From a8cc9ff85eefd9007db28c6750ba1c427064e0ab Mon Sep 17 00:00:00 2001 From: Shristi Rawat Date: Thu, 31 Oct 2024 15:29:33 +0530 Subject: [PATCH] updation of incorrect variable names --- ...koverflow_Survey_Analysis-checkpoint.ipynb | 2071 +++++++++-------- Stackoverflow_Survey_Analysis.ipynb | 2011 ++++++++-------- 2 files changed, 2214 insertions(+), 1868 deletions(-) diff --git a/.ipynb_checkpoints/Stackoverflow_Survey_Analysis-checkpoint.ipynb b/.ipynb_checkpoints/Stackoverflow_Survey_Analysis-checkpoint.ipynb index 4441017..577b0ff 100644 --- a/.ipynb_checkpoints/Stackoverflow_Survey_Analysis-checkpoint.ipynb +++ b/.ipynb_checkpoints/Stackoverflow_Survey_Analysis-checkpoint.ipynb @@ -17,7 +17,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -59,45 +59,200 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Stackoverflow 2018 Dataset" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": {}, "outputs": [ { - "ename": "FileNotFoundError", - "evalue": "[Errno 2] No such file or directory: 'Data/survey_results_public_2018.csv'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[4], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m df2018 \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mData/survey_results_public_2018.csv\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 2\u001b[0m df2019 \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mData/survey_results_public_2019.csv\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 4\u001b[0m df2018\u001b[38;5;241m.\u001b[39mhead(\u001b[38;5;241m3\u001b[39m)\n", - "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\util\\_decorators.py:211\u001b[0m, in \u001b[0;36mdeprecate_kwarg.._deprecate_kwarg..wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 209\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 210\u001b[0m kwargs[new_arg_name] \u001b[38;5;241m=\u001b[39m new_arg_value\n\u001b[1;32m--> 211\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", - "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\util\\_decorators.py:331\u001b[0m, in \u001b[0;36mdeprecate_nonkeyword_arguments..decorate..wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 325\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(args) \u001b[38;5;241m>\u001b[39m num_allow_args:\n\u001b[0;32m 326\u001b[0m warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[0;32m 327\u001b[0m msg\u001b[38;5;241m.\u001b[39mformat(arguments\u001b[38;5;241m=\u001b[39m_format_argument_list(allow_args)),\n\u001b[0;32m 328\u001b[0m \u001b[38;5;167;01mFutureWarning\u001b[39;00m,\n\u001b[0;32m 329\u001b[0m stacklevel\u001b[38;5;241m=\u001b[39mfind_stack_level(),\n\u001b[0;32m 330\u001b[0m )\n\u001b[1;32m--> 331\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", - "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:950\u001b[0m, in \u001b[0;36mread_csv\u001b[1;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, error_bad_lines, warn_bad_lines, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options)\u001b[0m\n\u001b[0;32m 935\u001b[0m kwds_defaults \u001b[38;5;241m=\u001b[39m _refine_defaults_read(\n\u001b[0;32m 936\u001b[0m dialect,\n\u001b[0;32m 937\u001b[0m delimiter,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 946\u001b[0m defaults\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdelimiter\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m,\u001b[39m\u001b[38;5;124m\"\u001b[39m},\n\u001b[0;32m 947\u001b[0m )\n\u001b[0;32m 948\u001b[0m kwds\u001b[38;5;241m.\u001b[39mupdate(kwds_defaults)\n\u001b[1;32m--> 950\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m _read(filepath_or_buffer, kwds)\n", - "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:605\u001b[0m, in \u001b[0;36m_read\u001b[1;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[0;32m 602\u001b[0m _validate_names(kwds\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnames\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m))\n\u001b[0;32m 604\u001b[0m \u001b[38;5;66;03m# Create the parser.\u001b[39;00m\n\u001b[1;32m--> 605\u001b[0m parser \u001b[38;5;241m=\u001b[39m TextFileReader(filepath_or_buffer, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds)\n\u001b[0;32m 607\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m chunksize \u001b[38;5;129;01mor\u001b[39;00m iterator:\n\u001b[0;32m 608\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m parser\n", - "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:1442\u001b[0m, in \u001b[0;36mTextFileReader.__init__\u001b[1;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[0;32m 1439\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m kwds[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[0;32m 1441\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles: IOHandles \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m-> 1442\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_make_engine(f, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mengine)\n", - "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:1735\u001b[0m, in \u001b[0;36mTextFileReader._make_engine\u001b[1;34m(self, f, engine)\u001b[0m\n\u001b[0;32m 1733\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m mode:\n\u001b[0;32m 1734\u001b[0m mode \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m-> 1735\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;241m=\u001b[39m get_handle(\n\u001b[0;32m 1736\u001b[0m f,\n\u001b[0;32m 1737\u001b[0m mode,\n\u001b[0;32m 1738\u001b[0m encoding\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mencoding\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m),\n\u001b[0;32m 1739\u001b[0m compression\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcompression\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m),\n\u001b[0;32m 1740\u001b[0m memory_map\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmemory_map\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mFalse\u001b[39;00m),\n\u001b[0;32m 1741\u001b[0m is_text\u001b[38;5;241m=\u001b[39mis_text,\n\u001b[0;32m 1742\u001b[0m errors\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mencoding_errors\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstrict\u001b[39m\u001b[38;5;124m\"\u001b[39m),\n\u001b[0;32m 1743\u001b[0m storage_options\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstorage_options\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m),\n\u001b[0;32m 1744\u001b[0m )\n\u001b[0;32m 1745\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m 1746\u001b[0m f \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles\u001b[38;5;241m.\u001b[39mhandle\n", - "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\io\\common.py:856\u001b[0m, in \u001b[0;36mget_handle\u001b[1;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[0m\n\u001b[0;32m 851\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(handle, \u001b[38;5;28mstr\u001b[39m):\n\u001b[0;32m 852\u001b[0m \u001b[38;5;66;03m# Check whether the filename is to be opened in binary mode.\u001b[39;00m\n\u001b[0;32m 853\u001b[0m \u001b[38;5;66;03m# Binary mode does not support 'encoding' and 'newline'.\u001b[39;00m\n\u001b[0;32m 854\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mencoding \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mmode:\n\u001b[0;32m 855\u001b[0m \u001b[38;5;66;03m# Encoding\u001b[39;00m\n\u001b[1;32m--> 856\u001b[0m handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mopen\u001b[39m(\n\u001b[0;32m 857\u001b[0m handle,\n\u001b[0;32m 858\u001b[0m ioargs\u001b[38;5;241m.\u001b[39mmode,\n\u001b[0;32m 859\u001b[0m encoding\u001b[38;5;241m=\u001b[39mioargs\u001b[38;5;241m.\u001b[39mencoding,\n\u001b[0;32m 860\u001b[0m errors\u001b[38;5;241m=\u001b[39merrors,\n\u001b[0;32m 861\u001b[0m newline\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m 862\u001b[0m )\n\u001b[0;32m 863\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 864\u001b[0m \u001b[38;5;66;03m# Binary mode\u001b[39;00m\n\u001b[0;32m 865\u001b[0m handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mopen\u001b[39m(handle, ioargs\u001b[38;5;241m.\u001b[39mmode)\n", - "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'Data/survey_results_public_2018.csv'" - ] + "data": { + "text/html": [ + "
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RespondentHobbyOpenSourceCountryStudentEmploymentFormalEducationUndergradMajorCompanySizeDevType...ExerciseGenderSexualOrientationEducationParentsRaceEthnicityAgeDependentsMilitaryUSSurveyTooLongSurveyEasy
01YesNoKenyaNoEmployed part-timeBachelor’s degree (BA, BS, B.Eng., etc.)Mathematics or statistics20 to 99 employeesFull-stack developer...3 - 4 times per weekMaleStraight or heterosexualBachelor’s degree (BA, BS, B.Eng., etc.)Black or of African descent25 - 34 years oldYesNaNThe survey was an appropriate lengthVery easy
13YesYesUnited KingdomNoEmployed full-timeBachelor’s degree (BA, BS, B.Eng., etc.)A natural science (ex. biology, chemistry, phy...10,000 or more employeesDatabase administrator;DevOps specialist;Full-......Daily or almost every dayMaleStraight or heterosexualBachelor’s degree (BA, BS, B.Eng., etc.)White or of European descent35 - 44 years oldYesNaNThe survey was an appropriate lengthSomewhat easy
24YesYesUnited StatesNoEmployed full-timeAssociate degreeComputer science, computer engineering, or sof...20 to 99 employeesEngineering manager;Full-stack developer...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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3 rows × 129 columns

\n", + "
" + ], + "text/plain": [ + " Respondent Hobby OpenSource Country Student Employment \\\n", + "0 1 Yes No Kenya No Employed part-time \n", + "1 3 Yes Yes United Kingdom No Employed full-time \n", + "2 4 Yes Yes United States No Employed full-time \n", + "\n", + " FormalEducation \\\n", + "0 Bachelor’s degree (BA, BS, B.Eng., etc.) \n", + "1 Bachelor’s degree (BA, BS, B.Eng., etc.) \n", + "2 Associate degree \n", + "\n", + " UndergradMajor \\\n", + "0 Mathematics or statistics \n", + "1 A natural science (ex. biology, chemistry, phy... \n", + "2 Computer science, computer engineering, or sof... \n", + "\n", + " CompanySize \\\n", + "0 20 to 99 employees \n", + "1 10,000 or more employees \n", + "2 20 to 99 employees \n", + "\n", + " DevType ... \\\n", + "0 Full-stack developer ... \n", + "1 Database administrator;DevOps specialist;Full-... ... \n", + "2 Engineering manager;Full-stack developer ... \n", + "\n", + " Exercise Gender SexualOrientation \\\n", + "0 3 - 4 times per week Male Straight or heterosexual \n", + "1 Daily or almost every day Male Straight or heterosexual \n", + "2 NaN NaN NaN \n", + "\n", + " EducationParents RaceEthnicity \\\n", + "0 Bachelor’s degree (BA, BS, B.Eng., etc.) Black or of African descent \n", + "1 Bachelor’s degree (BA, BS, B.Eng., etc.) White or of European descent \n", + "2 NaN NaN \n", + "\n", + " Age Dependents MilitaryUS \\\n", + "0 25 - 34 years old Yes NaN \n", + "1 35 - 44 years old Yes NaN \n", + "2 NaN NaN NaN \n", + "\n", + " SurveyTooLong SurveyEasy \n", + "0 The survey was an appropriate length Very easy \n", + "1 The survey was an appropriate length Somewhat easy \n", + "2 NaN NaN \n", + "\n", + "[3 rows x 129 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "df2018 = pd.read_csv(r\"Data/survey_results_public_2018.csv\")\n", + "df2018 = pd.read_csv(r\"C:\\Users\\SHRISTI\\OneDrive\\Desktop\\GitHub\\survey_results_public_2018.csv\")\n", "df2018.head(3)" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -106,7 +261,7 @@ "(98855, 129)" ] }, - "execution_count": 10, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -126,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -137,7 +292,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -153,7 +308,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -163,7 +318,7 @@ }, { "cell_type": "code", - "execution_count": 561, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -174,7 +329,7 @@ }, { "cell_type": "code", - "execution_count": 562, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -208,9 +363,11 @@ " Hobby\n", " JobSatisfaction\n", " JobSearchStatus\n", - " LanguageDesireNextYear\n", + " ...\n", " LanguageWorkedWith\n", " OperatingSystem\n", + " PlatformDesireNextYear\n", + " PlatformWorkedWith\n", " RaceEthnicity\n", " SalaryType\n", " SalaryUSD\n", @@ -232,9 +389,11 @@ " Yes\n", " Extremely satisfied\n", " I’m not actively looking, but I am open to new...\n", - " JavaScript;Python;HTML;CSS\n", + " ...\n", " JavaScript;Python;HTML;CSS\n", " Linux-based\n", + " AWS;Azure;Linux;Firebase\n", + " AWS;Azure;Linux;Firebase\n", " Black or of African descent\n", " Monthly\n", " NaN\n", @@ -254,9 +413,11 @@ " Yes\n", " Moderately dissatisfied\n", " I am actively looking for a job\n", - " Go;Python\n", + " ...\n", " JavaScript;Python;Bash/Shell\n", " Linux-based\n", + " Linux\n", + " Linux\n", " White or of European descent\n", " Yearly\n", " 70841.0\n", @@ -266,6 +427,7 @@ " \n", " \n", "\n", + "

