js │ │ ├── first_phase1.js │ │ ├── first_phase2.js │ │ └── first_phase3.js │ ├── simple_aggregation_example │ │ ├── products.js │ │ └── simple_example.js │ ├── unwind_example │ │ └── blog_tags.js │ ├── using_addtoset │ │ └── using_addToSet.js │ ├── using_avg │ │ └── using_avg.js │ ├── using_limit_and_skip │ │ └── limit.js │ ├── using_match │ │ ├── match.js │ │ ├── match_and_group.js │ │ └── match_group_and_project.js │ ├── using_max_and_min │ │ └── using_max.js │ ├── using_project │ │ ├── quiz_using_project.js │ │ └── reshape_products.js │ ├── using_push │ │ └── using_push.js │ ├── using_sort │ │ └── sort.js │ ├── using_sum │ │ ├── quiz_sum_by_state.js │ │ └── using_sum.js │ └── using_unwind │ │ └── quiz_unwind.js └── week6 │ ├── building_a_sharded_environment │ └── init_sharded_env.sh │ ├── connecting_to_a_replica_set_from_pymongo │ └── pymongo_to_replicaset.py │ ├── creating_a_replica_set │ ├── create_replica_set.sh │ └── init_replica.js │ ├── detecting_failover │ └── better_failover.py │ ├── homework_6_5 │ └── validate.py │ ├── proper_handling_of_failover │ └── failover.py │ ├── what_happens_when_failover_occurs │ └── naive_failover.py │ └── write_concern_revisited │ └── simple_inserts.py ├── nltk ├── nltk_learn.py └── spiceworkswords.txt ├── numpy ├── array_matrix.py └── numpy_example.py ├── pandas ├── births1880.csv ├── categoricals.py ├── categoricals_grades.py ├── lesson1pandas.py ├── lesson2pandas.py ├── lesson3pandas.py ├── lesson4pandas.py ├── lookup.py ├── melt_example.py ├── pandas_plots.py ├── pandas_timestamp_joins.py ├── pandas_trellis_plot.py ├── pivot_categorical.py ├── python_data_analysis_merge.py ├── python_data_analysis_reshape.py ├── rand_pick.py ├── timeseries_example.py └── tips.csv ├── patsy └── patsy_example.ipynb ├── pyarrow ├── deathstar.parquet ├── parquet_example.py └── starships │ └── year=2014 │ └── month=12 │ └── day=10 │ ├── 69a1f1872d854c39a69ff24c0820889c.parquet │ ├── 7026c2af982a4564a92c7602b43976cf.parquet │ ├── 94d8ecfeb23642c4a73779e0427ce653.parquet │ └── 9ef633fb96d04eebb9a20c845a620b97.parquet ├── pycrypto └── sample_pycrypto.py ├── pyglet └── helloworld.py ├── pyprind_progressbar └── pyprind_example.py ├── pyramid └── hellopyramid.py ├── pytesseract ├── pdf_example.py └── wh_example.py ├── pytest ├── test_class.py ├── test_sample.py └── test_sysexit.py ├── python.sublime-workspace ├── rabbitmq └── example_producer_consumer.py ├── random ├── another_line_shuffle.py └── random_line_shuffle.py ├── redis └── sample_redis.py ├── regex └── regex_sample.py ├── requests ├── asteroid_list_all.csv ├── example_requests.py └── spaceapps.py ├── requirements.txt ├── rest └── serializers.py ├── scipy ├── fishers_exact_example.py ├── scipy_example.py └── scipy_stats_example.py ├── seaborn ├── ebola_timeseries_plot.ipynb └── seaborn_example.py ├── selenium └── simple_search.py ├── sklearn ├── SGDClassifier_example.py ├── credit_prediction.py ├── cross_validation_example.py ├── grid_search_digits_example.py ├── grid_search_text_feature_extraction.py ├── gridsearchcv_example.py ├── iris_example.py ├── nytimes_article.py └── pipeline_example.py ├── sqlalchemy ├── README.md ├── sqlexpressionlanguage.py └── sqlorm.py ├── starcluster ├── machinelearn.sublime-project ├── machinelearn.sublime-workspace └── starcluster_sample.py ├── statsmodels ├── Regression & Regularization.ipynb └── Statistical Data 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