2 rows × 21 columns

\n", "" ], "text/plain": [ @@ -285,13 +447,17 @@ "0 Extremely satisfied I’m not actively looking, but I am open to new... \n", "1 Moderately dissatisfied I am actively looking for a job \n", "\n", - " LanguageDesireNextYear LanguageWorkedWith OperatingSystem \\\n", - "0 JavaScript;Python;HTML;CSS JavaScript;Python;HTML;CSS Linux-based \n", - "1 Go;Python JavaScript;Python;Bash/Shell Linux-based \n", + " ... LanguageWorkedWith OperatingSystem \\\n", + "0 ... JavaScript;Python;HTML;CSS Linux-based \n", + "1 ... JavaScript;Python;Bash/Shell Linux-based \n", + "\n", + " PlatformDesireNextYear PlatformWorkedWith \\\n", + "0 AWS;Azure;Linux;Firebase AWS;Azure;Linux;Firebase \n", + "1 Linux Linux \n", "\n", - " RaceEthnicity SalaryType SalaryUSD \\\n", - "0 Black or of African descent Monthly NaN \n", - "1 White or of European descent Yearly 70841.0 \n", + " RaceEthnicity SalaryType SalaryUSD \\\n", + "0 Black or of African descent Monthly NaN \n", + "1 White or of European descent Yearly 70841.0 \n", "\n", " UndergradMajor YearsCoding \\\n", "0 Mathematics or statistics 3-5 years \n", @@ -299,10 +465,12 @@ "\n", " YearsCodingProf \n", "0 3-5 years \n", - "1 18-20 years " + "1 18-20 years \n", + "\n", + "[2 rows x 21 columns]" ] }, - "execution_count": 562, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -313,16 +481,16 @@ }, { "cell_type": "code", - "execution_count": 563, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(98855, 19)" + "(98855, 21)" ] }, - "execution_count": 563, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -334,7 +502,7 @@ }, { "cell_type": "code", - "execution_count": 564, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -360,6 +528,8 @@ "LanguageDesireNextYear 25611\n", "LanguageWorkedWith 20521\n", "FormalEducation 4152\n", + "PlatformWorkedWith 32856\n", + "PlatformDesireNextYear 37502\n", "dtype: int64\n" ] } @@ -370,7 +540,7 @@ }, { "cell_type": "code", - "execution_count": 565, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -395,10 +565,12 @@ "LanguageDesireNextYear object\n", "LanguageWorkedWith object\n", "FormalEducation object\n", + "PlatformWorkedWith object\n", + "PlatformDesireNextYear object\n", "dtype: object" ] }, - "execution_count": 565, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -409,25 +581,23 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Data Validation - Total Cells vs Missing %" ] }, { "cell_type": "code", - "execution_count": 566, + "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Total : 1878245\n", - "Total missing : 424234\n", - "Missing Percentage: 22.58672324430519 %\n" + "Total : 2075955\n", + "Total missing : 494592\n", + "Missing Percentage: 23.82479389004097 %\n" ] } ], @@ -445,16 +615,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Missing Percentage column-wise" ] }, { "cell_type": "code", - "execution_count": 567, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -465,7 +633,7 @@ }, { "cell_type": "code", - "execution_count": 568, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -490,7 +658,9 @@ "YearsCodingProf : 21.19 %\n", "LanguageDesireNextYear : 25.91 %\n", "LanguageWorkedWith : 20.76 %\n", - "FormalEducation : 4.20 %\n" + "FormalEducation : 4.20 %\n", + "PlatformWorkedWith : 33.24 %\n", + "PlatformDesireNextYear : 37.94 %\n" ] } ], @@ -503,9 +673,7 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Gender Filtering \n", "### Data Cleaning Starts" @@ -513,7 +681,7 @@ }, { "cell_type": "code", - "execution_count": 569, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -538,7 +706,7 @@ "Name: Gender, dtype: int64" ] }, - "execution_count": 569, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -552,7 +720,7 @@ }, { "cell_type": "code", - "execution_count": 570, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -575,7 +743,7 @@ }, { "cell_type": "code", - "execution_count": 571, + "execution_count": 43, "metadata": { "scrolled": true }, @@ -586,12 +754,12 @@ }, { "cell_type": "code", - "execution_count": 572, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -612,16 +780,16 @@ }, { "cell_type": "code", - "execution_count": 573, + "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(98855, 19)" + "(98855, 21)" ] }, - "execution_count": 573, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -632,7 +800,7 @@ }, { "cell_type": "code", - "execution_count": 574, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -641,7 +809,7 @@ "0" ] }, - "execution_count": 574, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -652,16 +820,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Country" ] }, { "cell_type": "code", - "execution_count": 575, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -682,7 +848,7 @@ "Name: Country, Length: 183, dtype: int64" ] }, - "execution_count": 575, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -693,7 +859,7 @@ }, { "cell_type": "code", - "execution_count": 576, + "execution_count": 54, "metadata": {}, "outputs": [ { @@ -702,7 +868,7 @@ "412" ] }, - "execution_count": 576, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -713,7 +879,7 @@ }, { "cell_type": "code", - "execution_count": 577, + "execution_count": 56, "metadata": {}, "outputs": [], "source": [ @@ -722,7 +888,7 @@ }, { "cell_type": "code", - "execution_count": 578, + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -731,7 +897,7 @@ "0" ] }, - "execution_count": 578, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" } @@ -742,7 +908,7 @@ }, { "cell_type": "code", - "execution_count": 579, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -753,12 +919,12 @@ }, { "cell_type": "code", - "execution_count": 580, + "execution_count": 62, "metadata": {}, "outputs": [ { "data": { - "image/png": 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4+Ojp06fmUMfd3V3Lly+Xt7e35s+fb3WoY+9zk5s3b+rzzz9XqlSplCpVKqVOnVrHjx9Xzpw55e3traNHj2r+/PmqVauWVfXa67skNDRUrVq10pMnT8yP/emnn/TTTz/FWt4wDFWoUMGqtiZGCJUYz7+9v5+l5+fhxYsX1+zZs83Xva/K3td6USZNmiRnZ2d9+eWXkqSVK1cqIiJCPj4+KlCggNq3b6/p06dbFepNnjxZzs7O+u6772QYhr777jtNnTpVQUFBWrx4sc6dO6clS5ZYXJ+Tk5O5QxAsZACJqFGjRkaPHj0MwzCM4cOHG/nz5zeOHj1qGIZhBAcHG02aNDHatGljU91eXl5GjRo1jH///de4cOGCkT9/fuPOnTvG3bt3jVGjRhkFChQwDh069Mr7EBAQYGzdutXo06ePkT9/fiN//vxGmzZtjDVr1hghISHxPvaLL74wevbs+cpteFmhQoWMxYsXm/+uVKmSsWjRIvPfI0aMMLy8vCyur0KFCsbChQvt2sYoDRo0MB+Dhw8fGh4eHsaBAwfM6z/77DOjTp06ibJta6xZs8bw9PQ0jhw5EmPdn3/+aZQsWTLaMU5I4cKFjZUrV5r/btCggTFp0iTz3/PmzTOqVKliU1urVq1q/Pjjj+a/27RpY5QrV87896+//mp88MEHFtdXtGhRY/ny5Ta1xRpnzpwxRo0aZVSpUsXw8PAwSpcubQwePNjq92mVKlWM4cOHG4YR+2tq1KhRRtWqVS2ur1ixYnbff09PT+PXX381/128eHFj06ZN5r87depkdOrUyaZ6f/75Z7u0MUrt2rWNcePGxbl+4sSJVh3P/0p4eLixe/du49tvvzUqVKhgeHh4GB9++KFRpUoVI3/+/EbLli2Nmzdvvpa2tW/f3ihRooSxdOlSY8mSJYaHh4exfft2Y/369UarVq0MT09P49q1axbX98EHH0T7jG7fvr3xzTffmP9esWKFUbx4cava+NNPPxkFChQwVqxYYURERERbt379eqNQoULGyJEjraozSrFixaK9/u2hZcuWRuPGjWP93g0JCTGaNGlitG3b1qo6K1SoYHTt2tWIjIy0VzMNwzCM/fv3G8WKFTM++ugjw9/f3/D19TWaNGlieHh4GA0aNDCOHz9uVRvnzJlj/rtTp07GV199Zf57xYoVhqenp03tbNmypVG+fHlj7969xq5du4z8+fMbp0+fNo4fP2707dvXKFKkiHHu3DmL60vM770XRUREGPv37zeGDx9u1KxZ08ifP79RrVo1Y+LEiRa9rzw9PY0FCxbEuX7u3LlGsWLFbGrbrFmzjLJlyxr//vtvjHXXr183KlasGO2YvC4NGjQwevXqZf67e/fuhqenpxEUFGQYhvXfo1HGjh1rVKtWzXjw4EGMdU+ePDHq1KljDBs2zOL6ihUrZsydO9cwjNi/7xctWmSUKFHC6na+yB7nJi+fR3z00UfGqFGjzH8vXbrUKF++vNVts+d3ya5du4zJkycbkyZNMjw8PIxevXoZkydPjvFv6tSpxpIlS4wnT55Y1dYPP/zQfL7/4MEDw8PDwzh9+rRhGIbh6+trFCtWzJgxY4ZVdSbG82/v72fDMIwiRYoYy5Yts+oxCbH3tV6UsmXLRvt+rl+/vlGrVi3z34sWLbL6fKJkyZLGmDFjDMMwjNDQUKNQoULGH3/8YRjG8+/n+vXrG1988YXF9Q0fPtxo166dVW1429lngC8gDt7e3tqxY4dKlSqlRYsWKX/+/CpVqpR8fX1Vq1YtnT9/Xp07d7ap7qtXr6p58+bKkyeP3N3dlTx5ch0/flyZM2fWgAEDVK5cOc2YMeOV2v/w4UOtX79ey5Yt044dO2QYhjw9Pc29gerVq6fz58/H+fivv/5at27dUs+ePbV27Vrt3btX+/bti/HPWi//CpQrVy79/fff5r89PDx069Yti+urV6+e1qxZE+94Yra6cuVKvL/2lStXzqq2JhZLf7m3VNasWaPdepYrVy5duHDB/HfSpEn18OFDm9rq5+dn/gXr6dOnOnXqVLRf1NKlS6fg4GCL6ytQoEC0109iKViwoAYMGKA//vhDq1atUqVKlbRy5Up16NBB1apVM/8amZD79+/H+wte7ty5zWOvWMLT01MnT560uLylXvyl99133432WVGtWrUEJz2ITdKkSZU5c2a7tC/KnTt3lClTpjjXp06dWo8ePXqlbfj5+enUqVN6+vSpQkND4xxjzRKHDh3SkCFDVKFCBXXt2lWbNm1SpUqVNHfuXO3atUt//PGHpk6dqgsXLuiLL754pXZfuHDBpt60Z86cUevWrdWyZUt99NFHcnFxkbOzsxo2bKj58+crR44c5rFmLeHp6akNGzaYx+96//33dfToUfNn9sWLF62+7bhXr17Knz+/Bg8erLJly6pp06Zq2rSpypYtq6+++koeHh7q3bu3VXVGyZgxo92HcTh//rwaNWoUa72urq7y8vKy+jbZp0+fqlq1anbvoVy+fHnNmTNH165dU+PGjdWyZUtdvnxZX3zxhdauXWvudWmJ0qVLa+XKleaJMjw8PHTw4EHzZ/zx48eVOnVqm9p54cIFtW7dWhUrVlSlSpXMPetKlCihCRMmqECBAla9/hPze+9FTk5OcnNzU6ZMmZQ2bVoZhqH79+9rzpw5ql27tvr372/ukRSbfPnyae3atbGOhxcYGKhly5apUKFCNrVt0aJFat++fax3A+TIkUPt2rXTsmXLbKrbz89PV69e1eXLl83//vnnH506dUrTp0+3qq5r166ZxzQOCwvToUOHVLp0afPnSN68ea36Ho2yevVqtWnTJtYxLt955x21aNFCGzdutLi+hMaiDggIeOX3rz3OTfLkyRPt8yd37tzRbjEODg5WUFCQ1W2z53dJ5cqV1atXL/Xu3VtNmjRR586d1atXrxj/evTooVatWll9O/KDBw/M5/vp06dX5syZderUKUlSoUKF1KxZM6ueeylxnn97fz9L0nvvvafbt29b9ZiE2PtaL0pwcLB5cqybN2/qn3/+iTYkkclksrp3/bNnz8yfeUmSJFGuXLnMr39XV1c1atRIJ06csLi+qHO3Jk2aaMqUKVq6dKmWLVsW4x/+H7ffIlE1b95cKVOm1Lp16+Tm5qZevXpJ+v9bSKLGRrFVbBfNUZNuVKtWTb/88ovVdT59+lS///67Nm/erMOHDys8PFzvvvuuunXrpkaNGilnzpySnl9gdOjQQQMGDDDfUvCya9eu6d69ezp79qx27twZY71h47hCBQsW1Pbt29W6dWtJz79MXvywvHHjhlWTclSoUEHbt2/XRx99pBo1aihDhgyxPr5ly5ZWtVN6HgjEN2vflStXEjxxaNWqlXr37m0+WbB07C5Lx+qS7B9sVK5cWT4+PipYsKCqVaum4sWLa9q0abp06ZJy5sypjRs32jxAc6ZMmXT9+nVJz2+fioiIUOXKlc3rT548aVXd/fr1U8+ePVWiRAnVrFkzUQekPXv2rDZv3qxt27bp6tWrSpYsmapXry4nJyfNnj1b8+fP16RJk+Lt9p81a9Z4A7Fjx45Ztf8DBw5Uhw4d9N5776lu3brKkCFDrCeJ1oQUOXLk0D///GP+++WLW+n5Z421qlWrpt9//9383reHqAvcli1bxtjHV73APXnypIYPH26+2JkzZ44iIyP19ddfa9CgQapTp47FdY0YMUJbt27V/fv35ezsrIoVK8rLy0vVq1ePMSFStWrVVKlSpVee3OPChQuaOnWq+bvLUnGd4FapUsV8gmvNCWmnTp3UsWNHVa9eXRs3blTTpk3N4UGuXLm0YcMG1a5d26o2Jk+eXMuXL9eKFSvMkxhFRESocOHCqlq1qlq0aGFzMPfxxx+bJ8GyVwjt7Owc76QEL95KZakCBQro0qVLr9KsOBUvXlwLFizQJ598IsMwNH/+fKvGPIzStWtXtWrVStWqVdOuXbvUsmVLLViwQI0aNZKbm5uOHTsW5y3UCQkPD1fWrFklPb94zpUrl86fP6+aNWvKZDKpXr16mjdvnsX1Jeb3niRdv35dmzdv1qZNm8wXt6VLl9aIESNUp04dmUwmrV69WqNHj1ZgYGCc54DdunVT79691bx5czVt2lS5cuXSs2fPdOXKFS1dulQPHjzQ999/b1MbHz9+nGDAbs2PblLizH6dMmVKBQQESJIOHz6soKCgaBf2169fV8aMGa1qp/T8fRjfD8RR27RU8eLFtXbtWrVv3z7GuidPnmjZsmUWj38Yn1c9N6lfv77Gjh2rJEmS6PPPP1elSpU0aNAgLVmyRHnz5tWCBQvM44lbw97fJVFevMX77t27unHjhlxcXJQzZ06bJx2yJIRau3atVXUmxvOfGMe0W7du+vbbb1WtWjUVKVLEqsfGxd7XelGyZ8+uP//8U82bN9eaNWtkMpnMw1YYhqGtW7cqV65cVtWZKVOmaD8C5MyZM9pznzZtWqt+JDh06JBOnTqlkJCQOK+RTSaTTdel/6sI9ZDo6tWrF2N227x581p1b31sEuOiuXv37tq/f79CQ0OVLl06tWzZUl5eXrF+YeTPn18ffPBBvD3thg8frsDAQHXq1El58uSxaEBnS7Rt21a9evVS06ZNzWNJLF++XP3791eePHk0f/58lSlTxuL6unbtKkm6detWnD0Pbf3w/PDDD7VkyRJ99NFHMcYrOnXqlJYsWZLgGCP37t3Ts2fPov1tb/YONrp37669e/eqd+/eOnjwoFq0aKHZs2erYcOGcnV1VUhIiHk8C2uVK1dO8+fPV0BAgDZt2qQUKVKoWrVqunfvnmbPnq01a9aoW7duFtc3ZcoUJUuWTP369ZOLi4tSp04dI9R6ldlPL126pE2bNmnz5s26evWqTCaTypYtq+7du6tmzZrmweT9/PzUrFkzfffdd/EOzN6wYUPNmDFD5cuXN/d4MZlMioiI0Ny5c7Vx40bzeIOW6NGjh8LDwzV27FiNHTs21jLWDpZfo0YNzZs3T1myZFGbNm1UtmxZ/fjjj9qzZ4/y5s2rZcuWmX8gsIa3t7f69Omjbt26qU6dOkqfPn2sJ3XWTASTWBe4Z8+e1ccff6wMGTKodevW5s/8VKlSyTAM8/hDlrZ10aJFKlKkiLp27ap69eoleOFRqlQpq3pExaZ48eIaOXKk1Y+z9wlumTJlNGvWLM2bN0+pU6dWmjRpNHDgQE2cOFHHjx9XsWLFNGDAAKvb6eLiotatW9s1JJaef0ft2bNHtWvXVpEiRZQxY8ZYg3JrxlcqXry4li1bptatW8f4Icjf31/Lli2zeiD6zz//XN26dVPhwoVVp04dJUmSxKrHR4nvArBhw4aaN2+evv76a7Vv3z7a2L+WfKfmz59fK1eu1OLFi5UuXTqlS5dOY8eO1ZgxY3Tu3DnVq1fP5u8Se/esS6zvvXnz5mnTpk3y9fWVYRh6//331a9fv1hnL23Xrp0OHDigQ4cOxVlfjRo1NGbMGI0ePVo//vhjtLEEs2fPrmnTpll1DvWiwoULa+nSpfroo49i9KC8c+eOFi5caPXnUmLMfl2oUCEtWrRI2bNn1y+//CInJyfVqlVLERER2rVrl5YsWWL1WF2SVLJkSS1YsEB169aN8R3n6+ur+fPnW/X91KdPH3l7e6tly5aqXr26TCaTjh07ptOnT8vHx0cPHjyIc1y4hNjz3KRDhw76+++/5ePjo88//1wNGjSQj4+Pvv/+e3PPp6FDh1rdRnt/l7zo0KFD+umnn6KFJiaTSWXKlNGgQYPk4eFhVX2JEUIlxvOfGMd09+7d5p6o2bJli7NzhDWdDex9rRelUaNGmjBhgnx9ffXvv/8qe/bsKl++vP7++28NHDhQZ8+etfq8p1y5clqyZIk+/PBDFShQQIULF5aPj48ePnyo9OnT648//rAqLB47dqxSpkypr776Su+99x6z31rAZBhxTJ8H2NHFixfNPQHat2+vFClS6O+//zZ3/bfFzz//rHnz5qlfv35q06aNVqxYoR9//FFTp05V3rx51b17dxmGYdUA0p6enqpataoaNWqkSpUqJRjCbdq0Sc7OznH2NvH09FSPHj3MoZk9rV69WnPmzNG6devk7OysH374wTwAfvbs2TVz5ky99957FtV15MgRi8rZ8uVx7949NW/eXEFBQSpevLj27t2ratWqKSQkRAcPHlSaNGm0YsUKZc+e3eq67Wn79u3q3bu33N3d4ww25syZY9UxCA0N1c6dO82vj6tXr+qXX36Rv7+/qlSpYnPvioCAAH322Wfat2+fUqVKZe6lcPLkSbVq1Up16tTR6NGjY/Reiku7du0sKvfyBAuW8PLy0t9//y3DMOTh4aFGjRqpQYMGcfbe6devnw4cOGCegS82oaGh6t69uw4cOKBUqVIpICBA2bJl0+PHjxUYGKhixYpp3rx5Fg96P3DgQItu37Bm8PKgoCB17dpVx44d09GjR5UkSRI1bNjQ3MPSMAyNGjUq3llqYxM1YL6kWNtsa+/fjRs3avTo0fLz84txgTt06FCbPqs//fRTXb16VatXr1ZISIjKly+vuXPnqly5cnr8+LFat26tjBkzWvy6unLlinLnzm11O16Hr7/+WgcOHND06dNVoEABTZ48WT4+Ptq8ebPSp0+vHj166Pz587H24LZGaGionj17ZtHtl5cvX1bmzJnNF6qXL1+2aBux3UaYkBkzZpgHNI+Lta/TkydPqm3btkqbNq3atGmjPHnyyDAM/fvvv1q6dKkeP36s+fPnxzthQmxhwuPHjxURESFnZ2elTp06xoWYJT9o5M+fP8ZkXQmx5X36oqCgoFcekP2HH37Q+vXr9cMPP6hatWqaM2eOpk2bphUrVihnzpzq1KmT/Pz8LJ79Vkqc7738+fMrU6ZMatCggby8vFSgQIF4y0+cOFHBwcEaOHBgvOUMw5Cvr69u3rwpk8mknDlzWjUxSGyOHTumjh07Kk2aNKpXr160c4lNmzbJZDJp8eLF0T7LE1KhQgVVqlTJPPt16dKltXDhQpUqVUq3bt1S06ZNzTMkW+rSpUvq2LGj+UfSTp066auvvtLBgwfVsWNH5cqVS/Pnzzf35LTUxYsX1bp1a0VERKh8+fJ69913zft/+PBhpU+fXsuWLbPqnO/gwYMaMmSI+fszSubMmTVkyBDVqFHDqjZKz8P2f/75x67nJtLzW1Cj7iIKDQ3V5s2b9fjxY1WsWFH58uWzup2J9V1y+PBhffLJJ0qePLm8vLyUO3duRURE6MqVK+brpiVLlsjd3d3iOrdv365evXqpYMGCmj9/vs6dO6f27durfv36ypMnj2bPnq0yZcro119/taqt9n7+E+OYVqtWzaJy1j5P9rzWe9GMGTO0fv16ubm5adCgQcqXL5/Onz+vbt26qUuXLhZNEvSiGzduqHnz5nr8+LH279+viIgI1apVS87OzkqbNq1u3rypLl26WPwZVbRoUfXv39/qGe3fZoR6SHQjR47UwoULzRebc+bM0dOnT9WnTx9VrVpVEydOtOkWn8S4aA4ICDDPVGcPNWrUUNu2bdWhQwe71RmfW7duyd/fX/ny5bO5x0FiuH//vsaNG6ft27ebe08mT55clStXVv/+/a3usXT06FF5eHjEeSF74cIFbdu2zepb5hIj2EhMDx8+VKpUqczvn2fPnunu3bt69913X3PL/l/lypXVoEEDNWrUyKKTw4MHDypZsmQqXrx4vOUMw9C6deu0detWXbt2TREREcqePbuqV6+u5s2bvzGv/9OnT5tvxXj06JF8fHzMF7fWziwnPT/BsySAtGUma3tf4JYsWVJdu3bVp59+qkePHqlcuXLmUE+S5s+fr2nTpiV4kfSyxPiRyN5e9QT35Znh47vt9EXxfZcWKFBAP/30kxo2bCjp/4OohNgSPH344YfKnDmzRo0apTx58tjtV/bdu3dr6NChunPnjrnthmHIzc1NQ4cOTfDCytIfMF6WUPBs6Q9jL7P0R6LffvtN06ZN0y+//GIOQ7755hudOHFCgwYNMs9gaq2HDx+qTZs2unr1qg4ePCgnJyfVrl1b/v7+0XrWderUyab67WX//v0qV66cTbeavQ5Hjx7VmDFjdPr06WizapYqVUrffPONVYGe9Lz335AhQ8yBaLVq1dS+fXvzuWXUrKObNm2yql5/f38dPHhQWbJkMfdyffTokbZv3666devafD585coVTZw4UXv27FFgYKCk5z20a9asqc8++0xubm5W12kYhs6dO6erV68qMjJS2bNnV+HChW2+A6ZKlSqqX7++3c5N/Pz84h3CJTw8XDNmzLBq5l/J/mFJlDZt2sjPz09Lly6NMdPrvXv31LJlS3l4eFg9jJG9Q6inT5/qnXfesevzn1jH9L+SWNd6Udfptnr48KHWrFmjTz75RNLz8V4nTpxoPuft1auXxe2Nem9ac9fN245QD4nKx8dHw4cP18cff6yaNWuqbdu2mjt3rjw8PDRp0iQtXbpUffv2tWockJfZ+6JZej4Wnp+fX5yDucc2mUJs5s2bp0WLFsnHx8emk5j/2s6dO7Vt2zbdvHlTSZIkUdasWVWtWjWLf4FKiGEYevTokSIiIpQ+fXqbL/Ty58+vnDlzasqUKbHeHrB+/XoNGDDApotRW4ONZcuWqVy5cuZxKCwdj+N/fTyIVz1J+C+Fh4fL19dXt27dUpkyZZQsWTJFREQoTZo0r7tpDql48eLq37+/2rZtG2uoN2fOHE2ePNmqwZMT60eiuFy/fl3Hjx+3ukel9GonuLYEcAndIj5lyhTVqlXLfAE7efJki96b1v44IknFihXToEGDEuXzLTIyUr6+vrpx44ak50NxFCpU6I26PefXX39VuXLlbBpD72VRvV9y586tGTNmmL9j1q9fr5kzZ+rSpUuaO3euypYta1P99u5ZFxkZqcOHD8d7DmXL+ykhx48fj7eX5sv27NmjDRs26P79+7GOAWcymTR//vxXatPDhw/N5xLZs2c3D05vrXLlyqlnz55q27atpOdjVubMmVMjRoyQJK1cuVIjR47Un3/++Urttbeocz6TyWTzvkvPe9OuXr1aLVq0MAeNixcvVmBgoNq0aWPufWyNb7/9VjVq1Ig2HvGrqF27thYuXBhrT7+TJ0/q22+/1T///GPTeak9w5IoxYsXV58+fdSxY8dY18+YMUMzZszQsWPHrG7vy14lhKpWrZpatGhh1ZAylkiMYwr7WbdunUaPHq1ff/3VbmMU/q9jTD0kqqVLl6pGjRoaNGhQtEkG0qdPr++++07+/v5av379K4V6L77Z06VLZ9MFSJSbN2+qX79+On36dKzrrb21LTg4WOHh4apVq5aKFCmiDBkyxPqrUkLjClk6McTLLB27ITIyUv3799eWLVtkGIZSp06tyMhI7d+/X6tWrVKNGjU0adIkm8OZP//8UzNmzNDw4cPNv2SOGDFCV69eVf/+/a3+1Vp6PnB0q1at9MMPP8QYs/FVmEwmFSlSxOovkaFDh2rMmDHmC66hQ4cmeDuWpeMU9u/f36q2RInrdZWYE4/YMpuzZN0YcFHsFb5L0u+//67hw4ebx1GZM2eOQkND1bdvX/Xp08emnir+/v76/fff471o7Nmzp9X1RgkPD4+27xEREQoMDNSBAwfk5eVlVV2JcYFbsGBBbd261Xwh+qLQ0FCtXbs2wdvoXuTj46MFCxZE+5FIej52XqtWrbR06VLNnj37lb5PXhbVE8qWECJ9+vTmCwbp/8easkTjxo2jDVTduHHjVw7HX/5utHVmW0sULlw4USagePHiPiowW7x4sQ4fPmzzxX1sfH195ezsbNXr80VRY5TZI9T79ddfVapUKc2ZMydaYO3l5aV69eqpXbt2mjx5ss2hnqura7QhRN59912rhhp40fnz59W1a1fdu3cvzu8+k8lk9fspNDRUY8aM0d69exUUFBTjcy8oKEihoaEWn5stXrxYw4cPN5/v2Hum5ijp06e3edKBF0XNfh01ec3777+vvXv3mm8bt2X2a+n5d9Qvv/yiP/74Q7dv39Yvv/yiZMmSacGCBfrss89eude/yWR65f2/ceOG2rdvr9u3b6tMmTIqXLiwpOc9iFesWKE1a9Zo4cKFMXqbJWTdunVW3VqakEePHqldu3ZasGCB+Uf8wMBAjRs3TkuXLlWSJEnUt29fm+p+le+SuKRJkybeSUsMw7B4CJOEZMuWTdmyZbPpsffv37f6ubVEYhzTs2fPat++fQoMDIz2+RceHq7AwEAdOnQo3qEMKlasqKFDh6pmzZrmvxNiy3jXlo6VuWPHjjjX7du3T/nz5zdPpmPpub+l5/pRd+C1aNFCWbJkifP62ZoxCv/XEeohUV25ckVt2rSJc325cuUsHl9g/PjxqlevnjkASmi8Hun5h12/fv0sa6ykUaNGydfXV40bN1aBAgVe+URv4sSJ5v+P69cuk8mUYKgX28QQDx48UEhIiNKlS6fcuXPLMAxdv35dDx48UNq0aa2aZWvOnDn67bff1KZNG/Xo0cP8Ie3n56fp06dryZIl5otpax09elSdOnVSihQp9OTJE3Oolz17dm3ZssV8MW5tsPfVV19p27Zt6t+/v3x9ffXll1++8kXvqwQbL89s9qonBy+K7ZaaqMDQZDIpU6ZMioyM1IMHD2QYhpInTx5v77LEnHikc+fOVj0PtowBZ+/w/eDBg/rss89UpEgRtWvXzvzZkjVrVuXOnVtjxoxR5syZ1aBBA4vbeOTIEXXt2lXPnj2L9+LW2lDP399fgwYN0r59+xQWFhZnOWtCvcS6wO3atau6du2qXr16mU9Sr169qkePHmnWrFn6+++/NXnyZIvr+y9+JHqZh4eHRc+RvU9wXw5VPv30U5vGzXldBgwYoM6dOytLliyqWbOmMmbMGGtPOmtea4lxcW8YhqZMmaJr165pzJgxioiI0CeffGK+JbxUqVKaPn261bchpk6dWuHh4VY9Ji6XLl3SgAEDYj1WLi4uatiwoUXnQ1Li9yj/6aef9OjRI/Xs2dMu51BRfv75Zy1cuFBZsmRR2rRpdfHiRZUqVUp+fn7mmUoHDx5scX0LFixQvnz5ot3ObE9LlixJ8Fxi+/btFteXGLNfP3jwQK1atdKtW7f0/vvvm2/xf/z4sbZs2aKDBw9q8eLFVn/uhIaGatKkSeb9j+1HN2smnpowYYKCgoI0b94883teej4R3UcffaRu3brp559/1vDhw61qZ9asWXXnzh2rHhOfqJmu27ZtqwULFujMmTMaMWKE7ty5Yw5rLBlqJrHDkigdOnTQ5MmTVaFChRgTt1y+fFkLFy6Msxffi9tM7BCqatWqWr9+verXr2/zGKL/xTHdvn27+vTpY369v/ijvslkkpOTU4J3/eTJkyfad40t49laIkOGDDHO0yMiInT//n3duXNH7777boI/infu3Fljxowx302Q0Lm/teflBw4ckLOzs3lMT2smbHpbEeohUaVOnVoPHjyIc/2VK1dizGIXlxkzZuj99983hz8zZsxI8DHWhnoHDhyQt7e3vvnmG4sfE5+4ZpK11svB5+7du9W7d2+NGjVKjRo1ivZBumnTJn3zzTex9o6Jy+rVq1W9enUNGTIk2vJMmTJpyJAhunPnjlauXGlTqDdp0iTlyZNHCxcujBY0dezYUR999JG8vb01fvx4i57PF6VLl07z5s3TsGHDNGfOHJ0/f17jx49X2rRpbQr3XjXYeHlsJFtnzovNy6+jv/76Sx06dFCnTp308ccfm99DQUFBWrRokX755ReNHj06zvpefj296mD9L7K1h4c17B2+T5s2Tfnz55ePj4+ePn1qvkB2d3fX8uXL5e3tbZ55zFLjx4+Xq6urhgwZYteL26ixk4oVK6aUKVNq//798vLy0v3793X06FE5OztbNaOolHgXuB9++KF+/PFHjRgxwvyL7/fff2/uAfD1119bNcC1PX4k2rFjh4oWLRrv2Ecv8vDwsGgGwMQ+wW3fvr2aNGlic69dybbesLbOet2/f39FRkZqzJgxGjNmTJx1WzOjdGJc3M+ePVtTp041j0m3adMmHTp0SLVr19b777+vmTNnatq0afrqq68srlOShg0bpoEDByosLExly5ZVxowZYx0PzpKLtuTJk+v27dtxrn/48KHFtx4nZo9y6Xmv/E8++eSV7piIze+//67SpUtr/vz58vPzU+XKlfXdd98pX7582rVrl9W3yt28eVODBg1KlEBvypQpmjJlilKkSKF3333XLp/9iTH79YQJE/TgwQOtXLlSbm5uKl++vKTnIcqSJUvUtWtXTZ48WRMmTLCq3rFjx2rBggXKmTOnqlat+sr7f/jwYXXs2DHWnqjFihVT27ZttXLlSqvr7devnwYPHqz79++rbNmyypAhQ6zvI0s/N6POITp27Kj69esrODhYmTJl0oQJE1S3bl2L25XY3yVR/P39lSZNGnl7e6tMmTLKly+fXFxcdO3aNe3du1cuLi46e/ZsjO+cF88v/osQKleuXNqzZ48qVKigwoULx/k8xXfe818c01mzZildunQaPXq0IiIi1K1bN61cuVKhoaFasGCBdu7cmeB308tjt9oyOZ0lli9fHue6Y8eOqWfPngmem/3444/RZpu397m/Pa9L3haEekhUH374oZYsWaKPPvooRjfuU6dOacmSJapVq5ZFde3YsSNaN/74ugXbymQy6f3337d7vfY2YcIEtWjRItZbWOrXry9fX19NmjTJ4hOJ69evxzuAeMWKFeMNieJz/vx59evXL9aeY6lTp1aLFi00ZcoUm+p2dnbW999/Lw8PD40cOVLNmjXTlClTbBoH41WDDUtnknyZLSdBI0eOVM2aNWNcOKVIkUKffvqpbty4odGjR2v16tU2telV2DJBg7XsHb77+vqqb9++sXbtd3V1VePGjS3uCRPl3Llz6tmzp92Px+7du1WjRg1NmTJFDx8+VPny5dW+fXsVLlxYZ86cUdu2bfXvv/9afHuFlLgXuI0bN1bNmjW1f/9+Xbt2zTzAdYUKFZQ2bVqr6rLHj0QDBw7UgAED1KxZM0nPw7Lu3bubx/mzVWKf4AYEBFg9odDLEutX/9iUKFHC7mNpJsbF/bp161SzZk1zj9EtW7YoWbJkGjVqlJInT67AwEBt2bLF6lAvasb7adOmafr06XGWs+SisVy5cvLx8VHDhg1j9MC/fv26Fi1apA8++MCidiVmj3JJSpo0aZyzh76KO3fu6OOPP5aTk5Pc3NyUPn16nThxQvny5VOVKlXUqFEjLV++3OLx/7Jnz26etMveVq9ereLFi2v27NmvPDvxi8qVKxftc6pDhw5q06aNxbNfv2zXrl1q27atChQoEK3ns/T8/eTt7a0VK1ZYXe/mzZtVpUoVTZ8+3S6fAYGBgfHeBpo2bdoY7bfEZ599Jun5Z8C6detitNWWYCd37txasmSJPv74Y924cUNTp061eiiXxP4uifLi59Lhw4djTFgVHh4e4y6Rl+8sejl0mjZtmsUdNSw1c+ZM8/8fPXo01jIJ3fH0XxzTCxcu6JNPPlHFihUVGRkpV1dX3b59WzVr1lTx4sXVqlUrc+BviwcPHujmzZtydnZWzpw5bXrPW6JUqVJq3bq1Jk2apCpVqsRZ7uVz2//i3B/xI9RDooqaAt7Ly0vFixeXyWTSokWLNHv2bB08eFBp0qRRnz59LKrr5QvOxLgA/eCDD7Rv3z6rB4aOz9OnTzV16lRt27ZNt2/flouLi7JkyaJq1aqpR48eNn0wX758Wc2bN49zffbs2eP9Zf9lqVOn1s2bN+Ncf+PGDZvHKnJyctKTJ0/iXB817uCraNOmjfLmzas+ffqodevW5l/jrPGqwUbdunVtOoG1ZdDkc+fOqVGjRnGu9/Dw0Lp166yq81XHAkmIn59frGMhRY0BZ80tk/YO3xOaUTEgIMDq5/add96x6wVdlAcPHpjHQkyfPr0yZ86sU6dOqXDhwipUqJCaNWumjRs3qkuXLhbXmZgXuJKUMmVKi3+8iY89fiQKDw+P9p47cuSIXT7vE/sEN+p2u3Llytkc7iXWr/6xGTVqlN3rTIyL+2vXrql9+/aSpLCwMB06dEilS5c2j0+WN29e8zib1ujZs6fdQs2+fftq9+7datKkicqXL6/cuXPLZDLp6tWrOnDgwP+xd+bhULX/H3+PZUSlotVeUmnf5NEqa2kTiZCkehRatdBeSto3W4t9TSRLWqhQkkT7XiJRT7a0CGF+f7jm/AyznXGmp6ev13V1XZkzcztj5pz7vj/L+w0JCQm+OxKEWVEONIraX7lyBfPmzaN0XAkJCUhISBA/Kykp4cWLF8TPw4cPJ9XOamNjA29vbxgbG1NuYlZaWoqlS5cK5f7fHDqdLnAl3JcvX7iud7p27YrKykrS4379+hW6urqUff/79++PCxcuwNraukWFVkNDAy5evIi+ffuSHre1gR1uib5Ro0ahoKAAjo6OLMl3frqHms8dTNdkBQWFVp1vc6jqJGrKrFmzYG5uTiQ1qICK8/wVAai6ujqiVVRERARKSkp4/vw59PX1QaPRYGRkhMDAQNLj3rlzB/v27cOTJ0+Ix2g0GjQ0NLBx40a+OgnIIicnh9evXwv02tevX+P69esoKiqCmJgYlJSUMHnyZIHWLcLel/xptAX12hAq3bt3R0xMDA4ePIiUlBQwGAxcvXoVkpKS0NfXh7OzM99BlF8hwO/q6or58+dj586dmDp1KmRkZARumQEatUksLCyQn5+P3r17Q0dHBw0NDcjLy0NgYCCuXbuG6Oho0oE9JSUlpKSkwMrKqsWxnz9/Ii4ujpQOysSJExEWFgZdXV2MGDGC5Vhubi7Cw8NJ67UwGTlyJMLDw2FmZtZC66iyshKRkZEt9DwEQVNTE9HR0XBwcEBUVBTpBWVrAxtUbuJ40aNHD2RmZnLcOF27do3UApAKLRBOfPjwAUuXLsXLly+5Po9MUI/q4PuIESNw/vx5YnPflC9fvuDMmTMYNmwYqTGNjIwQGxuLefPmUerK2XyjqKSkhFevXhE/9+/fH+fPnyc1pjA3uFQuyqhIEk2YMAFhYWGIjY0l/pY7d+7kGoQStAUVAGpqavD582e2uloA+BYPr6qqQmFhIQwMDNCrVy+OLUiCiEY3dZNlLsIFMS8SNsLY3Ldv354Qi8/KykJVVRXLmqGwsJDQYSIDlSYkioqKOHfuHA4dOoS0tDSkpqYCaGzLnThxIpydnVtlaFBZWYlXr15h9OjRABo1RoOCgiAqKgpra2tSVaxWVlZYsWIFli5diilTpnBcQ5FtBVdTU0NWVhZxz+/duzceP35MHC8rK+N4jbGjvLwcdDodBgYGGDZsGGRlZdmeJ1kpAwDo06cPqaQqP/Djfk2n0yErK4uhQ4fCycmJ57WgpKSEe/fucWytTk9PZzHr4Rd1dXWWOam1LFiwAKtXr4adnR2srKygrKwMGo2Gd+/eITIyErm5uRxb/LnR2sAOP5Ixnz59YnkeWUkgoNFUbsGCBZQbG124cAH6+vqUmsSUlpZSYgzzK6ivr0dhYSFUVFQAAK9evUJkZCRERUUxd+5c0nNJr169WIojmiceJCQkSOvC3b59G4sXL4aEhATMzMyIwFheXh4uXryIefPmITw8nNL5uqqqCufOneNbooRJfX09tm3bhpiYmBZyDnv37sXff/9NyihGmPuSP5W2oF4bQqdr167Ys2cP3N3dUVFRgfr6esjIyBCL8traWr4mFX41EJpDphKK2bIWHh6OiIgIjs/jd8xjx47h/fv3bDU1Ll26hLVr18LLywuurq58nyPQuAnfsmULlixZAnNzcygpKaG6uhr5+fkICgrC06dPcezYMb7HW7VqFW7cuAFLS0uMGTMGffr0AYPBQF5eHrKzsyEjI0O0KpDFyckJlpaWmD59OqZNm0YsyAoKCnDx4kV8/fqVxVCE3zHZZacUFRVx5swZbNy4EQ8fPiQ1ZmsDG8J0kmzOnDlzcOjQIWzduhXz5s2DkpISampq8PbtW/j5+eHWrVvYvn073+NRoQXCiQMHDuDly5cwMjICnU5HbGws7O3tUV5ejitXrqCmpoZ0CxjVwfcVK1bAysoK5ubmRIXB3bt38ejRI4SFhaGsrAz79u0jdY7jxo1DSkoKTE1Noaenx3HTyK9WFZOBAwciJSWFCOj26dMH9+7dI46/f/+eZ+Vhc4S1waV6UUZFksjd3R3y8vJ4+fIlamtrUVZWhq5du1Lurvf582fs2LEDycnJXIMN/M4ld+7cQZcuXYifubUhkyE+Ph779+9HaWkpy2ejqKiIrVu3CqTDB4BtgJwdZK59YWzuBw0ahNDQUMjLyxOOtQYGBqivr0dqaioiIiJItbKTIScnB6NGjeLruYqKijh8+DAYDAYqKirQ0NDA8b5HhlevXsHa2hrdu3dHQkIC8vPziSpfcXFxpKam4vTp03wH9pht7cXFxUhLS2txXFD9L1NTU2zZsgXV1dXYt28f9PT04OjoiAMHDkBVVRVBQUGknIqbtsDduXOH7XP4MTFjx9KlS7Flyxbo6OiQbr3khJOTE0JCQvDlyxeMGzcOqqqqkJCQQH5+PtLT00Gj0TB58mR8/foVaWlpSE9PR1RUFNfAhJmZGfbu3YuBAwdi8uTJABrfc2lpKby9vZGWliaQhufq1avh6OiIkSNHQl9fv9VJralTp+Ljx484cuQIy2fFYDBAp9Oxbt06Unq37BDESV4YEkDsEBMTo7ylFWjUPWVW0c+YMQNaWlqtTkxTYWrBDqo7nj58+ABbW1tISkri/Pnz+Oeff2BhYYHv378DAM6ePYuQkBAW7VZeTJo0CWFhYRg4cCB0dHQwYsQIeHt7482bN1BUVERiYiJ69uxJ6jyPHj2Knj17IjIyskVyafny5bCwsMD+/fvh5+dHalwLCwu2j9fW1qKgoABVVVWknZpPnDiB6OhoTJkyBQsWLCASAnl5efDz84Ovry+6d+/OdxW3MPclfyo0Bjd13DbaaCW6urrYuHEjx0VxYmIi3NzcWmg5sCM2Npbl52/fvuHw4cOQl5fH3LlzoaqqioaGBhQUFCAyMhLl5eXYvHkzKYHa48eP8zWp8SsCPXHiRBgYGHB0ZXNzc8P169cFEgQ9efIkvL29UVNTQzzGYDDQvn17uLi4cG3PZceHDx9w4MABXL9+HVVVVQAaq4K0tbVJVVSyIzc3Fx4eHi0CbQMHDsSmTZv43tgIE09PT5w7dw5lZWWUZ+4FWTByg8FgYNu2bWz1bkRERLBkyRJSQdgRI0YQ4uYNDQ0YMWIEDhw4AH19fTAYDFhYWKBbt24CaYGMGzcOEyZMgIeHB759+wYNDQ2EhIRg9OjRKC4uhomJCebOnYs1a9bwPWbTrCS365XMxjEzMxNbt25FYWEhy+Pdu3fH1q1bSRk6ND9HTgiyuU1JSYGTkxMGDhyIoKAgPHv2DDY2Npg2bRp69+4NPz8/jBkzBidOnPjXz9XCwgKFhYUsi7KzZ8+yLMqioqIEyjIzgxvNk0Q/f/4kpak5YMAAFgFtqnB1dUVsbCw0NDQwcOBAjomr1hhftJZLly5h1apVkJOTg7m5OUsVwJkzZ1BRUQF/f3+BWjTHjRvH1l3v69evqKurg5ycHFRUVODv709q3ICAABw5coRw6gT+f3O/atUq2NnZkRrvzZs3WLhwIeEAbmdnh/Xr1yMzMxMLFy6EkpISgoKCiLYqfqmtrcX+/ftx48YNtrIDVVVVqK2tFUh+gUqWL1+OnJwceHh4YOLEiThw4AD8/PwQFhYGdXV12NjYQFJSku/g67lz5/haQwlSJXX8+HEEBwcjIyMDdDodTk5ORMuttLQ0Tp06RbqiWhi4uroiKysLHz58gJycHMe1BJmqWm9vbwQEBCAwMBCDBg1iOVZQUAALCwssWrQIixcvRklJCSwtLTFo0CAcOXKE67ibN29GdHQ0kXBp164dampqwGAwYGBggCNHjpAOHM+fPx9v375FWVkZxMTEIC0t3eI7IUj185cvX5CRkYHi4mLU19dDXl4eWlpaAleG8esk/29fozExMTh06BDWrFnD1XSHbMVdRkYGEhMTkZKSgm/fvkFWVhbTp0/HzJkzBa6AOnjwIEJDQwFAYFOL5jTveGLu9fLy8pCfnw8lJSXSHU8bNmxAcnIyXFxcMHfuXHh5eeH48eM4cuQIhgwZgiVLlkBJSQm+vr58j1leXg5LS0sUFBQgMzMTIiIiMDQ0RGVlJeh0OmpqarBu3TpSc9SwYcOwatUqji7EJ0+ehI+PD0tilx90dHTYPi4qKoquXbtixowZmDdvHqkgr66uLvr37w9vb2+2xxctWoSioiJcunSJr/GEuS/5U2kL6rVBKWVlZSwT4OLFi7F48WK2Is4NDQ04c+YMbt26RfqGBABbt27FgwcPcObMmRY6Oz9//oSVlRUUFRUFCsJQxeDBg7F582aOWZGIiAjs2bOHdFUZk8rKSmRmZqKoqIiorhg7dqzA+ndA4+dSUVEBBoNBSSVAU8rLy1FUVISGhgbIycmRLu9uyqdPn5Cdnd1iw9S0rY/MhpHqwMavWDC+efMGqampLJ+/rq4uae2KIUOGYPv27TA1NQUAzJgxAwYGBkT1YVBQEAIDA3H9+nXS5zh48GBs3bqVaJvS0dGBjY0NbG1tAfy/m2tzQWZuUB18Z8JgMPDs2TMUFBQQhg6DBw9ma6DBC07VH80RJGBy7tw5+Pv7Iy4uDqKioti9ezehlyYvL49Tp06Rar8XFlQvypKSkmBkZMTxeE5ODrZu3Urqu1RUVAQZGRlCQ40qNDU1MXnyZMq05Tw9PWFgYIB+/fqxPf7w4UPExMRgx44dfI85e/ZsMBgMREZGtphDv337BjMzM3Tq1Emgll5O1NbW4uLFi9i1axdOnTrFIl7OL8LY3GdmZqJnz57E+VRUVCAlJQVTp05lcXfkl3379sHf3x89e/aEtLQ0Xr58idGjR6OkpAQFBQVo164d1q1bx1ZCY/z48di2bRv09fWJn3khaIv4X3/9BTs7O/z9998AgOnTp+Pnz59ES3xYWBgOHjyI3Nxc0mMLg7q6Opb78d27d/H582eMHDnyt2n747Rhbg6ZZK62tjZMTEw4ygt4enoiJiaGmKNPnjyJwMBA3Lp1i+fY2dnZuHz5Mt69e0dcT7q6upg0aRLf59cUbqZrTfmVGp/s2Lp1K6Kiong6yZOp1G1oaEBWVhZKSkpY1qVNYWdwxw0dHR2UlZWxJDKaQ9ZJvCm1tbVIS0tDQkIC0tPTUVNTg969e2PmzJmYPn06KSkXYSQId+7ciaioKOzfv59jx5OVlRWpjqfx48fDzMyMqEYzNTVFWVkZIW0QEBAAHx8fvtdxTGpra3Ht2jVMmTIFQKN514kTJ1BZWQltbW3SkjHa2tqYM2cOx7VsQEAA/P39BQqQU220MXToULi4uMDS0pLtcbL7XWHuS/5U2tpv26AUSUlJbNq0ich602g0+Pn5cSwNZjAYXDdp3Lh48SKcnJzYCmeLi4tj5syZOHz4sEBjc4NMy4ycnBxyc3M5BvVyc3NbpWHVqVMnYvIgQ/OW5+aLBWapf3MDi9Zqb8jIyFCy8L579y4WL17cokoR+P/KLbLtdFSLBjODVbwWjK1BVVW1hRuiIAhDC4RJx44dWb5fioqKLAK8ysrKpPWHhNXqTKPRMHDgQEp0OqgWoG+KiYkJTExMiJ83bdqEhQsXorKyEn379hXI/VkYUC0cvX79ejQ0NLRotfr27Rv279+Ps2fPkr5HMbU0PTw8KDUzqq2tpbQC2dPTEyoqKhyDetnZ2Th37hypoN6bN2+wbt06tnNohw4dYG5uTvkcSqfTMWvWLDx79gz79+9HWFgY6TGkpaVJVeDzgt082qVLF9LV7k25cuUKNDQ0EBQUhJKSEkyaNAnbt29H3759kZqaCicnJ47Xae/evVkCicJ0Lf7x4wfR1l1UVITXr1+zBBppNBrX9sm3b9+ie/fuRCKRXxd4su9p0aJF0NHRgba2NkvXAFMHUBB4JQYzMzMREBBAelxBOi94UVlZyfU+1KFDB5Y5ukuXLvjx4wdfY2toaEBDQ6PV58hEGMG6yspK+Pr64vr16/jw4QN8fX3Rrl07BAcHY9WqVQJpSlLtJP/8+XPY29vj06dPLTTFmNBoNNJBvTFjxghVr5lOp0NfXx/6+vr4/v07MjIycOHCBRw9ehRHjx7FyJEjYWZmRkiocEMY5hspKSmwsLBge8+fMmUKsrOzkZycTCqo9+XLFyJYWVZWhqdPn7KsqaSkpLgm4zlBp9NZ5hIVFZVWGbIsWLAAPj4+0NHRabEuff/+PYKDgzkG0bhhbGxMuaHJwIEDcffuXY7n8/r1a1I6hcLcl/yptAX12qAUKSkpeHt74+XLl2AwGNi4cSPmzp3bwnwBaNzkycjIkBJhbv56bs5cRUVFLG5p/EB1y8z06dPh4+ODvn37wtbWlpgQa2trERAQgMTERCJDTpbWCNAPGzYM+/btI1rOhg4dynPR0JpMYHp6OhISElBaWspWX4pGoyEoKIjv8Y4fPw5RUVFs374dDAYD27dvh5eXF6qqqhAeHo5nz55x1UT8FVC9YGxOZWUlrly5wvVv6ujoyNdYwtACYTJs2DAkJCRg7ty5oNPpUFNTw40bN1BfXw9RUVG8fPmSZ5UUryA0J6hueeQWhL158yYGDBhA6J7wa+xDVrPMxsYGy5Yta3HflJOTg5ycHK5du4aDBw+SqlYDhLPBpXpRpqWlhQ0bNqCuro7YGCUnJ8PNzQ2fPn3CuHHjsG3bNlLnKCwzo2HDhuH+/fsCB4YKCwthbW3Ncm1zMvRgtiKTrc7s1asXPn78yPH4jx8/KNcaZKKqqsqzAvDQoUMwMjIiqj+4uU0yEUSIXhgBg48fP2LBggUQERFBjx49ICMjg3v37qFv377Q1tbGrFmzEBUVxbZyo3lQxNvbWyiaWkBjUDs3NxdmZmaIjY0FjUaDtrY2gMbv1eXLl7maJRgZGbGsJfh1gSdbof7PP//Azc0Nu3btgqqqKiZPnoxJkyZh1KhRAgU8hJEYFCb9+/dHdHQ0zM3NW8yX1dXVOHfuHMuG+f79+3yZ8Aijsowfampq+F6fl5WVwcLCAsXFxVBTUyPm/8+fP+PSpUvIzMxEeHg46fsf1U7y+/btQ0VFBRwdHaGurk6ZAYUwnMTZUV5ejsuXLyMlJQVZWVlgMBgYPnw4GAwGXF1d4enpCU9Pz19uolReXs41GNS3b1+2UjTc6NmzJ2HexlwrNa1MzcjIEMhtuLa2FmfOnMG1a9dQVFQEUVFRqKioYMqUKZg1axbP17Nbm/78+RNz5syBlpYWkQwpKipCZmYmpKSkBDL4o8LQpPk6fN26dVi8eDHc3d2xaNEiomClsrISUVFRiI+PJyULI8x9yZ9KW1CvDcoZNGgQoflRXFzMtWWoNYwdOxaBgYGYMGFCi6DhlStXEBYWxtdNtClHjhxBSEgIevbsic6dO7NtmeGkj8eOpUuXIjs7G4cOHYKPjw/k5OTAYDBQXFyM6upqjBw5Eg4ODqTOEWi9AL2xsTHLQt3Y2FhomcDw8HC4ubmBwWBAWlqakoXOkydPMG/ePJibm+Pnz5/YtWsXREVFMWPGDBgaGsLExATHjh0jLZpOZWCD6gVjU+7cuQN7e3tUV1dzzQjzG9RbtmwZbty4geXLlyMzMxNz586Fn58fZsyYwaIFIgh2dnZYuHAhdHV1kZiYCBMTE4SGhsLGxgZKSkpISEjg6axMdRCaXcCLeQ3RaDR069YNDQ0NKCsrA4PBgKSkJDp16sT19y1evJhFm41fYx9em9tv376hpKSE+PnOnTuYPHky28VMQ0MDrl27hvfv33MdsznC2uBSvSjz9vaGs7MzNm7ciPLycuTm5iIlJQXdunUjAkBkEZaZkYuLC2xtbdGnTx9MnToVsrKybL8PnO6HioqKsLCwINrnSktLORp6iIqKQkZGBosXLyZ1jo6OjtiyZQtGjBjRQjPywYMHCAwMFIrmH4PBQHJyMs9A1cmTJ6GmpkZsIvlxmyQb1BNWwEBCQoIlaNE8oD18+HBCD44Xs2bNoryqounYhw8fxuPHj5GXlwd5eXmMHTsWr169gouLC54+fQp3d3eOr3d0dGQxrRKWC3xiYiI+fvyItLQ03Lx5E+Hh4Th16hQ6deqECRMmYPLkyZg4cSLfwU9hJwapdP0GGs2clixZgmnTpsHCwgLKysqg0+nIz8/HuXPn8ObNG0LLytXVFXFxcTx1dYVVWQY0rlHT09NRVVXF9v3fu3cPOTk5fI11+PBhlJWVITo6Gj169MDYsWMBNJoyREREwN7eHsePHyddVUy1k3xubi4hN/Gr+fDhA2ndT6DRgOLKlStISkpCVlYW6urqoKysjKVLl2LWrFmElMvz589ha2uLDRs2IC4ujuuYVCdJhNHxpKuri+DgYBQUFCArKwsyMjLQ1tYmNICvXr2KDRs2kBqzoqICNjY2ePXqFaSlpaGgoID6+npkZ2cjNTUVMTExOH36NNc9ELdkbEZGBjIyMlgeq66uRkBAANavX0/qXKkwNGG3DmcwGAgJCUFISAgkJSVBo9EIjXZxcXE4OTnxJQkACHdf8qfSFtRrQ6jwM7kJOhmtW7cOOTk5sLS0RL9+/aCsrEw4wDJtysluSFrTMsMOOp2OgIAAxMTE4OrVq3j//j0YDAY0NDSgq6sLU1NTgVrlWusK1LwcXJiZwODgYPTt2xe+vr6tMttoSnV1NZGxEhcXh5KSEp49ewZtbW2ivevMmTOkxqQ6sEH1grEphw4dAp1Ox9atWynJCMvIyCA+Ph7Xrl1D586dATTqX7RGC4TJmDFjcPr0aQQGBkJaWhqdOnWCi4sLjh49ipycHAwfPpzngoTqIHTzFpGHDx/C1tYWdnZ2WLBgAbExrKqqQmhoKHx9fbF3716uY+7Zs4dFH6w1LRdNqa2thYWFBb58+QKg8bu4b98+jm68DAaDCCbzi7A2uFQvysTFxXHkyBFs2rQJ+/btg4iICKytrbFq1SqBdM8A4bT2AICDgwPq6upw4MABHDhwgO1zeFU/L1u2DMuWLQPQqKvk7OzcKidWdpsiERERLF++HEpKSujduzdoNBqKiorw6tUrdO7cGbdu3RLo2uc099bW1uLFixcoLCwkdDU5cfXqVZZqAmG4TQorYKCmpoasrCzib9e7d288fvyYOF5WVsbVFbkpVFRVcMLe3h40Gg3x8fH466+/4OrqClFRUdTX16OsrAybN2/mamrRfI3HjzQCv5XWzenZsyfMzc1hbm6Ouro63Lt3D+np6bh48SIuXLgAUVFRlr8xN4SVGASod/0GGpPY3t7e2LVrFw4dOkTMfwwGAwoKCvDy8oK2tjbKy8uRmJiIWbNm8by+hFVZdvbsWWzdupXlPTcN7NHpdMJtlx9SU1NhbW0NdXV1VFRUsBwbPnw4rKysSFdqAdQ7yUtISKB79+6kz4MXDAYDQUFBRAcRuyBpQUEB6U6aZcuWISMjA7W1tejSpQvMzc0xc+ZMtmYzAwYMwF9//cWzA0EYSRJhdDw5OzujqqoK8fHx6NGjB9zc3ECn01FZWYkbN24Qa0EyHDhwAHl5edi+fTvMzMwI2YK6ujpERkbC3d0dnp6eXE3hhNG+zA4lJSWkp6dj3LhxAhuaCLMYBGC/L4mMjISvr2+r9yV/Km1BvTaETmBgIOWTEdCYvYmPj8fp06eRlpZGCIUqKirC0dERdnZ2pDMQrWmZ4YSYmBixEKWKFy9eYNGiRRg/fjwaGhpAp9Px4cMH6OvrY8SIEbCwsCBK5fmBU0sfE0Fb+oDGMnFXV1fKAnoA0K1bN5SWlhI/KyoqsgTMOnfuzHKcH6gObFC9YGzKs2fP4OjoKJCDICeo1gJpipaWFst3y9bWFpaWlqiuroa0tDTPTZ6wg9Du7u7Q19dvsUGVkpLC33//jffv32Pv3r04d+4cxzGafxZUfTYyMjLYt28fHj16BAaDAS8vL+jr67NUxzBhShpMmzaN1O8Q1gZXGIsyERER7NmzBx07dkRISAiUlZUFDugBwmntAajXQaJCp4upddsUpp7az58/iXYkAESi7dGjRwL9Lk5zhYiICLp27Qo7OztCpJwTzeeMnj17ctV3A8DS7s0PwgoYmJqaYsuWLaiursa+ffugp6cHR0dHHDhwAKqqqggKCoK6ujpfY1FRVcGNv//+u8WmuH///oRoPBl0dXWxadMmjmYRiYmJcHNzQ1ZWliCnCqDxms3OzkZ2djbu3LmDoqIiMBgM4h7DD8JIDDJpbdKVE5MmTcKkSZPw4sULFBQUoK6uDkpKShg0aBBxr+nSpQsePHjA19pCWJVloaGhUFBQwMmTJ/Hz50/MmjULaWlpoNFoCAgIQFBQECkdsC9fvnBdP3bt2pWrFA8nrK2t4eTkBBMTEwQFBWH69OmIioqCs7MzevfujaCgIFLauDo6Orhy5Qqx5qOKU6dOEYncDh06oKKiAj179sTnz5/x48cPtGvXjmcAlx23bt2Cjo4OZs2ahQkTJvA0BNPX1+ep4S2MJIkwOp7ExMSwY8eOFhq0AwYMwK1btwQyG7x+/TosLS1bJM/ExMRgbW2N169fIz4+nmtQrzn29vYwMjIi3XXGi1OnThH/z87OZvscGo3GNaj3K9rCm+9LlJWVKduX/Im0BfXaEConT54UymTEpHPnzli7di3Wrl1Lyfm2tmWGX5Ho5pAVjW6tAP2vaOljwhSipxItLS1ERERg4sSJUFdXx+DBgxEWFoby8nLIyMjg+vXrpCsbqA5sUL1gbErHjh0p39y1VguEE7q6uti4cWOLCiM6nQ46nU7JJo8dZCqAnz17xvU99u/fn2fLCSd+/PiBsrIyjqLL/Fz7zM0c0ChpYGFhwTabLijC2uBu27YNOjo6Ai/KeOkNMhgMuLu7s+i0kHUBFZaZkTAWvLdv38aLFy+ICgJPT0/4+/tDVFQU8+fP5+iMyUQYAv6cEEbFwdy5c3HgwAGO14wgTq3CChiYmZnh48ePCA4Ohri4OHR1daGnp4fTp08DaDT74HfdQkVVBS8qKipw69YtFBUVwcjICFJSUqioqOBpxFRWVsYiIVBUVITc3Fy2VV8NDQ24ePGiQJV6Fy9eJIJ4b968AYPBgIyMDMaMGQMLCwtoamqSMo0SRmKQCdVJ1+b079+fbVIHaLz/8ZtMEFZlWUFBARwcHIjrVFJSEjk5OTAyMsKGDRvw8uVLnDx5EpqamnyNp6SkhHv37nFMjKenp3PVfeSEnp4e3N3d4e/vDykpKYwZMwbz589ncZIn04JpZWWFFStWYOnSpZgyZQpkZGTYBlfJ6ujGxsZCXV0dISEhKC8vh4GBAYKDgyEnJ4fIyEi4ubkJ5CKekZFBKiHGT7JQGEmSph1PKSkpRBC/NR1PixYtwqxZs6Cvr8+iUSkmJsYzuMmJHz9+cP0eqqmpkV5HZmZmEhqnVPKrKgLJUFxcLNDr+NEO/V+hLajXhlAR1mTUlJqaGnz+/JljKwuZC761LTP8ikQ3h6xodGsF6H9FSx8TGxsbeHt7w9jYuFVOv01xcHDA9evXYWJigoyMDFhYWMDf3x8GBgbo3LkzioqKSGvVUR3YoHrB2BQjIyPExsZi3rx5PCtX+IEKLRAm7DZ59+7dYyuKLegmj+p2lB49eiAzM5Njhv3atWukRZMrKyuxYcMG3Lx5k+s9g+y1zykg9vjxY4iKivJd/dMUYW1wY2NjSbmdNYdXwJMKV1Bhmhnxgkzg+erVq3BycoKKigoWLFiAO3fuwNPTE8rKyujRowd8fHwgKyvL4lz6p5GXlwcTExOsXbuW5X0WFRVh48aNyMrKIu0GLqyAAdDYirps2TJik+jp6Yns7GxUVlZi5MiRfCeeqKiq4EZQUBAOHz6M6upq0Gg0DBkyBFVVVXBycoKlpSU2b97McV0jKSmJTZs2EVWgNBoNfn5+8PPzY/t8BoMhkPbl6tWrQaPR0LNnT6xbtw4TJkyAmpoa6XGYCCMxyIRq128AfLX/02g0rvqHzRFWZRnAKlWirKyM58+fE5+7jo4OfH19+R7LzMwMe/fuxcCBA4m2XRqNhtLSUnh7eyMtLU1g7U8qneTnzJkDoDE4kZaW1uI4vzq6zSkqKsKaNWvQoUMHdOjQAdLS0sjJyYGioiKsrKyQnZ2NoKAgGBgYkBqX13nQaDTQ6XTIyMjwvf4RVpKE6o6n169fY/369ZCUlISuri5mzpyJ8ePHC9w9AwATJ07E+fPnYW5u3mKtzDQdImsM2bdvXzx58kTgc/qV1NTUwMfHBzdu3OBovMMt6aqjo0N6/9waA8c/kbagXhtCRViTEdCo0bBjxw4kJydTtmlubctMc5Honz9/EoKhM2bMgKqqKhoaGlBQUEBkbAQxymitAP2vaOljUl5eDjqdDgMDAwwbNgyysrJsJ04yGxIFBQVcuHABsbGxxML79OnTOHr0KCorK/H333/zpe3TFKoDG8wNKFULxqaMGzcOKSkpMDU1hZ6eHse/Kb8LICq0QJj8ik0e1e0oc+bMwaFDh7B161bMmzcPSkpKqKmpwdu3b+Hn54dbt25h+/btpM7Rw8MDqamp0NTUxJAhQ9CuXTtSr+fG8ePH8e7dO+zfvx/19fVYtGgRUek4evRo+Pj4kMrAC2uDy8tdlRfNXUC/fv1KuQuosMyMqA48+/n5YcCAAUQwIC4uDqKioggODkaPHj2wZs0aREVFkQrq8VMpxK/hjrOzM6ysrDBy5EjiZ34gc9+Pi4uDi4sL3NzckJqait27dyMlJQUHDhzAz58/4eTkRNpMQpgBAwAtqj40NDR4vubp06fo3bs3UUEizKqKixcvYs+ePTAwMIC+vj6hcdm/f39MmDCB0L/i9L2SkpKCt7c3Xr58CQaDgY0bN2Lu3LktzMuA/19LkN3YAo2V71lZWXj16hUOHTqES5cuQVNTE5qamhg5ciTpynVhJAaZUO36DTQmSLjRuXNnnmZOzRFWZZmCggJev35N/Nz8/QMg1b2xYMECvHr1Cu7u7kRSa+nSpaipqQGDwYCBgQHs7OxInSM3mE7yZHF3dxeKxpioqChLO2jzv6eWlhaOHTtGetz58+fzfb4yMjJYt24dT9MUYSZJrl27xraTZPTo0aTHSktLQ3Z2NhISEnDlyhVcuHABXbp0gZGREWbMmCFQJ8TChQuxZs0amJmZYeHChejbty/ExMRQWFiIkJAQPHz4EDt37myhS8jt+rK0tIS7uzvy8/OhqanJsUpbkGAnlcaAALB7925ERUWhZ8+eUFRUJB0g5WUux+TFixdIT08H8Hs5lP8O0BicLI/aaIMCRowYgY0bN8LMzAxA4+ZZQ0ODqFA6c+YMjh071sLRhx9cXV0RGxsLDQ0NDBw4kGMVEdkF+fHjxxEcHIyMjAzQ6XQ4OTkRLbfS0tI4deoU3zf8gwcPIikpCWfPnm2xKf769Svmzp2LsWPHYsuWLaTOsby8HJaWligoKEBmZiZERERgaGiIyspKFgF6fhc6rq6ulLf0MWE6F3KDbPbyxIkT0NLSwtChQ1tzaixs3LgRt27dgo+PD9TV1XH8+HGEhYUhKSkJMjIycHBwwPPnz/luYRs/fjxmz54tFPdIqv+mY8eOxbRp07Bp0ya2x7dv347U1FS+NZaePHlCepNHpuVh6tSpaNeuHUsFcHJyMksF8LFjx/hOFjAYDGzbto1tW4iIiAiWLFnC00mwOZqampg8eTLlbZinT5/GgQMHMGHCBJw6dQrx8fFYv349DA0NoaamhlOnTsHKyoqUG9r79+9hZmaGz58/IyMjA/X19TAwMICoqCjLBpeMFgzQ6B67efNm6Orqcl2Q8rtp1NHREYoLaF1dXQszIwUFhVaZGfEjPWFpacn35zRy5EisXbuW0KKaMGECevXqhaioKACN4vS7du3CgwcP+D5HbvcRpqA/jUbjy3xgwIABLO7PwrjvA43XakBAAI4dO4a6ujrU19dDQ0MD27dvJ+1Qy2Tz5s2Ijo4mBP3btWvHEjA4cuQI6Q0Kg8FAdHQ0UbXAaakdGRnZ4jFNTU2sXbuWWDcJc342NTVFhw4dEBQUhIqKCmhpaSEgIIAIvC1atAglJSWIj4/nazxPT08YGBigX79+lJ8r0Lj2yczMRFZWFm7fvo13795BTEwMgwcPhqamJinn4/LycsTGxmLRokUAgJycHCIxqK2tTdoYjcnu3bsRHx+P3bt3Q0dHB/7+/vD29sbZs2ehqKgIOzs7lJSUkHK/ZVfNXl9fj9LSUiQkJCA8PBzBwcGkroGm1yi7zbSglWVHjhxBYGAgVq9eDUtLS5w9exZ79uyBl5cXVFVVsWzZMjAYDCQkJJAaNzs7G5cvX8a7d+9QX18PeXl56OrqEtIUZOFVGcSsVJOVlcXQoUNhZ2f3rwQRTExMMGzYMGzbtg0AsHbtWpSWlhIJnsDAQBw9epRFs5kfrl27BldXV0hKSsLS0hKqqqqQkJBAfn4+oqKiUFhYCCcnJzQ0NODy5ct48uQJfHx8uLaDBgUFYe/evXBxccHkyZOhr6+PwMBA9O3bF97e3oiIiICzszMpp/bq6mosW7YMt2/fBoPBQKdOnVBfX49v376BRqNh5syZ8PDwEDigWldXh5s3byIxMRHp6en4+vUrlJSUMGPGDMycOZPvICS366m56R7zMV7Xl7DmUX6NAXkZozRl3Lhx0NTUxMGDB4US3K6trSUkR+rr62FmZoZ169ZRnuj9L9NWqdeGUOnduzdLJYKKigrLzefHjx+E3TVZrl27BmNjY8o3zVS1zADAuXPnYGdnx/Y1HTt2xNy5c+Hr60s6qEe1AD0/Glc1NTVsWyh5IYwqA19fX4iIiFAa1KM6c//t2zcoKipSdn5NCQ4OpnQ8qrVABg0ahEGDBgFobEWhepNHdQUwjUbDzp07YWNjg7S0NBQVFYFGo0FRURG6uroCfY61tbUYNWoU6dfxIi4uDvr6+jh+/DiAxsBZu3bt4OHhAUlJSXz//h2XLl0iFdTjp/JVEDF1ZiA0Li4OcXFxbBe6ZBakwnIBFYaZEdXSE021sp48eYKSkhIi6AM0tj2RNQxJSkpq8VhDQwNKSkqQmJiIu3fvtqiW5ETz+7ywqsuYLZgdO3YkdGE7d+4MaWlpgcfctWsXZs2aRWnA4MiRIzhx4gTExcU5VlJzoqamhqXCNTY2FuPGjRNKUO/169dcHaj19fV5On83hWrTheYwuwaYnQPp6enw9PTE/fv38eDBA1JBPRkZGSKgBwCjRo2iZG6l2vUbAMektaKiIhwcHFBcXAwPDw+cPHmS7zGFVVn2999/IycnBx4eHjA1NYWpqSkCAwOJZAyDwRBo3a6hocFXpSu/aGlpISUlBZWVlejduzdLUOvJkydo164dBgwYgLKyMvj7+yM+Pp4wgOBFXV0dS/VTfX09vn//jlu3bmHmzJmkznPatGk4cOAAxMXFsWbNGkyYMAGurq6IiIiAqqoqgoODScsOAEBycjJkZWURFRXFMneMHz8ec+bMgYWFBQoKCrBz504sWrQICxYswOnTp7kG9YRRVXn06FFkZmZiyZIlsLOzI8ydysvLcerUKQQEBEBNTY1UoLApYmJi0NbWhra2NoqKinDo0CFcuHABnp6e8PLywujRo2Fvb88z+SiM64nqtT4Tqo0BgcY1719//SWUe0pmZia2b9+Od+/eoXfv3ti5c6dAFZp/Om1BvTaEirAmI0B4m2ZAsJYZdtTU1HBtDf727ZtA4wLUuwKlpKQgPT2dY6vYvXv3kJOTI/D4VCItLY26ujpKx6Q6sGFiYoLQ0FBoaWlRHtwT1GCDE1RqgbBr6bty5QquXLnC8TX8tvgxEVY7St++fVulAdeUESNG4P79+yyBFyp49+4dbGxsADS299++fRsaGhpEq56qqqpA+nfC2OBS7VImbBdQKqE68KyqqoqkpCRMnToVfn5+oNFohPlMaWkpoqKi+MrqN4VTVU/fvn2hpaWFFStWwMPDA4cOHSI1rrAoLCzEjh07kJGRARUVFRw+fBh37tyBj48PMjMz4ezszNHwhBdUBwzOnz+PsWPHwsvLi0WInR+GDx8Ob29vXL58mdhsHz9+HKGhoVxfx67qjxft2rXjmlgtKSnhS0u1KREREUhISEBpaSnb9Q+NRuNqOMaNDx8+4NatW8jMzMTt27dRVlYGOp2O8ePHcw02/CoTM0A4rt+8GDZsGCk9PQAs0iBUIiUlhZCQEDx69Ij4/p45cwZhYWHE+yer0fzz509ERUXh2rVr+PDhA3bv3o127drhwoULHBPnvBgyZAji4+Ph6ekJPT09lmM5OTlYvHgxzM3NMXv2bDx//hyLFy/G0aNHOf6dKysr4erqips3b3I0xgJAOqhna2uLV69eISwsDGvWrMH06dMRFhaGHTt2gEajQVRUlKjiI0NKSgocHR3ZJoPatWuH2bNnw8vLCzt37oSIiAimTJnCl2st1UmSCxcusO16kZGRwYYNG/Dp0ydERUUJHNT7559/cPHiRSQlJRFu76NGjcKsWbNAo9EQFRWFJUuWYP369Vi4cCHHcYRxPVG91mdCtTEgAGhrayM9PZ3Se9vnz5/h4eGBuLg4iIuLw9HREfb29gJLF/3ptAX12hAqwpqMgMZFDNWb5ta0zLCDuTGeOnVqi8DO48ePERQURFqvhElDQwOysrI4CpIC4Kl/weTs2bPYunUrS/l10/dOp9MJvSFBoFq7YefOnXBxccHPnz+hqamJrl27sq2EILsgpzKwUVVVhcLCQhgYGKBXr14cWw8F2YgxKSkpafE3bZoRXrZsGV/jUKkFIoijH9mgnjAqgCsrK+Hr64vr16/jw4cP8PX1Rbt27RAcHIxVq1ZBWVmZ6+ubt0etWrUKCxcuhKKiIqZPn87xO0p2w9y+fXsiGZCVlYWqqiqWz6GwsBBdu3blOsav2uDOnj1boN/DiV/hAkoVVAee7e3tsXLlSmhpaYHBYEBLSwuDBg1Cbm4usdGgOog6YcIEjuZJvOB1H2je2sZPMH369On4+fMnbGxssGbNGkhISGD06NHQ1dWFq6srduzYgfj4eISHh3Mcg0w7UVPIztNfvnzB1KlTSQf0AGDv3r3YvXs3Xrx4gU+fPoFGo+HLly9cAwWCoqmpiaioKKKtuynv379HWFgYqY0l09VVSkoKysrKpO9vnNi2bRvRbstgMCAnJwc9PT1MmjQJWlpaPDVLf5WJGROqk668yM7O5tlJ8fbtW3Tv3p24L/E7DwhqSDRkyBDi/126dBG4ivP79+9YuHAhHj58iE6dOuHLly+orq7Gx48fcfr0aVy+fBmhoaGkjdj8/f1hbW3dIqAHNK79rK2t4evri9mzZ2PAgAGwsLAg5A7YcfDgQVy7dg3Dhw9H+/btkZGRgZkzZ6K0tBTZ2dkQFRUVaG4SFRWFh4cH1q1bR3zPQ0NDkZSUhM+fP2P8+PECJSNFRES4FhZ8/fqVJSjPlGTgByqTJF++fMHgwYM5Hh81ahTpJEF5eTkuXbqEpKQk5ObmoqGhAX369MGKFSswc+ZMFrMPExMTmJqawtfXl2tQrylUVmoCja7C165dQ3FxMdasWQMpKSlkZmbCxMREoA4qqo0BgUYJo0WLFsHR0RH6+vqQlZVle8/ldy49f/489u7di4qKCmhoaGDnzp2UmKP9ybQF9doQKsKajADAxcUFtra26NOnD6ZOncrxBkJmUdmalhl2ODs7Y968eZgxYwbGjh0LZWVlVFdXIz8/H1lZWYT4LFmeP38Oe3t7fPr0iWPgkUaj8R3UCw0NhYKCAk6ePImfP39i1qxZSEtLA41GQ0BAAIKCgtgu+vmBX+0GMjDbOLy9veHj48PxedwW5MIObNy5c4doEwAaXWGp4sOHD1i6dClevnzJ9Xn8BvWaVrc0d9ljflZNnXq5tU0Kq12gKVRXAJeVlcHCwgLFxcVQU1MjAnSfP3/GpUuXkJmZSQjGc2Lo0KFs20uPHj2Ko0ePsn2NIM5dgwYNQmhoKOTl5Yk2dAMDA9TX1yM1NRURERFEBRcnfuUGt76+HoWFhVBRUQEAvHr1CpGRkRAVFcXcuXNJ3f+F7QJKJVQHnnV1dREYGIikpCT07NkT1tbWAIDu3btDX18fCxcuJFreqeLFixcc5xde+Pj4gMFgEP+awvzuNZ0HZs+ezbPSqEePHnB3d2/RdtO/f3+cPXsWJ06c4DofALzFuNlpHwHkv/t//fUX7t27J1DSsUePHiwB3wEDBmDjxo2EXiGVrF69GnPnzsXMmTMxYcIE0Gg0XLp0CZcuXUJCQgIYDAapYMy5c+cwYsQI+Pn5UVpNGxMTgxEjRsDMzAyTJk0i7Xzb3MSMSn5FoJhTtWxtbS2ePn2K7OxsnpVCRkZG2LdvH/E94nce4PXdJ7v5Z8Kv3IGnpyeePn0KHx8fDBs2DGPHjgXQeP4MBgOurq7w9PSEm5sbqd//6dMnrk6tPXr0wIcPH4ife/bsydW5NS0tDXp6evD09ER5eTnGjh0LGxsbDB48GE+ePIG1tTXy8vJ4zs+caLpOptPpfK/vOTFmzBgEBwdDT0+vRZV3fn4+QkJCiHsts2ODl2bj+fPnef5eZjJn4MCBfOmhjRw5EsnJyRzNejIzM0lL8UyYMAENDQ2QkZGBlZUVZs2axTFwKCoqCmVlZXz+/JnrmMKo1Kyrq8OqVatw9epV4rFFixYhPz8fO3bsQGxsLE6fPk1afoJqY0CgsYvk06dPePr0KVvtcX7lVgoLC7Ft2zZkZmZCWloau3btIpyl2+BOW1CvDaHCTjS56WT08OFDbNu2DTt27CA9toODA+rq6nDgwAEcOHCA7XPIbppb0zLDjn79+iEmJgZHjx5Feno6caPr0KEDZs2ahVWrVpHOLgLAvn37UFFRAUdHR6irq7c6G15QUAAHBwciYCUpKYmcnBwYGRlhw4YNePnyJU6ePAlNTU3SYwtDu4GKBbqwAxv8GmoIwoEDB/Dy5UsYGRmBTqcjNjYW9vb2KC8vx5UrV1BTU0MquEalFoiw2gWaQnUF8OHDh1FWVkbo5TA3DZMnT0ZERATs7e1x/Phxrq0nxsbGQts0NsXFxQULFy7EihUrAAB2dnbo1asXMjMz4ejoCCUlJeIYJ4S5wW3Khw8fYGtrC0lJSZw/fx7//PMPLCws8P37dwCNFcIhISFcs/BNEaYLKNUIQ3pi9OjRLQJaCgoKHOc/XnDajDMDBUz9RkGIjY3F/PnzMWrUKNjb20NVVRV0Oh0FBQUIDg5GYmIiDh48iK5du+LChQsIDg5Gv379uLpWx8fHc6zIEhUVhYODA9uqm6Y0r5b69u0bDh8+DHl5ecydO5fFoT4yMhLl5eXYvHkz6fe/efNmzJ8/H+7u7lyrFvhJEgUHB3MNfpeVleH8+fMsVeb80rt3b4SHh8PNzQ1RUVFgMBjE92LIkCHYsmUL+vfvz/d4paWlWLp0KeXt8SNHjoSpqSlmzZol0OuXL19O6fk0hV/XRiaCGFBw08oTExODoaEhTx1VR0dHls+Sqnlg27ZtLbo7eEGj0fgO6l26dAkWFhaYPHkyKioqWI4ZGRnh0aNHpExHmPTu3RuJiYmYN29ei4rvhoYGJCUlsVTov3z5Ej179uQ4XllZGdFWLCMjg+7du+PBgwcYPHgwBg0ahDlz5iAxMZG0q3LzRGtzmlc989vium7dOlhYWMDU1BR//fUXVFRUQKfT8fbtW2RmZkJSUpL4ThkYGOD9+/c8pRhcXFxaJG2anifzceY6bdmyZTy7NLZs2YJFixZhyZIlxFwiLi6Od+/eITg4GDdu3MDRo0dbJOq53VunTJmCmTNnYvz48Wyr/Zuzbds2ngFIYVRqnjx5ElevXsWmTZswadIkYj7W09ODs7MzDh8+DB8fH5akOz9oaWkhIiICEydOhLq6OgYPHoywsDCUl5dDRkYG169fJ93S7ubmhu/fv8POzg69e/cmZX4HNCaA/fz84O3tjerqakyfPh0bN24Uio7yn0pbUK8NoeLp6QkVFRWOIvnZ2dk4d+6cQEG9MWPGUL4xbU3LDCeY2j8MBgMVFRWg0WgsFVyCkJubi0WLFlEqSt00C6isrIznz5/DyMgIQKNLmK+vr0DjCkO7ofkCvba2Fnl5eaDRaFBTU+OrwlLYgQ1eLoAPHz5ETEyMQN/927dvY9asWfDw8MC3b99w/vx5TJgwAaNHj8ayZctgYmKClJQUvrOXzTP8JSUlePDgAdq1awcNDQ2ByvuFiYiICKUVwKmpqbC2toa6unqLTcPw4cNhZWXF1hm3KU2Fv79+/cp2Afjs2TN06NChVRqLqqqqSEhIQGZmJnr27EmYLQwYMABubm6YOnUqT8OE5tfP+fPnMXr0aCgoKAh8Xuw4cuQISkpK4OLiAgCIjo7G9+/fceTIEQwZMgRLliyBp6enwPcWYfLjx49WzQNUB56Li4v5ep6cnBzfY/LajA8ZMoTnhpITe/bsweDBg+Ht7c3yuJqaGtzc3FBWVoawsDD4+flh6NChqKysRExMDNegHvNaf/nyJVJTU1FUVAQbGxtISUnh1atXmDhxIk9DnuYt4Vu3boWioiLOnDnDEjAcP3485s6dCysrK6SkpGDq1Kmk3v/Pnz8JbTFuZiP8BHbYJUoaGhqQmpqK6OhopKeno76+XqCgHtD4mQQHB+Pz58949+4dGhoaIC8vj27dupEeq0+fPizVTVRx//590p8Bv7S2VU6YbbVMmlbqNIXpUM6r/RhoaWJCVaBT2NX5paWlXCszVVRUBNKRZTq6W1pawsbGhmgXz8/Px5kzZ5Cbm0tUD3t6eiIyMpLQs2VH80C2kpISS/VT//79+apka05OTg5KS0uJym5paWnQ6XSUl5ejoaGB5R5Oo9Hw119/4cSJEzyT/UpKSoiNjcWxY8eQkpKCjIwMAI0SH1OnTsXKlSvRq1cvlJeXQ15eHg4ODjyvwYiICCxduhQKCgpYtGgR+vTpQ5iPhIWFIScnB1u3boWEhAQuXrwIT09PyMvLc606ZP7O4uLiFlWxzPe9dOnSFq/jdm8lG1zjJ7AkjErN8+fPw9jYGNbW1ixrUzqdjiVLlqCwsBApKSmkg3pUGwMCjV0YDg4ORCcVWWbPnk1cL/r6+tDQ0EBycjLP11FpcPZfpy2o1walFBYWwtramkWHYefOnWydrphBLl7l3Jyg2vUWaF3LDC9oNBplGQcJCQl0796dkrGAxmqP169fEz83138CGgMVgkCVdsP3799x/vx5vHnzBsrKyjA1NUWHDh0QFxeHPXv2EG0RsrKycHZ25qnnJczMPSDcgDbTiRlorPrs1asXHj9+jNGjR0NOTg5mZma4evUq1qxZw3GMjx8/4siRI7h37x5LljsoKAgHDhwgjEg6deqEPXv2tEpTkWqMjY1hZmZGtCACrWtH+fLlC9c2nK5du3Jtu2FSXV2N3bt348KFC8jIyGgRFGJW7E6fPh1bt24l7VbKpFOnTix6TUCjZpGg961du3ZhwYIFlF8TGRkZWLBgASGcfO3aNfTs2ZM4dzMzM57tkk3hd0NE9ntw8eJFeHt7w9fXl/ge7Nq1C7m5udi4cSMmTJhAajyAeukJHR0dSlrlmsJpMy4iIoJu3brx1JHkxr1797hKS4wfP55Fr2/UqFG4dOkSz3Hd3d0REhJCVHtMmTIFX79+xYoVKzB58mQcPXqUVOX6xYsX4eTkxDYoIi4ujpkzZ/IlDt+cLVu24O3btzAwMBCoaoETeXl5iImJQVxcHMrKysBgMNC5c2dK2pM6d+5MGDsIytKlS7Flyxbo6OiwaKq1lr59++LJkyeUjUdlqxzV2qHsyM7O5pp4efPmDVJSUgTaUJeXl+PmzZsoKiqCqKgoevfujXHjxvFdbSns6vxevXpxlRq5e/cu1wo6ThgZGeHr1684cOAAnJ2dWSrJpKSksGXLFpiYmODLly/w9PTEmDFj2AaPmAwcOBApKSmYN28egMYA971794jj79+/F0jSx93dHXZ2drC2tsbSpUsJzdxv374hNDQUvr6+OHXqFPr06YMLFy5g//798PX15VmxDzS2GO/evRu7d+/G58+fUVdXR1QV//PPP7h69Soh/cAPfn5+UFZWRnh4OMs9r3fv3pg0aRIWLFiAtLQ0HDlyBEZGRnBwcEBoaCjXOVtYCfinT5/i5s2b+P79O1tzwNu3b5OqABVGpeaHDx+IxC07Bg8eLFCgmGpjQKCxpbc1BQBNr/Hk5GS+AnpkKn7/F2gL6rVBKYqKirCwsMCtW7cANGbYunbtylYzTVRUFDIyMnw7Fv0KAX4qW2aAxuoZXpNR07J5JycnvjZ6Ojo6uHLlCrF4aC16enoIDAxEz549YWlpCU1NTezZswfp6elQVVXFmTNnBK4uokK74dOnT5g/fz4KCgqIx0JDQ7F582a4uLhASUkJxsbGaGhoQEpKCjZu3IjOnTsLFIh68eIFkpOTUVRUBHFxccjJyUFbW5uns+SvDGh37NiRxZhBUVGRJSirrKzMtVqioqIC5ubm+PTpE9TU1FBXVwcxMTHcuXMHe/bsgaioKBwdHdGvXz9ERUVhxYoViImJ4VkF86vIy8ujTIAdaAxi37t3j+PiID09HUpKSlzHqK2thZ2dHXJzczFgwAB8/vy5RVBPX18f5eXliI+PJzLXvFy8Dh06BCMjI+L7x48TKY1Gw+rVq3k+j4mYmBhf2jZk+fLlC7EJLSsrw9OnT1mqQqWkpEiJ/zNbezi19TAhE9RLSUnB6tWroaKiwnLtampq4uHDh7C3t0dAQIBA0gMAdTpI7Fr86uvrUVpaips3b6Jz5874+++/SY0pzM24tLQ0yz2pOa9fv2YJGnz58oVnkDssLAzBwcFYsGAB9PX1iaD+6NGjYWFhgcjISPj5+fGtJQo0BjC5BeyLiooE2qg8evQIixYt4ppY4ZeqqiokJSUhJiYG9+/fB9A4hwwcOBA2NjaEDIOgUOlWm5aWho4dO2Lu3LmQk5PjqE1M1iDK0tIS7u7uyM/Ph6amJkeTHH43eMIyNWgKleL2rq6u2L9/P8eg3u3bt+Hl5UU6qOft7Y0TJ06gtraW5b7asWNHbNiwQeBgMZVGbjNmzMDJkycxduxYIplJo9FQX1+PgIAAJCYmkr73MTE3N8eMGTOQmZmJd+/e4efPn1BWVsa4ceOI+1G7du2QmprKM3BobW0NJycnmJiYICgoCNOnT0dUVBScnZ3Ru3dvBAUFCXTP3b9/P3R1dVvIAHTo0AFLly5Ffn4+Dh48SFQSFhQU4MKFCy2Ceurq6iyaikBjIvL06dMwNjZu8d3KysrChg0bSCWKMjIy4OzszDaJwXTQbXpdTZw4kacZkzAS8CkpKVixYgXx3Wxe7SgiIoKBAweSGlMYlZqysrIoLCzkePzp06cCF4tQaQwINH7/Q0NDMXXqVIFkpX6FHvefTltQrw3KWbZsGbGo1tHRgbOzs8DCsE35FUE9KltmgMZ2h5CQEHz58gXjxo2DqqoqUYqenp4OGo2GyZMn4+vXr0hLS0N6ejqioqJ4BvasrKywYsUKLF26FFOmTIGMjAzbhTO/Qsx///03cnJy4OHhAVNTU5iamiIwMJBYIDIYDIErI6nQbjh69CjKy8vh6ekJTU1NFBUVYePGjXB0dMSwYcMQHBxMbGpWr16NOXPmICQkhHRQb//+/fD3928RNDh69ChsbGy4tqIJM6DdnGHDhiEhIQFz584FnU6Hmpoabty4gfr6eoiKiuLly5dcWwdPnTqF8vJy+Pn5EfpxQKN+B41Gg52dHZGl09PTw6xZs3D69GmBnTCpZuTIkbhx4wbMzMwoyeCamZlh7969GDhwIPGdodFoKC0thbe3N9LS0uDs7Mx1jMDAQKKyi1OLDvPaYjpEhoaG8nRTO3nyJNTU1IigHjdtJSZkg3rr1q3DoUOH0LFjR65u0mQDBz179iSyrxcuXAAAFr2fjIwMUi2/TY0ymDQ0NKCkpARJSUn4+PEjKUdZADhx4gRGjx4Nf39/lvc3c+ZMGBkZYf78+Th+/LhAQb3MzEykp6dzdVLnN3Cwdu1ajscqKysxd+5cgcx4amtrcebMGVy7do2o1FFWVsbUqVMF1i8DGjWLwsLC0KdPH8ybN4/Y5DEYDMTFxSEqKgqmpqYAGhMiUVFRPCu7IiMjoaenB1dXV5ZWJBkZGWzfvh2VlZWIj48nFdQbO3YsAgMDMWHCBIwYMYLl2JUrVxAWFibQ30FaWlqg6qGm5OTkICYmBpcuXcKPHz/AYDDQu3dvaGpq4syZM3B0dGz12opqt9qsrCwAjdVVDAZDoLZIdjADGnfv3sXdu3fZPodM1YYwTQ2oELcvLCxkqXRlMBg4fvw4QkNDWzy3oaEBr1+/Jt0uHRkZiWPHjmHkyJFYsGABVFRU0NDQgLdv3yIoKAhbtmxBly5dSP8NqDZys7e3x/379+Hk5IQOHTqARqNh06ZN+Pz5M75//47hw4eTuuabIyUlxfU90ul0vq5lPT09uLu7w9/fH1JSUhgzZgzmz59P7CXk5eVJt0kCjX9PbvegYcOGISkpifh5wIABiI6ObvE8dp/Fjx8/4OXlhVGjRlEivyElJYWPHz9yPP7hwweWgN/Pnz8pSdDm5ORg1KhRfD//9OnT6NKlC/bu3Yv6+nosXboU0dHRqK2tRXBwMK5du0baeEUYlZr6+vqIiIjAlClTiC4C5pr34sWLiI6OJjohuCFsY0Cg8btUV1cHAwMDDBkyBLKysmyDu5zWPL9Cj/tPpy2o14ZQodIs4FdE8alumREREUFDQwOio6NbOBMWFBTAwsICAwcOxOLFi1FSUgJLS0t4enriyJEjXMdlZk+Li4uRlpbW4jhZIWZmIPPRo0dEdvLMmTMICwtDZWUltLW1ibJyslCh3ZCRkQFzc3NCBH3AgAFwcXGBjY0NTE1NWRYFkpKSMDU15Sv40ZTo6Gj4+flBW1sby5YtIwTT37x5gxMnTiA4OBjq6upcF6LCCmg3x87ODgsXLoSuri4SExNhYmKC0NBQ2NjYQElJCQkJCTA0NOT4+rS0NMyePZsloFdVVYXbt28DAEsbp4iICIyMjEhXVgiTSZMmwdPTE3p6etDQ0GBbtUEmsLVgwQK8evUK7u7uhD7S0qVLUVNTAwaDAQMDA9jZ2XEdIyEhAZMnT+aqucPEyckJWVlZiI+P5xnUu3r1KkvQm5O2Umvw8vLCt2/fuBoCCOLUq6uri+DgYBQUFBBu39ra2igsLMTevXtx9epVUpscbm2wc+bMga2tLUJCQki1tL958wYbNmxgu7EQExPDjBkz+KqObE5QUBA8PDy4isdT5dTbqVMnWFhYIDQ0lJSuWkVFBWxsbPDq1StIS0tDQUEB9fX1uHv3LtLS0hATE4PTp08LtOlatWoVHj9+jN27dxNGFOLi4igsLMS3b98wbNgwrF27Fj9//sSUKVMgJibG82+Rn5/P1YVdS0uL9Jpj3bp1yMnJgaWlJfr168fiUM90beYV0GfH7NmzcebMGcyePZu0NuPJkydx7tw5FBQUgMFgQE1NDQYGBjA0NES/fv1QVFRE2f2YardaYRlEUb3+E5apAUCNuL2ioiL69etHaIjRaDR8+fKFbWWzqKgo1NTUSFc0BQcHQ0NDA0FBQSzBBnV1dRgaGsLKygq+vr6k1zBUG7nR6XScPn0acXFxuHz5Mt69e4f6+noMHz4curq6MDMz41nxzonXr18jMTGRa5UqL1fuppiYmLBUo2/atAkLFy5EZWUl+vbtK9B5du3albhHsSM3N5dFp7u0tJRUG72gDufsmDhxIkJCQjBy5Ejo6OiwHLt79y5CQ0OJ71NVVRViY2N5dsHU1tZi//79uHHjBqqqqlroX1ZVVaG2tpZUReGLFy+waNEijB8/Hg0NDaDT6fjw4QP09fUxYsQIWFhYEAkPfhFGpebKlStx584dWFhYoHfv3qDRaDhy5AgqKyuRn58PRUVFvq57YRsDAo3FD0y4JV6oWPO0wZ62oF4bQuHbt294/vw5i1NfTU0NwsLCcPfuXUhKSkJPT4+U8PGviOJT2TIDAFFRUZg/f36LgB7Q2CJpZWWFsLAwLF68GN26dYOZmRlf2hVUupUCjZlQIyMjlmxgly5dKDHi4Ee7gdekVFpaChUVFZbHmBkkdhlUWVlZ0hqAoaGh0NDQaCHaP2LECPj4+MDGxgZhYWF8Z5eF6X47ZswYnD59GoGBgZCWlkanTp3g4uKCo0ePIicnB8OHD+e6YSguLsb8+fNZHsvJyUFdXR0UFRVbtJr26NED5eXlQnkvgsCsGKyqqkJRURHb55CtVtu1axdmzZrFsmmQl5eHrq4uX25y79694ytjyoQZmORFc62/nj178nRru3v3LleNwOYIw3QIAJydnVFVVYX4+Hj06NEDbm5uoNPpqKysxI0bN7Bw4UK+gqD8MnXqVBw+fJhUUE9SUpJrq3p5eTlf7njNCQ4OxsCBA3Ho0CEoKioKpKVEBhqNhpKSElKvOXDgAPLy8rB9+3aYmZkR77Ourg6RkZFwd3eHp6enQPOhlJQUwsLCEB8fj+TkZBQUFODHjx8YNWoUDAwMYGxsTLS+Ojo6YurUqTyrAqSlpblWI+bn55NuI5eTk0N8fDxOnz6NtLQ03LhxA0BjUMXR0RF2dnYCBbuUlZVRWVkJfX19jBs3jm3VAqd71KFDh9C+fXvY29vDxMSEZ+t/axCWWy3QWEFWXl5OCPu3BqrXf8IyNQCoE7ffuXMn8f8BAwZg48aNLK2TraWoqAhWVlZs701MMzMyBmZMqDZyO3HiBLS0tGBsbCywfAE7Ll++jNWrV3NsDwbIB/XYIScnBzk5OaSlpeHRo0ek/y6zZ8+Gp6cnunXrBjs7O0JPu6KiAuHh4UhMTCS6PrKyshAeHi6wXERrWbt2LXJzc+Ho6AhlZWUWR93Xr19DQUEB69evR0NDA8aPH4/q6mr4+flxHfPIkSMICQlBz5490blzZ7x8+RKjR49GSUkJCgoK0K5dO9IO5XV1dejVqxeAxsS1kpISnj9/Dn19fdBoNBgZGfGtI8hEGJWaHTp0IGQlrly5AgkJCTx58gTy8vKws7ODvb0914pfJsI2BgQaK0rb+HdpC+q1QTnR0dHw8PDAjx8/CGHjnz9/wtbWltCDkZSURFJSElJSUn6rqD0VLTNNqays5HrD7dChA0uwpEuXLvjx4wfPcZu7lbaWzMxMaGtrUzomE+aCrDXaDXV1dS00aJgbJHbVlDQajetCjR15eXlYv34922M0Gg2Ghoakv6u3b9/GixcvsGDBAgCNrU7+/v4QFRXF/Pnz+RIy5oSWlha0tLSIn21tbWFpaYnq6mqekzxTj6YpzLappmMyqaioQPv27QU+V6qhulrtwoULmDRpEjQ0NKChoSHQGO3atSO1aGrfvr1AWfuVK1fiyJEjbL/33759w969exETE0Oqqk4YpkNA47W5Y8eOFkE2dXV13Lp1i/Lv1IcPH1BTU0PqNVpaWggLC8OMGTOgqqrKcqywsBChoaH466+/SJ9LWVkZ7O3tW2U20ZSmGprNH3/27BkCAgJanD8vrl+/DktLS1hYWLA8LiYmBmtra7x+/Rrx8fECJ7loNBpmzZrFtXWsU6dOcHBw4Gu8iRMnIiIiAqampi2MLR48eICIiAgYGBiQPs/OnTtj7dq1XFucybJx40bi/3FxcWyfwymoN3z4cNy/fx8nT57EtWvXoKWlBX19fZYkKVUIw622sLCQqKyprq6Gv78/aDQaDh06BBcXF0IXTRCuXbvGonnbq1cv6OjotKgK4oWwTA0A4Yjbz507l6/NOxlUVFS4VuIUFBQQgQ8yUG3k5uvrCxEREQwdOpSyMYFGPcHu3btj3759GDhwIKU6vey4du0aoqKiSAf1li1bhrdv3yIwMBBBQUGQlJSEuLg4vnz5AgaDAUNDQyxfvhw1NTWwtbVF586dKQuokkVWVhaxsbEIDAxESkoK7ty5g7q6OigrK8PBwQELFy5Ehw4dUFFRgalTp2LGjBk859crV64QFaUlJSWYNGkStm/fjr59+yI1NRVOTk6k11K9evViSQg3NweUkJAQKJEtjEpNSUlJODk5wcnJCZ8+fcKDBw8gKSkJDQ0NvrU5hW0M2MbvQVtQrw1KuXv3LjZv3ozevXvD3NwcDQ0NEBERQUhICO7duwdFRUUEBARAQUEBCQkJ2LBhAyZMmEBp9q01tKZlhh39+/dHdHQ0zM3NW4xXXV2Nc+fOsejn3b9/H3JycqR+R11dXYty9O/fv+PWrVt8ObcB1DvLNUVYCzKqkZSUxOfPnzkeLy8vJ7Xou3r1KpycnKCiooIFCxbgzp078PT0hLKyMnr06AEfHx/IysrCysqKgrNvhE6n83WOffr0wePHj1keS05OBo1GYxvcTU1NJaWtIWyorlZjCjuPGDECkydPhra2NmkTExUVFTx69Ijv5wtyrQON36sVK1bg6NGjLAvES5cuYffu3SgpKWFpqyZDXV0dHj9+jOLiYowZMwbt2rVDfX09OnXqxNfrha17ymxFa05tbS2ePn2KgIAA0oGPlStXsrSjq6iogEajoaCgALdu3YKEhASpik8mQ4YM4WoUQZahQ4fyDBpv2bKF1Jg/fvzgWgWmpqbGMSDVnF+h2bN69WpiXhsxYgRoNBpCQ0Ph5+eHzMxMdOrUqVWJEirmUiatSTxERkbi3bt3iIuLQ2JiIoKCghAcHAxZWVkYGBhQOpdS7VZbWFiIOXPmoK6uDpqamoQ8CIPBwMuXL7Fw4UKEhISQfg8NDQ1wdnbGpUuXwGAwIC0tjYaGBmRkZCAmJgZ6eno4duwY34kVYZkaAMIRtz9//jzU1NQEOh9OrF+/Hg4ODlBUVIStrS0RIGAwGIiJiUFUVJRA93SqjdykpaVRV1dHyVhNefv2LZydnX97LS+macu8efOIqmdmoMzAwICoyvv27Rs8PDwwadKkVrtYtwYpKSk4ODhwTdZ06dIFu3fv5mu8jx8/YsGCBRAREUGPHj0gIyODe/fuoW/fvtDW1sasWbMQFRVFulMiLCwMAwcOhI6ODkaMGAFvb2+8efMGioqKSExM5FngwU+XAdOETF1dHTIyMnwZSHz8+BFHjhzBvXv3WNx3g4KCcODAAeJa6NSpE/bs2SOQISCTly9fIjU1FUVFRbCxsYGUlBRevXqFiRMnCjTe169f4eXlheTkZEI/sWfPntDR0YGDgwPliYk2WGkL6rVBKcHBwVBQUEBsbCxLJj06Oho0Gg3Lly8nxFhnzJiB5ORknD179rcJ6rWmZYYdK1aswJIlSzBt2jRYWFgQQtT5+fk4d+4c3rx5A29vbwCN7mZxcXFYtWoVz3ErKyvh6uqKmzdvcnWP5HcjQrWzXFOoWpB9/vwZxcXFxM9Mx8Ly8nKWxwGwtLzwi6amJkJDQ9m6gBUWFiI8PJxUFZefnx8GDBhAlPDHxcVBVFQUwcHB6NGjB9asWYOoqCi+gnr8Gp40hUajEa1kzZk+fToOHjyIsWPHYvz48YiIiEBBQQF69OjRYjKPiIjA3bt3WUS7/22orlaLjo4mWu8OHjyI/fv3Q1FREZMmTcLkyZMxZswYnvqa06dPx969e2Frawt1dXWuz3369CmSkpIEcuzbs2cPNm3ahOXLl+PYsWOoqKjA9u3bkZqaCllZWRw4cADTp08nPe6VK1fg5uZGCNv7+/ujtrYWK1euxIoVK3hqCgLCD+qxc4BlwmAw0L17d7i4uJD6/YqKijh37hwOHTqEtLQ0pKamAmgM8k+cOBHOzs4CVdtt3LgRdnZ2kJeXh76+Prp27cr2efwmCoyNjdm+dxEREXTt2hXTp08nvZGbOHEizp8/D3Nz8xbnwWAwcPnyZbaVu+z4FZo93bt3R3R0NA4dOoSUlBQwGAxcvXoVkpKS0NfXh7OzM6m2c4D6uZQJ2fNojpKSEpYvX47ly5fj/v37iIuLw8WLFxEeHo6IiAjQaDRcuHABysrKPI21uEG1W+3BgwchLi6O+Ph4iIuLEwkGLS0tJCQkwNraGl5eXjhx4gSp8/T398fFixdhaWkJBwcH4noqKSmBj48PIiIiCGdkfhCWqQFAnbh9U3r16sXVgEAQvLy80LFjRxw5cgS+vr5QUFCAmJgYioqK8PXrV4iKira4n3JbVzCh2sht586dcHFxwc+fP7kaOZFNPHbt2pV0R8e/yejRo7kmrTp06NAqcyNBePv2Lbp3705U3fOb3CHzWUlISLBUpDWvqhs+fDjf7txMli1bhhs3bmD58uXIzMzE3Llz4efnhxkzZoBOp6OmpobnmvfOnTt8/77Lly/j1KlTCAsL46ohWFFRAXNzc3z69Alqamqoq6uDmJgY7ty5gz179kBUVBSOjo7o168foqKisGLFCpw7d06ggL+7uztCQkIIDfYpU6bg69evWLFiBSZPnoyjR4+SKmT4/PkzLCwskJ+fj969e0NHRwcNDQ3Iy8tDYGAgrl27hujoaEoDe7W1tUKvsP0vQWNQqZDZxv8848ePx7x581g2aUVFRdDV1YWYmBiysrJYWq7CwsJw9OhRUjdHYcJLsBUAKQMKoHHRvGvXLhQWFhILOwaDAQUFBWzatAmTJ09GeXk5Jk2ahOnTp2PHjh08b1Jbt25FVFQUhg8fjvbt2yMjIwMzZ85EaWkpsrOzicwevwLHwnjfTNLS0uDi4oJ58+YJvCAbMGAA2w0jczLiBJnzffPmDebMmQMGg4Fp06ahd+/eYDAYyMvLw8WLF0Gj0RAVFcX35Dly5EisXbuWEDeeMGECevXqhaioKADA2bNnsWvXLjx48IDnWM317/iFk4NzXV0d/v77b9y6dQs0Gg0MBgMSEhLw9fUlNvFJSUkICAjA48ePoaamhujo6N9m8lRXVycWHdyq1fz9/UmP/eXLF9y8eRM3btzAjRs3UFZWBikpKYwbN46rs+qPHz9gZmaGkpISuLq6YsaMGS0C43V1dUhISMD+/fshLi7OojNJhitXrsDZ2Rn9+/fH27dv8ePHD5ibm2PNmjWkNcWAxvb7RYsWYciQIdDV1cWhQ4cQEBAAWVlZrF+/Hi9evMD+/ft5BgsFvY9zqpSwsbHBsmXLiO9kbGws2+eJiIigW7du0NTUFEj/jgmDwUBFRQUaGho4bkT5paysDI6Ojlyvb0HMR5pTX1+P69evIzo6Gjdv3mxRgcuN+/fvE9+ZhQsXom/fvhATE0NhYSFCQkLw8OFD7Ny5s8V3lN1m/Pjx4wIF9QRtE2N+VvX19RwDUfxA9VzalIaGBmRlZaGkpIRj8IBMQrOurg5paWmIi4tDamoqamtrQaPRMGzYMMyZM4cw0CIDv22r/GrEampqYv78+XByckJFRQW0tLQQEBBAXMMnT55EYGAg4RLPL0ZGRujduze8vLzYHndwcEBhYSESEhJIjduc4uLiVrXKAY2JJSsrK7x58wa9e/fG69evMWzYMBZx+zNnzrCYG/Di0qVL2Lx5M3R1dbkmXskkAKleVzBpup7ktm7jd33GazwmZNenXl5eiI+Px7lz536JvMi2bdsQFRXF8zw5VaTzgtdnP2DAACxbtoylkv/r169wcHCAi4tLC+3vmzdv4uTJk1zPV11dHfv27SO0Hjmt1ZtD5rOysLCAvLw8IX/j6uqKt2/fEokGX19fnD59mqM5Aydqa2tx7do1TJkyBUBju7mvry9hDkg28M6J6upqPHr0COvWrYOqqipXDcF9+/YhJCQEJ06cYPmcFi9ejIyMDCxevJgwbmpoaMCsWbOIz4AMYWFhcHNzw4IFC6Cvrw9ra2sEBASgf//+OHbsGCIjI7Fy5UpSrtI7d+5EVFQU9u/f30Iv/9KlS1i7di2srKzg6urK13i6urrYuHEjx7k3MTERbm5uhHRQG22Vem1QzOfPn1uUFzM3ekOHDm0xcTIzIr8LwnCWnDRpEiZNmoQXL14QZfNKSkoYNGgQMfl16dIFDx484HtjkpaWBj09PXh6eqK8vBxjx46FjY0NBg8ejCdPnsDa2hp5eXl8b0SE6Sxsb28PoFG/xMfHh+PzuE3ys2fPpvy8mqOqqorQ0FC4ubkhJiaG5diwYcOwefNmUtkwGo1GfL5PnjxBSUkJi6vsly9fCKdhXjRfROfl5ZFuD22KmJgYTp06hUuXLiE3N5fI8DYd88WLF3jx4gWMjY3h4uLy2wT0AOFVqwGNlaVTp06FsrIy1NTUEBERgcLCQiQnJ3N9naSkJHx8fODg4ABXV1e4ublh0KBB6NatG+rr61FWVobHjx+juroaSkpK8PLyEiigBwAGBgbw8fHB8uXLUVtbi4CAgFYJY3t7e2PAgAEICwvD169fCbdXZjbYysqKaFHjBtVtTHfu3GG5ZoR9H6DRaAJ/Js3ZvHkz7t+/j8GDB1PipN6cN2/eIDo6GgkJCSgrKyMqFcnQVEuv+UKbme9tWq3EbTMuDM0eqiuU2UH1XMrk+fPnsLe3x6dPnzi6S9JoNFJBPTExMejq6kJXVxffvn3DxYsXERcXh5ycHDx48ECgoB7Vhk7V1dWQlZXleFxSUhJVVVWkxy0sLOQahBo/fjz27t1LetzmkgPS0tIC650yoUrcvinMDo64uDjExcW1CJyQDZQBvINzgkK1kZuwRP579OiBnz9/wtDQEBMmTGCbHCBruEUF3CrS2UHms/f19W1hBgeA7bXDK2kOgKgaa/oz1Z+VqakptmzZgurqauzbtw96enpwdHTEgQMHoKqqiqCgIJ7dEeyg0+lEQA9o7NTas2cPlacOoFFvWUNDA7a2tjh+/DjX5zaVAmFSVVWF27dvAwDLekhERARGRkYCOaFHRkZCT08Prq6uLJ1NMjIy2L59OyorKxEfH08qqJeSkgILCwu2BphTpkxBdnY2kpOTOQb1ysrKWL7DRUVFuHfvHlvdwIaGBly8eJGj1vD/Km1BvTYopVOnTi1aHzMyMkCj0djqPOXn51O2iaKCkydPQkdHhy+3S7L0798f/fv3Z3usaQCIH8rKyjBu3DgAjTfh7t2748GDBxg8eDAGDRqEOXPmIDExEUuWLOFrPGFqilAxyQtjomVSWlqK+/fvo66uDoMGDUJkZCTKyspQVFREVFRy26RwQlVVFUlJSZg6dSr8/PxAo9GIjWFpaSmioqL4qpBkh42NDUxMTFrl0iwqKopp06Zh2rRpbI8vXboUK1euFLprpyAYGxtDSkoKzs7OsLS0JKrVLCwsBKpWa2howJMnT3Dnzh1kZ2cjJycH3759g4iICAYOHAhDQ0O+gmaKioqIiYlBZGQkEhMTkZubS7Se0+l0jBw5EgYGBjAzM+N708gta29rawsfHx94enqirq6OJXhAJiDy+PFjrFy5km3giU6nw9jYmAj0/dcZP348tm3bBn19feJnXpANFAGNxjPz5s3Dtm3bBDpPdnz//h1JSUmIjo7Gw4cPATRuvDQ1NWFpaQk9PT1S41G9+WZHazR7SktLiUBra5IY3KB6LmWyb98+VFRUwNHREerq6pQnRTp06AAzMzOYmZmhqKgIiYmJrR7z58+fKCkpgbi4OGRkZASqelVVVcXNmzfZ6qkxGAxcvHhRoM9SWlqao9M50GhsQbbaigrJAXacP38eo0ePJsTtqUCYayAA+Oeff/D+/XuIiYlBUVGxVetyqo3chCXy39QxlVMV+L8R1BPWZy0M84zmYwrjszIzM8PHjx8RHBwMcXFx6OrqQk9PD6dPnwbQeG/gZXIkrOpHMtTU1PDUai8uLm6RvMjJyUFdXR0UFRVbaOD26NFDIEOP/Px8oouIHVpaWqQTPuXl5VylIPr27YuzZ89yPC4pKYlNmzbh06dPABqvPT8/P46VjQwGA0ZGRqTO8U+nLajXBqUMHz4cV65cIRbAlZWVxI2huSvdjx8/kJiYyNUl7FcTGxvbKn0adqSnpyMhIQGlpaUtHEeBxhtXUFAQqTGlpKRYflZSUsKrV6+In/v370/aXQ1oNES4du0aiouLsWbNGkhJSSEzMxMmJiZ8uywxF7RMXbrf1XWJwWBg7969CA0NZflcDA0N4e7u3moxcnt7e6xcuRJaWlpgMBjQ0tLCoEGDkJubi4ULFwIQfPH27du3Frp/VEOFUYwwobJaTUNDA1VVVaDT6VBXV8ecOXPw119/YdSoUXxXUzKh0+mwsbEhRJTLy8shKirKt9lEc/jJ2mdnZxOtJ4JUbPAK3H779k3owZ9fRe/evVk+U2EZwEhISAhUPcCOu3fvIjo6GpcvX0Z1dTUYDAZkZGRQUVEBDw8PgTVpqd58N6e1mj3z5s1DSkoKSkpKIC0tDQMDA0yZMoWyvysgvLk0NzcXixYt+iUulPLy8kRFvCAUFRXBw8MD6enpROUDnU7HxIkTsX79eigqKvI9lq2tLdavX489e/YQSazv37/jwYMH8PX1xb1797Bz507S5zhx4kSEhYVBV1cXI0aMYDmWm5uL8PBwGBoa8j1eZmYmVq1ahSFDhmD+/PlE0qJXr15QUVHB/v370b17d4Eqvt3c3GBra0vp2kdYVcq3b9/Gvn37WOYLGo2GMWPGwMXFha/E46/QVWPSXD8ZaPzMBJmfWtuZw2+rKVmE9VkL417Ej1lEcwTZ8yxfvhzLli0jEo+enp7Izs5GZWUlRo4cyTMILczqR27U1dXh9evXePz4Mfz8/Hg6/dJotBb7RGZ7KTt924qKCoFax6WlpVFWVsbxeH5+PunkuJycHHJzc1k6AJqSm5vL1ShESkoK3t7eePnyJRgMBjZu3Ii5c+e2uN8DjWtWGRkZvjV//1doC+q1QSm2traYP38+Fi1ahHHjxuHChQuoqqqCtrY2S4n2mzdvsGvXLnz69InjDeDfgGox4vDwcLi5uRFubVRl6wcOHIiUlBQiG96nTx/cu3ePOP7+/XtSFVZ1dXVYtWoVyyJn0aJFyM/Px44dOxAbG4vTp0/z1TLi6uqKffv2sQSdamtrERkZCUNDQ77cn34FISEhCAwMxNChQzF16lSIiIggIyMDly5dgqSkZKuzpbq6uggMDERSUhJ69uwJa2trAI1i7/r6+li4cGELDRN+MTExQWhoKLS0tEhtuP6rCLtaTVRUFAwGA1JSUujZsyeUlJSgoKBAOqDHjtZWIgu7QgMARowYgfPnz7NdoH/58gVnzpzBsGHDhH4e7GC6/fELL+ON5i1nwmpBMzQ0RHx8PObMmSNQteunT58QGxuLc+fO4d27d2AwGJCTk4OhoSEhPq+vry+QhmJzqHbAAxo1e5jGBUzNHqBR7N3CwoJoT+TW3rNt2zZs27YNubm5SE5ORmJiIk6ePAkFBQUYGhrC0NCw1Y6tVM+lTCQkJEi3Q/8bFBcXw8zMDBUVFRg3bhxUVVUJcfOUlBTcvXsXsbGxPJ0gmcycORPv37+Hl5cXIevBDG4xGAwsXLiQpYWMX1atWoUbN27A0tISY8aMQZ8+fQjN2+zsbMjIyPBlMsaEKskBdoiLi1NyXbLjxYsXSE5ORlFREcTFxdGrVy9MnjxZoKr/rKwsLF68GJKSkrC0tISKigrq6+uRn5+PhIQEWFlZISIigmXtzo6pU6di//79hK4av6Y5vAImCQkJCA8PJ6QqKioqoKOj02Ls1atXC2Q61VozGzLGaa2BXSCTHXJyckI+k5a8efOGr8+6oaEBFRUVfLX0cqJ5JwGZv/+vWEexo6qqijC5UlJS4mnk1adPnxa6uMnJyaDRaNDW1m7x/NTUVIGC4xMnTkRERARMTU1ZTC0B4MGDB4iIiGhRiMOL6dOnw8fHB3379oWtrS2x32Um3RMTE3lep4MGDSL2RcXFxTAwMOB5/2nj/2kzymiDcmJjY+Hh4UG4k2poaODYsWOEKPDevXsRGBgIBoMBe3v7X17azg2qxYinTJkCcXFx+Pr6tnoB0ZSUlBQ4OTlh4MCBCAoKwrNnz2BjY0MYPPj5+WHMmDF8O8x5e3vj+PHj2LRpEyZNmgR9fX0EBARg1KhRCAoKwuHDh7FgwQK+3OAGDBjAssADGrNJTOOC3yWzMnv2bMjIyODUqVMsm7bt27cjOjoad+/ebTHZ/S64uLgQVTu9evXi+D0VRGvjd4RXRpw5jTU1oiGTZWUwGHjy5Alu376N27dvIycnh9CGGjNmDDQ1NTFmzBihVXX92zx8+BBWVlYYMGAAdHV1cfToUTg4OEBCQgJhYWEoKytDYGAgV+c9YcD83MksU6jIrlNBeno6tm7dis6dO0NHR4etkzrA2VF80KBBaGhoQL9+/aCtrQ19fX0MHjyYOM40oPLy8hLIxIFJ82o6f3//VjngMZkxYwaUlZXh6enJ1jBh9erVeP78OS5evEhq3CdPnuDKlStITk5GXl4e5OTkoK+vD0NDQ4wcOZL0eVI9lzJxdXXFx48fERAQQPqcfiXr169HcnIygoKCWlSnP3z4ELa2tpg6dSp2795NatzCwkKkpKTg3bt3qK+vh4KCAnR0dFrVCVFcXIyDBw/i+vXrhC6flJQUtLW1STsfjxgxAitXroStrS3b72dYWBgOHTqEnJwc0ucZExODQ4cOYc2aNVzNwcheV/v374e/v3+L+yGNRoONjQ3fAvRMLC0tUVJSgsjIyBYSI58+fYK5uTn69+/PVoOtKZ6eniybb35Nc7hVjrm6uiI2NhZdu3aFt7c3hg4dSnxO06ZNIwJYFy5cQHl5Oa5du0Y6gZadnc3X835V8I4TwjCf+JW8evUKW7Zswf379yErK4uNGzdylH1hB69qQBqNBjqdDllZWQwdOhSmpqZ8dxb9CkJDQyEvL48JEybw1NYNDAzEwYMH4e7ujvHjxyMiIgLHjh1Djx49cPXqVZbXR0REYOfOnVi3bh1pqYBPnz7BzMwMVVVVGDFiBG7cuAEdHR3U1NQgMzMTnTp1wtmzZ0ndU2tra7Fo0SJkZ2dDUlIScnJyYDAYKC4uRnV1NUaOHImAgADSn01z3dN27dqhvr5e4O6XP5m2Sr02KGf27NkwMjLCq1ev0KFDB6ioqLAcV1dXh6mpKWbOnClULTdBoFqMuKioCK6urpQG9ABAT08P7u7u8Pf3h5SUFMaMGYP58+cTVSfy8vJ8BeCYnD9/HsbGxrC2tmbRRKTT6ViyZAmxQCczZnN+t/xBfn4+zM3NWyy258yZg8jISOTl5WHgwIECjy/M7OqdO3dYnPO4ldH/CQhb+4tGo2Hw4MEYPHgwFi9ejLq6Ojx48ADZ2dlISUkh3I9b61RKNXV1dSyumvX19fj+/Ttu3bqFmTNn8j3O0KFDcfLkSWzduhVHjhwBAMJlsnv37jhy5MgvD+gxsbe3Z6vHKihM5ziyMJ33+IWZkf748SOeP3/O9jk0Go1jUK++vh6SkpJQUFBAly5dKDfaAKippuOEMDR7gP/P5K9evRqvX78mAnzBwcHo1q0bDAwMWLSyeEH1XMrEysoKK1aswNKlS4nKSnaBHSo1mwTh5s2bsLa2Zis3MXToUFhZWQnUfqyoqEjITFCFnJwcDh48yFL1I6hLtTAlB7y8vPDt2zeu30Oy80l0dDT8/Pygra2NZcuWERWVb968wYkTJxAcHAx1dXVSrfjPnj3DihUr2GoGd+/eHfPmzcPJkyd5jqOgoMDSxt7atuPk5GTExsbC2toa69evbxH8nDNnDhF8nTRpEqytrXH27FnSLejz58//TwTL2LWO1tfXo7S0FDdv3kTnzp0FqlQUNrW1tfDy8oK/vz/q6uowZ84crF+/nrRJjIiICJ49e4bKykp06NABioqKkJCQQEFBASoqKiAuLo5OnTrh27dvOH/+PCIiIhAeHs5XtWxJSQmqqqo4rqMEmfuaw5xX+X1ueno61q1bRyQ0JSQk4OHhQawBkpKSEBAQgMePH0NNTY3U+Ey6d++OmJgYHDx4ECkpKWAwGLh69SokJSWhr69POkkCNO4XAwICEBMTg6tXr+L9+/dgMBjQ0NCArq4uTE1NSRsQCUv39E+lLajXhlCQkJBgqSpoysyZM0ltOH8lVJdoy8vL4+vXr5SO+fXrV3Ts2BEmJiYsmkgmJiYwMDBAhw4d0LdvX1I3zw8fPnDVNhw8eLBAC/vfmerq6hZ6SkBjCzaAVn9u7NpE2CHIgpFqx8LfHWFrfzWlpqYGOTk5yMzMREZGBvH5CGpqQjWVlZVwdXXFzZs38fPnT47PI3uP1dLSwpUrV/Ds2TMUFBSgoaEB8vLyGDx4sFACSvyiqqpKafLnwoULpF9Do9FIB/Va6yh+6dIlxMXFISEhAVevXgWNRmNpO20a1BcUYTjgMRGGZk9z+vbtCxUVFQwdOhQhISFIS0tDWFgYqaAegBZz6aZNm7Bw4UJUVlaSnkuZMJ1oi4uLkZaW1uK4oJpNDAaD43UvSEXl169fiTmPHT179iS6LvjB09OT6/HmVTWcKveErdUlTMmBMWPGUJ6ECg0NhYaGRouquREjRsDHxwc2NjYICwsjFdRjBkI4wWAw+OpWoFpy5ezZs1BXV+frOh49ejQ0NDSQmppKOqi3ffv2Fo8xg2XJycloaGjA1q1bSY0pDLiZQFRWVmLu3Lm/XWI3KysLW7duRUFBAfr06YOdO3cKnBi0srLCqlWr4OLiAisrK5b7cUJCAjZt2oTdu3dj0qRJuHr1KjZs2IDjx49j48aNHMf88OEDli5dipcvX3L93VQE9cggJiaGU6dO4dKlS8jNzUWHDh0wa9YsFnOhFy9e4MWLFzA2NoaLi4vAsk5du3bFnj174O7ujg8fPuDTp0+QlJSEmpqawAZ5YmJiMDc355isJIMwdU//VNqCem200QSqBWptbGzg7e0NY2PjVmvJVVdXY9euXUhKSkJGRkYLI4OjR48iPT0d06dPx9atW0ltRGRlZVFYWMjx+NOnT38rl2Iq4KTtwZzMmmbuBOFXZVcbGhpQXl5OqWbj7wa39kIajQYJCQlIS0ujf//+MDQ0JN3i/eDBA2RmZiIzMxP3799HTU0NOnTogLFjx8LKygoTJ05Et27dWvs2KOHgwYO4du0ahg8fjvbt2yMjIwMzZ85EaWkpsrOzISoqSjoA1dTcZuDAgS0qVO/fv48zZ878a7o0VMKpao5qWhuIVFFRwcqVK7Fy5UrcvXsX8fHxuHz5Mk6fPg0/Pz/IyMiARqMJ5HzHRFjVdIBwNHuYVFVVIT09HSkpKUhLS8O3b9/QsWNHzJw5U+AxmyMnJ9cqjSoqq4tramqwf/9+XLp0CeXl5Wyr3gWtJFZWVkZ6ejrH78GNGzdI6bb6+PiAwWAQ/5qfI8AqlzB79my4u7u3GEfYWl0rVqyAlZUVzM3NoaurCxqNhrt37+LRo0eE5MC+ffv4Hq8pHh4eAr2OG3l5eVi/fj3bYzQaDYaGhqTv+7a2tjh+/DjGjRvXonX97du3CAkJ4avakt338fv379izZw/U1NRIr30fP34MW1tbvp8/ceJEwgmVDNz0vJctWwYLCwvcunWLp7nBv0mnTp1gYWGB0NBQLFq06N8+HVRWVsLDwwPnz5+HmJgYnJyc8Pfff7dqbXr8+HGYmpqy/U7MmDED9+/fx8GDBzFp0iTo6urCwsICSUlJXIN6Bw4cwMuXL2FkZAQ6nY7Y2FjY29ujvLwcV65cQU1NTasTc4IiKiqKadOmcWxRXrp0KVauXEk68Pb9+3ecP38eb968gbKyMkxNTdGhQwfEx8djz549RPJGVlYWzs7OPPfD/BriNIdfGRth6p7+qbQF9dpogw1UCYeXl5eDTqfDwMAAw4YNg6ysLNsbMa/FWG1tLezs7JCbm4sBAwbg8+fPLYJ6+vr6KC8vR3x8PPLz8xEWFsZ3YE9fXx8RERGYMmUKUXLNXCBfvHgR0dHRmDt3Ll9jtdGIsLOrhYWF2L9/P27cuIHq6mr4+/uDRqPh0KFDcHFxEUhf6neFW+s2g8HAt2/fUFxcjHv37uHMmTOwsLDAtm3b+B6fmVVUVVWFpaUltLW1MWrUqH+1Qo0TaWlp0NPTg6enJ8rLyzF27FjY2Nhg8ODBePLkCaytrZGXl0dKZ83FxQWdOnXCwYMH2bYDvnv3DufPn/8jgnrcYDAYhFtx586dKRnz2rVrLYTtdXR0oKOjw/cYo0ePxujRo7FlyxZcv34d8fHxSEtLA4PBwNatW3HmzBmYmZlh2rRppMxdhFlNt3r1aqINfMSIEaDRaAgNDYWfnx+h2bNixQq+xysvL8fVq1dx9epVZGZmoqamBl27dsXUqVNhYGCAv/76i6/rVVBjLrL6pFRWFx8+fBihoaFQVlaGhoYGpVqvZmZm2LNnD7Zu3Yply5YRVXvFxcXw9fVFWloa17msObGxsZg/fz5GjRoFe3t7qKqqgk6no6CgAMHBwUhMTMTBgwfRtWtXXLhwAcHBwejXr1+LDXtGRgbP38XU6iovLye0uviFSskBXtWJ7OBl6NMcSUlJfP78meNx5lqTDJWVlejUqROsrKwwZswY9O3bF2JiYnj37h1u3LgBMTExPH36tIVkAb/BQ0ElV75+/YquXbu2eLx9+/bYsmULS9USAHTp0gXV1dUC/S5O0Ol0mJqawtfXF2vWrKF0bKqh0WgoKSn5t08D8fHx8PDwQHl5OUaPHo2dO3e2+KwEoaCggOt9W1VVFWfPniV+VlFR4bm2vn37NmbNmgUPDw+ibXfChAkYPXo0li1bBhMTE6SkpLCVJfi3ab7344dPnz5h/vz5LKZjoaGh2Lx5M1xcXKCkpARjY2M0NDQgJSUFGzduROfOnTF58mSOY/JriNMcfqvTHz9+jJUrV7Kd1+l0OoyNjYlAXxuN/H47ljba+JdpLhw+ZcoUgYXDmy727ty5w/Y5/LR2BQYGIjc3Fxs3buTYlmJqagpTU1N4enrC09MToaGhfGvarFy5Enfu3IGFhQV69+4NGo2GI0eOoLKyEvn5+VBUVCSlk8J0pGPCbGV98eIFx43XvyFG/Pnz5xbad8xsVXl5OVtdPCocxlqbXS0sLMScOXNQV1cHTU1Nor2LwWDg5cuXWLhwIUJCQn7LBYkg8FstVFBQAD8/P0RGRkJDQwNGRkZ8vW7Lli2YNGkS0T5UUlKC1NRUSEpKYvTo0b+V6HJZWRnGjRsHoLFNsnv37njw4AEGDx6MQYMGYc6cOUhMTMSSJUtIjVtXVwd7e3usXLnyt9HnmT17NpSUlIT+e/Ly8nD06FHcuHEDP378ANAY8NLV1cXKlSsFqrJuaGiAs7MzLl26RLifNzQ0ICMjAzExMdDT08OxY8dILYrFxcVhYGAAAwMDVFZWIikpCfHx8bh37x4eP34MDw8PFudWXgizmo4KzR6mlmtKSgru37+P+vp6yMvLY968edDT08OoUaNIbyo+ffok0PsRFCoShImJidDW1oaPjw/lbZ02NjZ4+PAhoqKicPbsWbRr1w4MBgM1NTVgMBiYOnUqKd2iPXv2YPDgwfD29mZ5XE1NDW5ubigrK0NYWBj8/PwwdOhQVFZWIiYmhlRlFlVaXVRJDvyKoJ6mpiZCQ0NhbGzM0uYKNF4n4eHhpNdQPj4+xP+zsrKQlZXFcryurq6FXIEgUgRk6datG6Gh1RQ6nQ4rK6sWj3/48KHVnTDs+PbtG758+UL5uGSpra3l+PizZ88QEBAAVVXVX3xW/09hYSG2b9+OjIwMSEtLw83NTSCHa07Iy8sjNTWVYzVxeno6izt3YWEhW53IplRWVhKJ7w4dOqBXr154/PgxRo8eDTk5OZiZmeHq1au/fUCXX44ePYry8nJ4enpCU1MTRUVF2LhxIxwdHTFs2DAEBwcT+9rVq1djzpw5CAkJ4RrUc3R0FKrWtTB1T/9U2oJ6bbTRBKqFw6lq9UpISMDkyZP50plxcnJCVlYW4uPj+Q7qdejQgXhvV65cgYSEBJ48eQJ5eXnY2dnB3t6e1ILZ19eXrWPa3r17Ob7m3xAjdnd3Z9v6A7CvtKPSLKE12dWDBw9CXFwc8fHxEBcXJ4wEtLS0kJCQAGtra3h5eZF2bPyvo6ysjJ07d6KgoAARERFcg3ofP37EkSNHcO/ePVy+fJl4PCgoCAcOHEBdXR0YDAY6d+6MPXv2cF3c/Eqa60AqKSnh1atXxM/9+/cXSP/S1dUVWVlZOHToEJ4+fYo9e/YIlBGmkl9RGfj8+XNYWVnhx48f0NLSIloN3759i9jYWKSnpyMyMrLFRpoX/v7+uHjxIiwtLeHg4EBUnpSUlMDHxwcRERHEXCMInTp1wrx58zBv3jy8f/+e0N8jA9XVdM1prWaPvr4+aDQaFBUVsWDBAhgYGLC0hguiLfcr9UipShB+/fqVb41WsjCDNLNnz0ZKSgqKiorAYDCgoKAAXV1dTJgwgdR49+7dw7p16zgeHz9+PEtb66hRo3Dp0iW+xxdUqys7Oxu9evVqcR3TaDS2kgMvXrxAcnIyV4dWJr+iTW/lypWYM2cOpk+fTjgzMxgM5OXlEUZOK1euJDXmr5IiIIu6ujquXbvGd3LpypUrAiUwObUPMoNl/v7+rTJLo4qhQ4fyvPa3bNnyi86GlVOnTsHb2xvV1dXQ19fHxo0bISsryzEQyYRMVamVlRXc3NwIYwRlZWXQ6XTk5+cjPDwcqampxHo9NjYW4eHhPN11O3bsyHKOioqKeP36NfGzsrIyPnz4wPc5/u5kZGTA3Nwcenp6ABo1ol1cXGBjYwNTU1OWz0NSUhKmpqY8TXJaa4jDC2Hqnv6ptAX12mijCcIUDm8N7969I9X+OmnSJNLZY0lJSTg5OfG1iOVGa1//q6BaP7E5wsyuZmZmYv78+ejRowfL9xRoXJxYWVkhMDBQoLH/BCZPnoxTp05xPF5RUQFzc3N8+vQJampqqKurg5iYGO7cuYM9e/ZAVFQUjo6OhHbHihUrcO7cOaipqf3Cd8GegQMHIiUlBfPmzQMA9OnTh6U66/379wKJHEtISGD//v1QU1PDkSNHkJeXBy8vLygqKv7R2dADBw6ATqcjIiIC/fr1Yzn28OFD2NnZYd++fTh27Bipcc+dOwddXd0WQuvdunXD1q1b8fHjR0RHRwsc1GuKgoICHB0dSVX+ANQ74FGt2QM0Vh+/e/cOAQEBCAgI4Pn838WlmsoEobq6Ot68eSPU8x0/fjwlTrzS0tIsm+PmvH79miUx8eXLF75axlur1TV//ny0a9cO69atY1vt1ZwXL17Ay8uLr/UMlUY+nFBVVUVoaCjc3NwQExPDcmzYsGHYvHnzbzE/UYGJiQkcHR1x5swZnoL7AQEBeP36NanWaybc2geZJiHc3NIPHToEIyMjwkSLn1ZAGo2G1atXkzpPY2NjjvrPXbt2xfTp0/+1z75p1SazqpoXZO/RVlZW+Oeff+Dv74/k5OQWY9nZ2WHx4sWoqqqCq6srVFRUeM6Fw4YNQ0JCAubOnQs6nQ41NTXcvOYUDAAAX8JJREFUuHED9fX1EBUVxcuXL//1pCaVlJaWQkVFheUxprZd0ypHJrKysgKbBTITIkzJETk5OWhra5M2mxOm7umfSltQr402mtBa4XBhTfLt2rUjtbFu3749Vz09Xlk0TvCzgP6vBPWEXQUkzOxqdXU11/YCSUlJVFVVCTT2n0DHjh25uvqdOnUK5eXl8PPzI6ocAeDkyZPEIpH5PdbT08OsWbNw6tSp32IBYW1tDScnJ5iYmBAiwVFRUXB2dkbv3r0RFBTUqk3m33//jX79+mHt2rWYM2cOEfT6U8nJyYG9vX2LgB7QeA0vWLBAoAB5YWEh5s+fz/H4+PHjuVYu/yqaVtNVVFSgvr4eMjIyEBUVJTWOMDR7hJ14AXi7rDZ3azU1NeWrHZ/KBOGaNWuwdOlSDB48GFOmTBHIjZfJzZs3BXodvwG/KVOmICwsDH369MG8efOINlYGg4G4uDhERUXB1NQUQOM1EhUVhSFDhnAdkyqtrrq6OuzatQs3btyAu7v7f8L8q7S0FPfv30ddXR0GDRqEyMhIlJWVsVRU8mo1ZCLMIBSVkiu6urowMDDA9u3bkZOTAwcHhxYBCabUxtmzZzFz5kzS5lgA5/ZBERERdOvWDfr6+ly1VU+ePAk1NTXi78mrsgkQLKjX3HiltrYWeXl5oNForXIqpQJOAUeqWbNmDczNzXH16lW8e/cOP3/+hLKyMvT19Ynqemal+fDhw3m2z9vZ2WHhwoXQ1dVFYmIiTExMEBoaChsbGygpKSEhIQGGhoZCf1+/irq6uhbzFvNvxO5vRaPRBDIL3L9/P/z9/VvoaR49ehQ2NjZwdXXleywqdU//V2gL6rVBKYJkemk0Gm7cuCGEsyFPa4XDhTXJq6io4NGjRzzHYnL//n2u2m/8BJzY8W+0yP5X4Se7KqgYv6qqKm7evElUazWFwWDg4sWLlAgU/1fhpamSlpaG2bNnswT0qqqqcPv2bQBg0YMRERGBkZERaaF8YaGnpwd3d3f4+/tDSkoKY8aMwfz58xESEgKgUX9mw4YNrfod2traOHPmDJYtW4alS5f+Nq3HwkBKSoprAEtGRkYgwxRpaWkUFRVxPP7+/Xu0b9+e9LjCgkajtQhyvHv3Dlu2bEFQUBDP1wtDs+dXtF+LiIjg2bNnqKysRIcOHaCoqAgJCQkUFBSgoqIC4uLi6NSpEyGmHhERgfDwcJ4GIq1JELJbR9XW1mL9+vVwdXWFtLR0i408v+sodq7sTWnqTNsUfuf+VatW4fHjx9i9ezcOHz4MeXl5iIuLo7CwEN++fcOwYcOwdu1a/Pz5E1OmTIGYmBhHjTaqtbo2bNiA9PR0pKamEiL5TH3S3w0Gg4G9e/ciNDQU9fX1xOOGhoZwd3cXqN1UmEEoqiVX9u7di/bt2yM2NhYJCQno1q0bevbsCQaDgZKSEvzzzz9gMBgwNjbG9u3beZ4fO1rbPnj16lWWe+bVq1dbNV5TOFU9x8XFCVz1LAyE4fTMCXl5ea5JGKYGMj+MGTMGp0+fRmBgIKSlpdGpUye4uLjg6NGjyMnJwfDhwzm6TbfBnujoaPj5+UFbWxvLli2DqqoqGhoa8ObNG5w4cQLBwcFQV1eHsbEx32MydU+fPn2Kd+/eCax7+r9C21+kDUphZ1X95MkTVFVVYeDAgejTpw/RTvPo0SPIysqybKz/bVorHC6sSX769OnYu3cvbG1toa6uzvW5T58+RVJSElc9EnYBp8uXL6O+vh4TJ04kPqeCggJcv34dHTt2xJw5cyh5L/8rcFrs1NfX4/r16zh48CBu3ryJx48fkx7b1tYW69evx549ewiX0+/fv+PBgwfw9fXFvXv3sHPnzlad/3+VsrIyxMTEcN2sFRcXt6iiysnJQV1dHRQVFVuYM/To0QPl5eVCOV9+aVqxoaGhweKuuWnTJixcuBCVlZXo27dvqyp5mDAd5VatWoWUlJQ/tgXX1NQUoaGhmDlzZgux9a9fvyIiIoLUIpTJxIkTERYWBl1dXYwYMYLlWG5uLsLDw/+VSoBHjx7By8uLaNkeNGgQli9fznKODAYDAQEBOH78ON+uksLQ7PkVWFlZYdWqVXBxcYGVlRXLtZOQkIBNmzZh9+7dmDRpEq5evYoNGzbg+PHjPNv9WpMgZLeOoormgdJv374Rwbe5c+cSG7GCggJERkaivLwcmzdv5nt8KSkphIWFIT4+HikpKcjPz8ePHz8watQoGBgYwNjYGCIiIqisrISjoyOmTp3K9v0KQ6urc+fOOHXqFAIDA3Ho0CEsWbIECxYswJo1ayi5Z1JJSEgIAgMDMXToUEydOhUiIiLIyMjApUuXICkpKVDAW1jrU2F0ZzDf47x583D+/HncuXMHeXl5qK+vR48ePTB79mwYGxuTqkon4wjPhEajcWwpbS5NcPLkSejo6GDSpEmkf09ThFH1/F+nsrISV65cQWlpKUuQmwlZ4xmgMWDUtMLT1tYWlpaWqK6uJm2681+guTEgN1PA5rI+/BAaGgoNDY0Wwf0RI0bAx8cHNjY2CAsLI72eotFoGDRoEAYNGkT6nP7XaAvqtUEpzGoRJufPn8ejR48QEhLSotT+3r17WLJkyW8ldNla4fD27duz6DDwo0eUlpbG83lz5szBmTNnYGtrC1dXV8yYMaNFdUldXR0SEhKwf/9+yMjIcNWNaR5w8vPzw/Xr1xEREdFigf3+/XuWNpo2BOPNmzeIjo5GQkICysrKwGAw0L17d4HGmjlzJt6/fw8vLy9CpJuZdWYwGFi4cCGl7mP/Nk3bethRV1eH79+/48WLF4iKisLXr1+5uinSaLQWC0Om8x+7Np6Kiop/raqKV8UGU59KTk5OYGfmPXv2tAg8AY1mDH5+fjh48CCpSuHfmeYtZ3V1dfjy5QumTJmCGTNmEO7f79+/JxIdvXr1Iv17Vq1ahRs3bsDS0hJjxowhEiXMNrUuXbpg1apVFL0r/sjOzsbChQtRX18PFRUVSElJ4c6dO5g/fz6CgoIwatQoFBcXY82aNXjw4AHat2/PdxXMr9TsoZLjx4/D1NSU7f1ixowZuH//Pg4ePIhJkyZBV1cXFhYWSEpK4hnUa02CsPk6ikqaV/Rs3boVioqKOHPmDMt5jh8/HnPnzoWVlRVSUlIwdepUvsY/ceIEtLS0MGvWLMyaNYvj8zp16gQHBweOx4Wp1WVrawstLS2sXbsWAQEByMrKwsGDB4UaTCVLbGwsxo0bh1OnThFVmQsWLMD27dsRHR2Nbdu2tfhe8aL5OpOMXiY3hCm5MnToUIGqEtnRvCWQ+diHDx/QtWtXtgFhdq/hRGxsLPr27duqcwSEU/X8X+bOnTuwt7dHdXU1x8+DV1Dvv95FRgWcjAHZmQIKQl5eHsfqRhqNBkNDQ67O2RYWFli+fDmRkLewsODr9/4uXTS/A2279DaEiq+vL2xsbNhqZ4wYMQI2Njbw8/PjS7j4V9Ba4XAbGxsEBgbypdVSXV0Nd3d3nD17lmdri6SkJHx8fODg4ABXV1e4ublh0KBB6NatG+rr61FWVobHjx+juroaSkpK8PLyIqUXw9SSYLeoVVBQwPz58xEcHCx0t6M/je/fvyMpKQnR0dF4+PAhgMZFoqamJiwtLYmqFkFwcHDAzJkzkZycjHfv3qG+vh4KCgrQ0dGhZGH5OzF//ny+KsUYDAZ69OiBY8eOcRXl7dOnT4sKyeTkZNBoNGhra7d4fmpq6r+24RNGxUZzioqKOGZBRUREYGhoyFWj8L8Et+qwqKgoto8zq6TJ0KNHD0RFReHgwYO4fv06ETSWkpLC1KlT4ezsLFCwsDX4+vpCXFwcgYGBRJvShw8fYG9vj/3798PDwwPW1tYoLS3FpEmTsHPnzhbVi5z4VZo9VFNQUMB188CsWGWioqLCtQKPCZXOwq6urrCwsOCYAL19+zb8/Py4mgNx4uLFi3BycmIbIBIXF8fMmTNx+PBhvsfz9fWFiIhIqwMxwtbq6t+/P2JiYrBv3z6EhYXBxMQErq6upAzJhEl+fj7Mzc1btFnPmTMHkZGRyMvLI+3MKmw9xd8ddu3u5eXlGDt2LPbv3y+QLl9TevXqhY8fP7ZqDOC/W/UsLA4dOgQ6nY6tW7dCXV1dII3f0tJSQmLif1Ga5le0Z0tKSuLz588cj5eXl3P97D59+sTSGfDp0ycqT+9/gragXhtC5ePHj+jWrRvH49LS0gKV+QqT1giHv3z5kgjsde3alePz7t+/jw0bNqCgoIBvkWNFRUXExMQgMjISiYmJyM3NRV1dHYDGlpORI0fCwMAAZmZmpFtJPn/+zNPp6cePH6TG/F/m7t27iI6OxuXLl4nsooyMDCoqKuDh4SFQOx87FBQUsHDhQkrG+p3hJGjNREJCAp06dULfvn0xdOhQnlWl06dPx8GDBzF27FiMHz8eERERKCgoQI8ePTBx4kSW50ZERODu3btYt24dJe+FLMKo2GiOl5cXVFRU2JpFAI0VXufOncOOHTta9Xt+B6jUPeKFnJwcDh48iIaGBlRUVBD3ARERERQWFmLBggV86dVRxdOnTzFv3jwW3aFevXph7dq1sLe3x6pVq/D9+3fs2rXrf0ZuQV5eHqmpqRz179LT01kqDXnpdTJpTYKQwWDg58+fxM+xsbHQ1NRkK73BYDCQkZFBBI3JwmyF5URRURFfxiBMpKWliXVJa/gVWl10Oh2bN2/GxIkT4erqim3btuHGjRvYtWuX0H83L6qrq1lcgpkwEwGCVLny0lNsDoPBAI1G+6O1lKkMHK9evRqbN29GaWkpNDU1ISsry3bfwCtI+l+tehYWz549g6OjY6sCU/PmzUNKSgpKSkogLS0NAwMDTJkyhaec0Z/Cr9Cn1dTURGhoKIyNjaGgoMByrLCwEOHh4RzNcYDGiuymSQxuppRtsKctqNeGUOnbty/Onz8Pc3PzFhH679+/48yZM79tn/yHDx+I///zzz8AGhdU3BYBLi4u2Lt3L6ytrREUFNSiyqG+vh7Hjh2Dn58f6urqMG3aNFIOqHQ6HTY2NoRYbHl5OURFRdGpUycyb60FgwcPRmRkJExNTVtoSXz8+BEhISEYOXJkq37Hn86nT58QGxuLc+fO4d27d2AwGJCTk4OhoSGmTJkCGRkZ6Ovr8xRY55d//vkHqamp+PTpE8sGkIkgLmu/K1RXiFpbWyM9PR3r1q0DjUYDg8GAhIQEPDw8iIBgUlISAgIC8PjxY6ipqcHa2prSc+AXYVRsFBYWwtrammjnZTAY2LlzJ9uNNIPBQEVFxR+T3aaq5Ywd3PTqmIEgBoMBf39/Unp1VPH161e2Vbz9+vUDg8HAx48fERERwbXKlRvC1uwRBlZWVnBzc8OKFStgZ2cHZWVl0Ol05OfnIzw8HKmpqUR7UmxsLMLDwzFt2jSe4zIYDPz48QPz5s2DpaUlMR906dKFZ4KwuLgY06ZNQ01NDfGYq6srV+dAXg6ynBg7diwCAwMxYcKEFi34V65cQVhYGNc22ubs3LkTLi4u+PnzJzQ1NdG1a1e27py/U6vrxIkTkZCQgI0bNyI5ORmPHz+Gjo7Ov3pOzIBac5h/S0GqXN3d3f9YbdTfAaacQlxcHOLi4lr8rfkNkv5Xq56FRceOHdkGuMmwbds2bNu2Dbm5uUhOTkZiYiJOnjwJBQUFGBoawtDQUOB7aBuNrFy5EnPmzMH06dMxbdo09O7dm5AcuXjxImg0GlauXMnx9RMnTsSMGTMwa9Ysgdcg/+u0BfXaECpLly7F8uXLYWZmBhMTEygpKaG6uhr5+fmIjIxEWVnZb1H9kZCQgPDwcKJttaKiAjo6Oi0m5dWrV3M1oLC1tUX79u2xbds2IrDH1Ll68+YN1q1bh6dPn6Jr167YsWOHQMK9TSHTYsuNlStXYuHChTAyMoKRkRHL53ThwgXQaDQ4OztT8rv+VCZPnoyGhgb069cPf//9N/T19TF48GDiODcnTLLwqzHypwT1qEZMTAynTp3CpUuXkJubiw4dOmDWrFksgasXL17gxYsXMDY2houLi0AtH1QgjIoNRUVFWFhY4NatWwAaKwO6du3KtgJJVFQUMjIyWLx4Menf81+Al14jE24ZZuY4wtKro4q6ujq2VdzMDeTixYtbtZgWtmaPMLCyssI///wDf39/JCcnsxyj0Wiws7PD4sWLUVVVBVdXV6ioqHDVbnr+/DlOnjyJmzdvtrg2paWloauri0WLFkFVVZXjGPLy8tiyZQvu3r0LBoOB8+fPY9SoUVBUVGzxXBEREcjIyLB1QueHdevWIScnB5aWlujXrx+UlZWJub+wsBAqKiqk5n57e3sAgLe3N3x8fDg+73er/pKRkYGvry/Cw8Oxb98+hIeH/9unRDlNzZXaoJ5fUQ31v4iRkRFiY2Mxb948vjqmuDFy5EiMHDkSGzZswJMnT3DlyhUkJyfj9OnTkJOTg76+PgwNDduKGARAVVUVoaGhcHNzQ0xMDMuxYcOGYfPmzVBTU+P4+s6dOyMgIACBgYFQU1PD7NmzMX36dK7dfm2w0hbUa0Oo6OnpYf/+/di7dy/27NlDVMUAjQtXb29vUu5VwsDV1RWxsbHo2rUr3r9/zxIoMzIyIoJyFy5cgLe3N+bMmcM1mGZmZob27dtj/fr1sLa2RkBAAK5fv47Dhw+jpqYGxsbG2Lhx42/lrjR69Gj4+/tj//79CAkJIT4jGo2G0aNHY9OmTW2ZEx7U19dDUlISCgoK6NKli1CNRZgaI9u2bcOQIUNa3X75v4ioqCimTZvGsepm6dKlWLlyJdsqk1+JMCo2AGDZsmVYtmwZAEBHRwfOzs6tTjL8F+FXr5FXEEKYenW/CrIVn035FZo9wmLNmjUwNzfH1atX8e7dO/z8+RPKysrQ19cnAmlMTbzhw4dzvLdHRERg9+7daGhowIgRI9CvXz906tQJdXV1+Pz5M54+fYpz584hPj4e27Zt42pmZGpqClNTUwCNCSEHB4dWa36xQ05ODvHx8Th9+jTS0tIIYXhFRUU4OjrCzs6OVJUML6kE4N/RSmru/MoJS0tLaGpqYsuWLZToo7WG5pWvAPfqVwBczZJu3ryJAQMGENIw/Grs/SmaesKGynvgf7HqWViMGzcOKSkpMDU1hZ6eHmRlZdmuy8zNzUmNy3RUXb16NV6/fk0E+IKDg9GtWzcYGBiQcv7+X+br16/o2LEjBg0aRBTsFBUVob6+HqKionxprCYmJuL58+dITExEUlIS9u7di4MHD0JLSwvGxsbQ09MjJQXxvwiNQcbap402BITBYODJkyd4//49aDQaFBUVW7WBoIrk5GQsX74c1tbWWL9+PVGNU1FRAS0tLQQEBBAL6bt378La2hqrV68mstHcSEtLw8qVK1FXV4f6+np0794dO3fubLXdvbApLy9HUVERaDQa5OXl0aVLl3/7lP4T5OfnIy4uDgkJCcT3vGlpf5cuXaCnpwcvL69WB0+GDx+OZcuW8fU9bOO/zYABA7B//37MmDGD5XF296g2yMPOOa2+vh6lpaVITk5GQ0MDtm7dir/++ovrOFpaWpg9e3YL97f09HTY29ujf//+KCgowKZNm/41vbq275LwyMrKgq2tLYYNG4a9e/dCWVmZ7fPevn2LrVu3IicnB2FhYWxdp/9E6uvrcf36dURHR+PmzZstjIraYGXAgAEcg6OcEj283H+bX//cfkfT3/O7VVVSiTDvfSUlJXjw4AHatWsHDQ0NvgMSnD4XTp87kz/1c+KnoICK72ldXR1u376NkJAQpKWl/fHffSqorq7Grv9r787Doqrf//E/D4MgiBsouIHmirgnYi6pyKKBC+6oqKmoGIapWWpphn0R19TITMTdQCQkMBRFc0lxXwnEJUVFe6MMIeCCzMzvD3/Op5FtQGYOzDwf1/W+rvecc2Z4Viwz93m97vu77xAbG4uTJ08W6M3u4+OD48ePY8CAAVi0aBHMzMzUfu0LFy5g3759iIuLg1QqhZmZGfr16wcPD48Sd07oK67UI60QBAFWVlaQyWRo2rQpjI2NIZfLRV8Fs2fPHrRu3VqtuzH29vbo0qULjh49qlYxpXfv3ggODoaPjw+eP3+OtWvXomPHjuWQWnPy8/Nx7949PHz4EA4ODqhSpQqysrLeuWefPmjSpAlmzpyJmTNn4vz584iOjkZcXBw2bdqEkJAQmJubQxAESKXSd/5aZmZmpfrjSJVbea/YWL16Ndzc3JRvllevXl1iBl3dzl3c5NPp06crtymXVNTTdL+68vL3338X2HL8ZptoSkpKoavQdP0NdFZWFg4ePIgnT54o+0z+lyAIxW65BYCtW7fC2toaW7duLXbl9HvvvYeQkBAMGDAA27dvV6uoFxQUVOI16mQszsuXL/Hvv/8W+s8PFP/7pDi3b99GREQEYmJikJGRAYVCAUtLyzLn1BeaWPm6dOlSlfeg+rZdtLBWCyX97gOK//33zz//YM2aNbh06RLi4uKUx7dt24aVK1ciPz8fCoUCtWrVwtKlS+Ho6Fhizsq86lkTtm/frrHXfvbsGY4fP474+HgcO3YMOTk5qF69OgYNGgRXV1eNfV1dkJeXh0mTJuHixYuwtbUtdOCii4sLpFIpoqOjcffuXezatUvtQY6dO3dG586d8fXXX+PkyZP4/fffceDAAURGRqJ+/foYNGgQPDw8CgyV0WdcqUcad/nyZSxZskR5B3Hz5s2Qy+VYsGAB5s+fj/79+4uWrXv37vj4448L9Mkr6u5dcHAwNm3aVKpJc4mJifD29oZEIkFISIjoH+qKcvDgQSxZsgRPnjwB8Pq/U15eHmbOnKlsIk6l8+rVK/zxxx+Ijo7GsWPH8OrVKwiCgDZt2mDEiBFwd3cvU3EuMDAQZ8+eRXh4uEa3+ZL4tLVioyT6etd6165d2LBhg3JbYlFKWgX3+eefi96XsCzfS4DurgAB1O9PWtK/g549e8LT0xMzZsxQ6+uuXbsWe/fuxdGjR0u8trifT0EQYGBgAEEQyrT67d9//8W3336LQ4cOFVnQA0r3PZCbm4vY2FhERETg6tWrAF5/f3Xt2hVjxoyBs7PzO/fGIiqt8l4Bl5mZCQ8PD6Snp6NFixaIjIyEoaEhzp49i/Hjx8PQ0BA+Pj5o2bIlwsPDcebMGURGRhbbV4w0TyqV4vDhwzh8+DASEhLw8uVL1KlTB3379oWrqys++OADvq9Ww8aNG7F69WosWLBAObyxKEFBQQgKCsKXX36JiRMnlvlr5uXl4fjx4zh8+DDi4+ORm5tb7HtdfcPvWtKopKQkTJgwARYWFhg9ejRCQ0MBvF5ppFAoMHv2bJiZmYnWsyM7O1vZX+S/qlWrhoULFxaY+Fi7du1iJxYWdUf9gw8+wIEDBzBhwgR4eXmpvIF41zvs5SEhIQGfffYZ2rVrh3HjxilX7tSvXx9NmjTBihUrYGlpiQEDBoias7KpUqUKXF1d4erqiqysLMTGxiI6OhqXLl1CYmIiAgMDlZMyi7N7926Vx/Xq1cOdO3cwZMgQuLq6wsLCotAPSaXtMUIVjybu2r/dX+rw4cPl/jV0RU5ODp4+ffrOr1MR2k2oW3DSJ2/6ky5atAitW7cu80Ccf//9t1Q9Ehs2bKi8gVaS2NjYAsfkcjkeP36Mffv24fz589ixY4faX/u/li1bhv3796NLly6ws7N7p4FA58+fR0REBOLi4pRF0jeDxwIDA+Hh4VHm1ybNef78OTIyMvDq1atCz1ekScXvQp1+j6URHBwMqVSKkJAQdO/eXXl848aNEAQBEydOVP7OdXZ2xuDBgxEcHIzly5eXWwZdpInej/fv30d8fDzi4+Nx+fJlyGQyNGzYEKNHj4azszM6d+7MydClFBMTA0dHxxILesDr9x5nzpxBdHT0OxX10tLScPv2bfz999/IyclhP/G3sKhHGrVmzRrUq1cPkZGRePnypXKiWIcOHRAdHY3Ro0fj559/Fq2oV7du3ULfWBsZGWHs2LEFjj969KjYN+4lbZPJysrCjz/+qHKsIhT11q9fD1tbW+zatQvZ2dnKot6bO4xjx47Ftm3bWNR7BzVr1sTo0aMxevRoPHjwQNl/Tx3ffPONypCZN27evImbN28W+hxBEFjU0wGa2CLVsGFDlceXL19G79699XJL9507dwo9npeXh+TkZGzevLlcCnIV4QMDi3oFJScnw9fX952L5/n5+aX6gGFkZFTsyrj/evvm4hvNmzdHt27d4Ofnh8DAQLW20b/tyJEj8PDwQGBgYKmfC7weerF3715ERkbi3r17UCgUaNCgAfr164f+/fvD3NwcLi4uqF69eplenzQnKysLX375Jf78889yW6VZkX366afl+nrHjh3DkCFDVAp6z549w+nTpwFAZRCOgYEB3NzcCu3hSqq8vb1VVr17e3u/c+9HFxcXZT/3CRMmwNXVVeXvelEF7Xe5yaHr7t27h5EjR6p9fe/evdVqJfG21NRU7N+/H/v378eNGzcgCAIcHBwQEBDALdJvYVGPNOrChQuYNm0aqlWrhry8PJVztWrVgqenJ9avXy9SOqB169Y4cuRIge23RTl48GCxU3w02ftBkxITEzFz5sxCl5wbGRnBw8OjTB8YqHCNGjWCr6+v2sXcyvp9RZXDnDlzYGhoiE6dOsHR0RG9e/dGs2bNxI6lFR999FGxW1KrVq2KOXPmqPVa7FdX+VSvXr1U010rog8//LDMq3/y8vLQuXPnMn9tR0dHyOVytGzZElOnToWLiwvatm2rPJ+Wllbm19ak33//Hb169dLrYmNgYCCOHj2Krl27ol27dlz1UkoPHz7EuHHjVI5duHAB+fn5sLa2ho2Njco5KyurcumprOs01ftRoVDg3r172LJlC7Zs2VLi9SW1MdF3VatWLdXNymrVqqndT+/+/fvKQt7169ehUCjQokULzJ49G4MGDSrVqnh9wqIeaZRcLi/2DbNMJitQ7NOmoUOHwtfXF7t37y5xVdOWLVtw69YtLFiwoMhrHBwcyjuiVpQ0sCQnJ6dCrDTRV29/Xz18+BDm5uZFvgl/+vQpUlJStBGNdEBERASOHTuGEydOYNWqVVixYgWsra3Ru3dvODo6wsHBQWd7zBS1JcvAwAB169aFi4sLatWqpdZrbdiwARs2bCj03LJlywo9riurYCorNzc37N27F6NHj37nPm+FDbQpSmZm5jt9rf9KSUkpsh9gSTp06IDLly+rrCoqDZlMBhMTEzRq1Ai1a9euNL8n9PlGxhvvukpT3wmCUGCF45t+24VN0s3MzES1atW0kq0ye3vV9NuPyzJVmMNHyl+TJk1w7do1ta+/fPlysQOXHjx4oCzkJScnQ6FQoE6dOhg/fjw8PDzQunXr8oit0yrHX1+qtOzs7BAXFwcvL68C5/Ly8hAVFSXqD6qTkxNcXV2xePFiXLhwAZ988kmBSTqpqakICQnBnj17MGjQoHIfe18RdOrUCVFRUYX2Rnj69Cl2796NDh06iJCMCuPk5IQVK1YUuR06Li4OAQEBavXrI2rbti3atm0LX19fPH36FH/++SdOnDiB/fv3Y+fOnTA1NUWPHj2wbt06saOWu/LaksWtrZVTjx49EB8fj2HDhsHZ2RkWFhaF3uRSp5VBQEAAAgICyj3j2z1V38jLy0NSUhJ+++03uLi4lOm1582bh48//hhNmzbFRx99BAsLi0KL3EVtQztw4ICylcThw4chCAIaNWqEfv36oV+/fqhdu3aZcmmaPt/IeONdV2nqu6ZNmxYYTnPo0CEIgoA+ffoUuP7o0aM6059Q09SZKgy8bmujzlRhfZv0rA0DBgzAsmXL8PHHH5f4OT4pKQmxsbHF7opzdnaGIAgwNjaGm5sbBg8ejJ49e5a46IT+D6ffkkYdP34c06ZNg5OTE1xcXPDll19i8eLFqFGjBjZt2oTk5GT88MMPcHZ2Fi3j8+fP4e/vj71790IQBNStWxf16tWDQqHA48eP8b///Q8KhQIeHh5YvHixTm5RuHr1KsaOHQtbW1s4OTlh7dq1+OSTT2BsbIxdu3YhIyMDW7duhb29vdhR9dKDBw8QHh6ufLxx40Y4OjoWOkVNLpfj2LFjePz4sbK3C1FpKBQKJCUl4cyZMwgNDcX9+/d1fvptSkoKjhw5grS0NEgkErz33ntwcnKCtbW12NFIg8pr8vP8+fPL9PXV+bD5ZmpnUW/X27Vrhx9++AH16tUr9dfv27cvnj59itzc3CKvUXcb2vnz5xEdHY24uDhkZWVBEASYm5tDKpXC39+/zKsBNe2/NzJOnDiBjIwMnb6R8cakSZNQv359/L//9//EjlIpbd26FatWrUJAQAB69uyJ0NBQrFu3DlZWVjh8+LBKUTg0NBT+/v6YO3cuJk2aJGLqiq+kqcISiQTTp09XmSr866+/omXLlmJH1yvPnz/HiBEj8PjxY8yfPx8DBw4ssNo9Pz8fMTExWLFiBapUqYK9e/eqDGn7rwkTJsDDwwOurq5c0VpGLOqRxkVFReG7775Dbm6usqHpf3sVvd2TQixXr15FVFQUzp49i3/++QcymQxWVlZ4//334eHhUWm31qorISEBixYtwv3791WOW1paYtGiRaIWXgkYOXIkrl69CgDFfsADXm8dnDVrFqZMmaKteFSJyeVy/PXXXzh79izOnTuHCxcuICcnBwYGBrCzs0PXrl3RtWtXfPjhh2JHLXdyuRwLFy5EZGRkgZ8pQ0NDTJ06FX5+fiKlI007e/asWteJ+fe/qIxvtog3bty4zK89b948tVprlGaly6tXr/DHH38gOjoax44dw6tXryAIAtq0aYMRI0bA3d29wg3l0YcbGW+3url+/TomTpyIKVOmYMCAAahTp06hq2I4LKBw+fn5mDp1Kk6dOqV8T2ZsbIwNGzYod/TExsZiy5YtSExMRIsWLRAREcF/nyVYvnw5duzYgZ9//lllCIm3tzdOnjwJb29vZZ9buVyOwYMHo3Xr1pwqLIL79+/jk08+wa1bt2Bqaoo2bdqgbt26kMlkyMjIQGJiIl68eAEbGxv8+OOPaN68udiRdRqLeqQVubm5OHXqFFJTUyGXy9GwYUP06NFD7V5FpB0KhQLJyckq/53atm2r89tQKoOcnBxkZWVBoVDA2dkZCxYsgJOTU4HrJBIJatWqpZMrSkkzOnfujGfPnsHIyAitW7dGp06d8MEHH6Bz584V7sN3eduwYQPWrFkDd3d3TJw4EU2aNIFcLsfdu3exadMmHDp0CEuWLMHw4cPFjkpU6WRlZSE2NhbR0dHKdhAmJiait4bQxxsZb1Z8/tebG+1F4bCA4slkMhw4cAAXL16EmZkZBg8erDKt+vvvv8eWLVvg7u6OefPmoWbNmiKmrRzc3d3RuXNn+Pv7K489e/YMDg4OkMlkiIuLUxlC8tNPPyEsLAzHjh0TI67ey8vLQ1hYGPbt24ekpCTl1mgjIyO8//77cHV1xYgRI9QekkFlx6IeaVRQUBBcXV2LXBZ99epV/Prrr/j222+1nEy/lTRogSq2s2fPolmzZrCwsBA7CukABwcHPH36FLVr11Z+mHVwcNCLxvFOTk6wtbXFjz/+WOj5qVOn4tGjR4iJidFyMu24du0aDh06hPT0dLx69arQa1atWqXlVNr3+PFjPHv2DHK5XHlMJpMpb0hOnz5dxHSvVwWFhobi0KFDSEtLQ5UqVVC/fn307dsXnp6ean9gCgoKKvXXFgRB7UntxXnw4IGy/96BAwfe+fXehT7eyFB3Vebb2I+s7J4/fw5jY2P2BSuFTp064csvv4Snp6fy2IkTJzBlyhRYW1vj0KFDKtdHRkbim2++KdXQBtIcqVQKiUTCArYIuPyGNCooKAhNmjQpsqh37tw5REZGsqinZU5OTli+fDkGDhyoPCaXy3Hjxg00btwYJiYmIqajkrzZCnbjxg0cPXoUaWlpGD9+PExNTXHz5k306tVL5IRUmZw5cwZ//fUXTp8+jdOnT2P58uV48eIFLCws4ODgoCzy6WKT7ydPnqBHjx5Fnu/Tp0+Rk2sru7i4OMyaNUulkPU2QRB0uqj36NEj+Pj44MaNG8VeJ2ZR78WLF5g8eTIuXLgAMzMzWFtbQy6X4+rVq0hISMC+ffuwY8cOtbb1iVnUa9SoEXx9fcvltd6VRCKBQqGAqakp6tWrBxsbGzRq1EhnC3oAlFNunzx5gsuXLyM/Px9t2rRh31AN4nvp0uNU4cqtqJ55pHks6lG5un//Pry8vFR+Ifv7+yvfTPyXQqFAZmamylL1yq5nz56lfo4gCDhx4oQG0hStsAW6WVlZGDJkCDZv3qyTE351TUBAAHbs2KHcPtO/f39kZ2fDz88Pjo6OWLt2LXu3kFoEQVBOwPX29kZ+fj6uXLmCc+fOIT4+Hvv379fZbVi2trY4ffo0xowZU+j5xMREnV2xuH79elhaWmLlypVo164djI2NxY6kdStXrsSNGzfg5uYGIyMj7N27F9OmTYNUKsXBgwfx8uVLbN++XdSM69evx4ULF/D5559jwoQJylV5r169wvbt27Fy5Ups3LhRrQnMYv+zVBT6eiMjMDAQO3fuVHmP3q9fPwQEBMDU1FTEZESvcaowUdmwqEflytraGp6enjh16hSA13cE69SpU+g2QYlEAnNzc3h7e2s7psYU9oflr7/+wrNnz2BnZ4emTZtCoVDg3r17uHbtGiwsLFQawYqNu/Erh127dmH79u2YMGECXFxc4OXlBQCwt7eHp6cnwsLCEBISIvqWMap8Xr58iQsXLiAhIQEnT55UNopXZ0poZbRo0SJMmjQJixYtgo+PDxo0aADg9U2Obdu2ITY2Fps3by7QZF4XCuZ37tzB7Nmz9Xqq+enTpzF48GAEBgYiJycHUVFR+PDDD2Fvb4/p06dj6NChiI+PR/v27UXLGBsbCw8PjwLvlapUqYLJkyfj5s2biImJUauop+sDv9Sljzcytm/fjq1bt6J9+/b46KOPYGBggJMnT+LAgQMwMTHhNluqEAYMGIBVq1ahe/fuyqnCqampsLKyKrALJTQ0FOfPn8fcuXNFSktUcbCoR+Vu+vTpymJC3759MWfOnEIb+uuiHTt2qDyOiorCtWvXsGPHDnTp0kXl3KVLlzBlyhR06NBBmxFJB4SFhcHZ2Rnz589HZmam8ri5uTkWL16MrKwsREdHs6hHarly5QoSEhKQkJCAy5cv4+XLlzAzM0P37t0xduxY9OrVC3Xr1hU7pkZ88sknyM/PR3h4OPbs2YOqVauiSpUqyM7OBvD6RsfYsWNVnqMrH/br1KkjdgTRZWVl4f333wcAmJmZoX79+khMTIS9vT0aNGiAESNG4PDhw5g9e7ZoGf/55x907NixyPMdOnRAbGys9gLpGH25kbF371706NEDwcHByh5vEyZMwOLFixEREYFvvvmGfZZJdF5eXjh+/Djmzp2rMlU4MDBQObTv7anCb25sE+kzFvVIo44cOSJ2BFFt2LAB48ePL1DQA143gx0/fjxCQkIKfGgkKs7du3eL3C4IvO47ou8/e6S+UaNGAQCaNWuGMWPGoE+fPujcubNeTL3u1q1bmZrH64Lhw4cjNDQUw4YNQ/Xq1cWOI4rq1aurrMK0trbGrVu3lI8bN26MR48eiRFNqU6dOsX2/EtJSUHt2rW1mKjy08cbGXfv3sWoUaMKDG0YPnw4wsLC8Pfff8POzk6kdESvGRoaIjg4uNipwikpKUhJSYGHhwfmzZunEyvnid6V7r9jJ61avXo13NzclHc4V69eXeJzBEHArFmzNB1NFP/880+xbwxr1KihstKKSB01atRARkZGkefv3r2rtx/SqfQWLlyI3r17o1GjRgBeTwI9evQoTExMYG9vr9O91grr96qr3v57LJPJkJ6ejn79+qFXr16wsLCARCJRuUaX/z4Dr1e5xcTEYOTIkTAyMkKLFi1w4sQJyGQySCQS3LhxQ/Rm987OzggLC0Pnzp3h7u6ucm7fvn2IiIhQFuZJPfp4I+PFixeF9s2rX78+AChXJxOJTSKRwN3dvcDvuzd8fHwwc+ZMThUm+g/d/etFoti4cSNatGihLOpt3LixxOfo8oeG5s2bIyoqCqNGjSpwJyk3Nxe7d+9GmzZtRMlW1OoUfV21Upn06tVLucLm7e0yV65cQWhoKFxdXUVKR5XBP//8gzVr1uDSpUuIi4tTHt+2bRtWrlyJ/Px8KBQK1KpVC0uXLoWjo6OIaTUvPz8fiYmJePjwIRwcHFC1alXIZDLUrFlT7Gjlpqi/x8+fP0dUVFSh53T57zMATJo0CRMnToSTkxP27duHoUOHYufOnRg/fjxsbGwQExODfv36iZpx5syZSEhIwOeff441a9bgvffeg0KhwJ07d5CWlgYbGxv4+fmJmrGyeftGhj54M1TrbW8KI8VNwSaqSMS+0UJUEQkKdsancpSWlgZzc3PlL9y0tDS1ntewYUNNxhJNfHw8Pv30U7Rs2RJDhw6FjY0NXrx4gbt37yIsLAwZGRnYvHmz1ptX29raFvrmrqg3fYDu9JHSBenp6RgxYgSePXuGTp064cSJE+jbty9evnyJhIQE1KxZE3v27NHZnyt6N5mZmfDw8EB6ejpatGiByMhIGBoa4uzZsxg/fjwkEgmmT5+Oli1bIjw8HGfOnEFkZCRatGghdnSNOHjwIJYsWYInT54AgHIwxsyZM+Hn54dJkyaJnLB8qPv3+G26/nskISEBW7duxYYNGyAIArZu3Yq1a9fi+fPn6NixI9atWwdLS0tRM2ZnZyM4OBiHDx/GgwcPoFAo0KhRIzg5OWHq1KlcmV1GN27cwNGjR5GWlobx48fD1NQUN2/eLNCQXxfY2tpixYoVGDhwoMrxzMxMdOvWDVu2bEG3bt1ESkdERO+CRT0iDdu3bx+WLVuGx48fK5u+Aq8/KH3zzTeivHkcN25cmZ739iAQEs+TJ0+watUqxMfHK7fNmJiYoHfv3pgzZw6sra1FTkgV1fLly7Fjxw78/PPPKtO3vb29cfLkSXh7e2POnDkAXq/eGDx4MFq3bo3ly5eLFVljEhISMHnyZLRr1w5OTk5YvXo1tmzZAgsLC3zxxRdISUnBihUrMGDAALGjakxGRgZq166tXLFz/fp1mJubi17IEkNeXh7+/vtvCIKAunXrwtzcXOxIpCEBAQHYsWOH8mbm5s2bkZ2dDT8/Pzg6OmLt2rU61avL1tYWX331VYHBdVlZWRgyZAhWrVqFTp06FXjem4ngRERUcbGoRxonl8tx5swZPH78uMjl/R4eHtoNpWUKhQJ//fUXHjx4AEEQYG1tzYbEVC4UCgUyMzMhk8lgbm5eoCcW0dvc3d3RuXNn+Pv7K489e/YMDg4OkMlkiIuLg42NjfLcTz/9hLCwMBw7dkyMuBo1btw45ObmIjw8HNnZ2SorVvLy8pRDjPbs2SNy0vInk8nw3XffYc+ePfjtt9/QrFkzAMDnn3+O2NhYTJkyRSe33ubm5iIqKgq3b99G48aNMWzYMJiZmeG3337D0qVLkZWVBQCwsLDAnDlzMGTIEJETq3r8+DGuXLmiFz0vNWXXrl1YsmQJJkyYABcXF3h5eWHLli1o1aoV1q1bh7CwMMycOVOnJsgXtUMDKHqXBndoEBFVDuypRxp1/fp1TJs2Denp6SiqfiwIgs4X9QRBgJWVFWQyGZo2bQpjY2PI5XI2eSW1jB8/vtTPEQQB27Zt00AaquwePnxYYLXuhQsXkJ+fD2tra5WCHgBYWVlBKpVqM6LWJCYmYubMmYU2yDcyMoKHh4daA58qo5CQEISGhsLDw0Nleqq3tzdMTU2xceNG1K9fH56eniKmLF/p6ekYN24cUlNTlcd27tyJr7/+GvPmzYONjQ08PDwgl8sRHx+PBQsWoFatWlrvKVlUz8utW7di1apVetfzsryFhYXB2dkZ8+fPVxlWZm5ujsWLFyMrKwvR0dE6VdSraMVpIiIqPyzqkUYtX74cmZmZ8PX1RevWrXVqK4O6Ll++jCVLlijvdm7evBlyuRwLFizA/Pnz0b9/f5ETUkV3+/ZttQaYyOVyZGZmFtsbkUgQBMhkMpVjZ86cAYBCeyplZmaiWrVqWsmmbSXdWMnJydHZn6XIyEgMGTIES5cuVTlua2sLf39/PH/+HLt27dKpot7atWshlUoRFBSErl27Ii0tDQsWLICvry86dOiA7du3K9+nzJo1C8OHD8eOHTu0WjTLzMzEqFGjlD0v8/PzlT0vAwMDYWhoCF9fX2XPSz8/P53ueakJd+/exZgxY4o8361bNxw5ckSLiTTv7Z9zIiLSHSzqkUZdvHgRkydPxowZM8SOIoqkpCRMmDABFhYWGD16NEJDQwEAZmZmUCgUmD17NszMzNCzZ0+Rk1JFdvLkyRKvuXnzJhYuXAipVAoLCwssWLBAC8moMmratCkSExNVjh06dAiCIKBPnz4Frj969Cjee+89LaXTrk6dOiEqKqrQ1bBPnz7F7t270aFDBxGSad6jR4+KHQJib2+PQ4cOaTGR5p08eRKjRo2Cs7MzgNcFzHnz5mH8+PEYNmyYyo1HExMTDBs2rMipwZoSHBwMqVSKkJAQlZ6XGzduhCAImDhxovI9lbOzMwYPHozg4GCd7HmpKTVq1EBGRkaR5+/evcvhI0REVGlw7x9plLGxsV42235jzZo1qFevHmJiYjBjxgzlFuQOHTogOjoajRs3xs8//yxySqrM8vLy8P3332Po0KG4cuUKhg8fjv3798Pd3V3saFRBDRgwAPv27UNMTAwyMzOxfv16pKamwtLSssDgntDQUJw/fx4uLi4ipdUsPz8/3L59G6NGjcLu3bshCALOnz+PjRs3YuDAgUhPT9epLXj/VbduXVy7dq3I8ykpKahVq5b2AmnBkydP0KRJE5VjbwrW9erVK3C9hYWFchCRthw7dgxDhgxRKeg9e/YMp0+fBgCMGDFCedzAwABubm7Klbaknl69eiE0NBSPHj0qcO7KlSsIDQ1Fjx49REhGRERUelypRxrVt29fHDx4EKNHjxY7iiguXLiAadOmoVq1asjLy1M5V6tWLXh6emL9+vUipaPK7syZM1i0aBFSU1PRtGlT+Pv7w97eXuxYVMF5eXnh+PHjmDt3rnIit7GxsXJrHwDExsZiy5YtSExMRIsWLeDl5SVyas1o3749Nm7ciEWLFmHNmjUAgB9//BEAYGlpiTVr1ujsz1S/fv2wZcsWdOjQAUOHDlXZihwTE4Pw8HDloBBdkZ+fX2CwxJvv+cL6KgqCUOSAL01hz0vNmzVrFk6dOoVBgwahU6dOEAQBO3fuREhICBISElCzZk34+fmJHZOIiEgtLOqRRo0dOxZ+fn7w8fFB//79YW5uXmgPI13dfiqXy2FqalrkeZlMVqDYR1SSrKwsBAYGIioqCoaGhpgxYwamTp2qlz0rqfQMDQ0RHByMAwcO4OLFizAzM8PgwYPRtGlT5TUpKSlISUmBh4cH5s2bp9PfW926dcPBgweRnJyM1NRUyOVyNGzYEG3bti200KMrZsyYgYSEBHz99ddYtmwZrK2tAQBpaWl4+vQp7Ozs8Omnn4qcUv+w56XmWVpa4tdff8WqVasQHx8PhUKBw4cPw8TEBC4uLpgzZw4aNmwodkwiIiK16O67VaoQhg8fDuD1nedjx44VOP+moX9ycrK2o2mFnZ0d4uLiCl3lkpeXh6ioKLRu3VqEZAXJ5XKcOXMGjx8/LnJlgq5PKa4MoqOjERgYCKlUCnt7e/j7+6sUY4jUIZFI4O7uXuQ2bR8fH8ycOVNvJnQLggA7OzvY2dmpHM/Pz8eGDRt0si+siYkJwsPDsWfPHvzxxx94+PAhZDIZ2rZtC0dHR4wcOVIni7n//vsvHj58qHyclZUFAJBKpSrHAahMRtUW9rzUjjp16mDp0qUICAhAZmYmZDIZzM3NIZFIxI5GRERUKoLiTZMvIg2IjIxUa3LgkCFDtJBG+44fP45p06bByckJLi4u+PLLL7F48WLUqFEDmzZtQnJyMn744Qdl026xXL9+HdOmTUN6ejqK+pWgy8XXyuD+/ftYvHgxTp48iRo1amDu3LkqvZWISD05OTnYs2cPLl26BOD1zRcvLy+YmZmpXHf16lV89dVXuHXrFn/36QhbW9tC35OUNDFcm//9t27dilWrViEgIAA9e/ZEaGgo1q1bBysrKxw+fFhl9WhoaCj8/f0xd+7cYoeeEBERke5iUY9Iw6KiovDdd98hNzdX+cFBoVCgatWqmDNnToHeOWKYNGkSzp8/j6lTp6J169ZFrs748MMPtZyMgNfTENevX48XL17A2dkZCxYsgIWFRYnP08VVNkTv4uHDh/Dy8sKjR49UbmBYWlpiz549sLKyQn5+PlavXo1t27ZBJpPB3d0dq1atEjG1Zt24cQNHjx5FWloaxo8fD1NTU9y8ebPA0BRdMH/+/DI9b+nSpeWcpGj5+fmYOnUqTp06pdLzcsOGDcrtt2/3vIyIiODv+2IUNt26JIIgYNu2bRpIQ0REVL5Y1CPSgtzcXJw6dUqlX1OPHj0qzGTBjh07YuLEiZg5c6bYUagQtra2yv+vzsrXN9clJSVpKhJRpTR37lzExMTgs88+w/Dhw2Fqaoo//vgDS5YsQZcuXRAYGIhp06bh/PnzsLS0xOLFi9G3b1+xY2tMQEAAduzYobzhtHnzZmRnZ8PPzw+Ojo5Yu3Yti0UikMlkxfa8/P7777Flyxa4u7tj3rx5qFmzpohpK74ePXqo9bdTLpcjMzNT51vDEBGRbmFPPSpXTk5ORZ4TBAHGxsaoUaMGWrZsif79+xfa9FmXBAUFwdXVFS1btoSLi0uB81evXsWvv/6Kb7/9VoR0/8fY2BiWlpaiZqCieXh4qF3MI6KinTt3DgMHDoSPj4/ymLu7O168eAF/f398/fXXOH/+PAYNGoSFCxeievXqIqbVrF27dmH79u2YMGECXFxclL1f7e3t4enpibCwMISEhGD69OkiJ9U/7HlZvk6ePFniNTdv3sTChQshlUphYWGBBQsWaCEZERHRu2NRj8pVcQs/FQoFcnJy8PDhQ1y6dAnh4eHw9PTEN998o8WE2hUUFIQmTZqgZcuWhZ4/d+4cIiMjRS/q9e3bFwcPHsTo0aNFzUGFCwwMFDsCkU6QSqXo3LlzgeMODg54+fIlDh48iCVLluhFv8qwsDA4Oztj/vz5KgMhzM3NsXjxYmRlZSE6OppFvQrIxMRE7Ag6Iy8vDz/++CM2b96M/Px8DB8+HF988QVq1KghdjQiIiK1sKhH5erIkSNqXZeamoqQkBCEhYWhS5cucHNz03Ay7bh//z68vLwgk8mUx/z9/QstyigUCmRmZlaIyaVjx46Fn58ffHx80L9/f5ibmxe6AqBnz54ipCMiKh95eXmoVq1ageNvhmSMHj1aLwp6AHD37l2MGTOmyPPdunVT+286UWV05swZLFq0CKmpqWjatCn8/f1hb28vdiwiIqJSYVGPRNG4cWP4+/sjNTUVoaGhOlPUs7a2hqenJ06dOgUAePLkCerUqVPoUAOJRAJzc3N4e3trO2YBw4cPB/C6ifyxY8cKnGd/GSLSB7o4HKIoNWrUQEZGRpHn7969q9Pbj0l/ZWVlITAwEFFRUTA0NMSMGTMwdepU9o8kIqJKiUU9EpWjoyOCg4PFjlGupk+frtyu1LdvX8yZM6fYXoMVQUBAAHu2EZHeq1KlitgRtKZXr14IDQ3FsGHDULVqVZVzV65cQWhoKFxdXUVKR6QZ0dHRCAwMhFQqhb29Pfz9/SvEjgkiIqKyYlGPRFW9enXk5OSIHUNjKsvWpaFDh4odgYhIK4q7gaFPNzdmzZqFU6dOYdCgQejUqRMEQcDOnTsREhKChIQE1KxZE35+fmLHJCoX9+/fx+LFi3Hy5EnUqFFDb3pnEhGR7hMUxU02INKwNWvWIDo6utIUv0qyevVquLm5wdbWVvm4JIIgYNasWZqOprb8/HzI5XLlY5lMhtzcXOWHPyKiysrW1rbIwt2bNgNvEwQBSUlJmo4miidPnmDVqlWIj49HdnY2gNdDGHr37o05c+bA2tpa5IRE7y44OBjr16/Hixcv4OzsjAULFhTaFuVt3I5LRESVAYt6JJqMjAx4eHigR48eOjPd09bWFitWrMDAgQOVj0tSEXrVZWVlYf78+fjzzz/x6tWrIq8TOycR0bsYN25cmZ63Y8eOck5SsbwZ3CSTyWBubg6JRCJ2JKJy89/3YuquxtXlYj4REekWbr+lcnXu3Lliz+fn5yM3NxcpKSkIDw9HdnY2Pv74Y+2E04LDhw/D3Nxc5XFlsGrVKhw5cgQdO3ZEtWrVcPLkSQwaNAhPnjzBuXPnIJFIsGrVKrFjEhG9E10vzpXG/Pnz4eTkBGdnZwiCoPK3CwDi4+OxdOnSSvN3jKgoHh4eerW1noiI9AtX6lG5Km5r038pFApYWVlhyZIlejVtsKLq3bs32rVrh6CgIEilUnTv3h0RERFo27Yt/vrrL3h5eeGTTz7BlClTxI5KRETl4M3f62nTpuGzzz4rcD46OhpffvklV2gTERERVWBcqUflytfXt9iinrGxMWrWrInmzZujffv2MDTU/W9BuVyOM2fO4PHjxyq96v7Lw8NDu6HekpGRgR49egAAzM3NYWlpiStXrqBt27Zo06YNhg8fjn379rGoR0SkQ1q2bIkNGzYgOTkZK1euRPXq1cWORERERESloPsVFdKqTz/9VOwIFcr169cxbdo0pKeno6hFsYIgiF7UMzU1VXlsY2ODmzdvKh+3atUKUVFRWk5FRESa5O3tjRcvXuDbb7/F8OHDsX79ejRr1kzsWERERESkJhb1iDRo+fLlyMzMhK+vL1q3bl1hJ6nZ2dkhPj4eo0ePBgA0bdoUly5dUp5/8OABDAwMxIpHREQaMmLECLz33nvw8/PDiBEjEBgYCFdXV/7OJyIiIqoEWNQj0qCLFy9i8uTJmDFjhthRiuXl5YUZM2Zg6NCh2LZtGwYMGIDw8HDMmTMH7733HrZt2wYHBwexYxIRkQbY29sjIiIC06dPx8yZMzF16lS0bdtW7FhEREREVALehiXSIGNjY1haWoodo0TOzs4ICAhAXl4eTE1N4eDggHHjxuH3339HUFAQzM3N8eWXX4odk4hIIzIyMlR6nl6/fh3p6ekiJtK+Bg0aICwsDC4uLvj555+xcuVKsSMRERERUQlY1CPSoL59++LgwYNix1DL0KFDsW/fPkgkEgDAV199hSNHjmDv3r04cOAAmjZtKnJCIqLyJZPJ8O2336J37964c+eO8vimTZvQp08ffP/99yKm0z4TExOsW7cOvr6+uHfvnthxiIiIiKgE3H5LpEFjx46Fn58ffHx80L9/f5ibmxfap6hnz54ipCtZgwYN0KBBA7FjEBFpREhICEJDQ+Hh4YHatWsrj3t7e8PU1BQbN25E/fr14enpKWJKzTh8+DDMzc0LPffpp5+iffv2uHbtmpZTEREREVFpCIqiRnIS0TuztbVV/n9BEAqcVygUEAQBycnJ2oyFnj174ptvvoGLi4vycUkEQcCJEyc0HY2ISGv69++PTp06YenSpYWenzt3Lq5fv46YmBgtJ9Os7OxsVK9evcDx5ORkmJmZwdraWoRURERERFRaXKlHpEEBAQGFFvPE9t5778HMzEzlMRGRvnn06BEmTZpU5Hl7e3scOnRIi4k068WLF/juu+8QGxuLkydPwsTEROX82rVrcfz4cQwYMACLFi1S+TtBRERERBUPi3pEGjR06FCxIxRqx44dxT4mItIHdevWxbVr1zBy5MhCz6ekpKBWrVraDaUheXl5mDRpEi5evAhbW1v8+++/BYp6Li4ukEqliI6Oxt27d7Fr1y5UqVJFpMREREREVBIOyiCiIiUmJmp9azARkbb069cPv/76KyIiIlSm3wJATEwMwsPD0a9fP5HSla+tW7fi4sWLWLBgAaKiolC/fv0C1wwbNgzh4eGYMWMGrl69ip07d4qQlIiIiIjUxZ56ROXIycmpyHOCIMDY2Bg1atRAy5Yt0b9/f3Tr1k2L6YqmUCgQFBSEe/fuYcWKFZDJZJg8eTLOnDkD4PUWtJ9++olbsYhIpzx//hxjx45FUlISqlevruwll5aWhqdPn8LOzg7btm3Tid99AwcORKNGjfDTTz+pdf24ceOQk5ODvXv3ajgZEREREZUVV+oRlSOFQlHk/+RyOXJycnD9+nXs3r0bkyZNwrfffit2ZACvJ0D++OOP+PfffwEAv//+O06fPg1XV1f4+vri6tWrWL9+vbghiYjKmYmJCcLDw/HNN9/g/fffR15eHp4/f462bdviq6++QmhoqE4U9ADg3r176N69u9rX9+7dG3fu3NFgIiIiIiJ6V+ypR1SOjhw5otZ1qampCAkJQVhYGLp06QI3NzcNJyveb7/9BhcXF/zwww8AgAMHDqBq1aoIDAyEiYkJcnNzceDAAXzxxRei5iQiKm+GhoYYPXo0Ro8eLXYUjapatWqpBjdVq1aN/fSIiIiIKjgW9YhE0LhxY/j7+yM1NRWhoaGiF/Xu3buH8ePHAwBevXqF06dPo0uXLsom6s2aNcOTJ0/EjEhE9M7u3LkDS0tLVKtWTflYHbowIbxJkya4du2a2tdfvnwZDRo00GAiIiIiInpXLOoRicjR0RHBwcFix0C1atWQk5MDADhz5gyePXuGnj17Ks/fv38fderUESseEVG5cHNzw/LlyzFw4EAAwEcffaTW6jVdGBg0YMAALFu2DB9//DFat25d7LVJSUmIjY3F1KlTtZSOiIiIiMqCRT0iEVWvXl1ZTBNTmzZtsHPnTjRs2BAbNmyAgYEBXF1dIZPJcPToUYSGhhY7BISIqDLw9fVFq1atVB6XZktqZTZ8+HDs3r0bH3/8MebPn4+BAwdCIpGoXJOfn4+YmBisWLEC5ubmGDt2rEhpiYiIiEgdnH5LJKI1a9YgOjpa7V58mnL79m1MnDgR6enpAIBJkybhiy++QEJCAiZOnAgbGxts27YN9evXFzUnERGV3f379/HJJ5/g1q1bMDU1RZs2bVC3bl3IZDJkZGQgMTERL168gI2NDX788Uc0b95c7MhEREREVAwW9YhEkpGRAQ8PD/To0QOBgYFix0FWVhYSEhJQr149dOzYEQCQmZmJ+Ph4fPTRRzozAZKIqDD5+fmQy+WFnjMyMtJyGs3Jy8tDWFgY9u3bh6SkJOTn5wN4/c/4/vvvw9XVFSNGjOCQDCIiIqJKgEU9onJ07ty5Ys/n5+cjNzcXKSkpCA8PR1ZWFsLCwmBra6ulhERE9IZUKsXSpUtx4sQJZGVlFXqNIAhISkrScjLtkUqlkEgkqFmzpthRiIiIiKiU2FOPqByNGzdOrf5MCoUCVlZWWLduXYUp6J0+fRopKSmYMGECACAoKAibN2+GRCLBuHHj4OfnJ3JCIqLy5e/vjwMHDqBTp06wtrYu0GNOH5ibm4sdgYiIiIjKiEU9onJUUtN1Y2Nj1KxZE82bN0f79u1haFgxfgQPHz6MGTNmoEmTJpgwYQLOnj2LoKAgNG7cGFZWVvjpp59gYWHBpulEpFMSEhIwZswYLFq0SOwoRERERESlVjEqCkQ64tNPPxU7QpmEhITA1tYWW7duBQD89ttvkEgk2L59O6ysrDB79myEh4ezqEdEOsXAwAAtWrQQOwYRERERUZkYiB2AiMR3/fp1jBgxQtlT6fjx42jTpg2srKwAAN26dcPdu3dFTEhEVP7c3d2xf/9+sWMQEREREZUJV+oREQRBUG4b/uuvv/D48WOMGDFCef7p06ecfktEOufzzz/H1KlTMWTIEDg5OaFOnTqFtlAYNWqUCOmIiIiIiIrHoh4RoVmzZoiNjcVHH32EkJAQCIIAJycnAMCTJ08QHh5eYQZ6EBGVl9OnT+PKlSt4+fIlkpOTC71GEAQW9YiIiIioQmJRj4gwbdo0zJw5E926dYNCoUC3bt3Qpk0bXLx4ERMnTgQALF26VOSURETla+XKlahWrRq++OILNG3aVC+n3xIRERFR5SUoFAqF2CGISHznz59HbGws6tWrBy8vL5iamuLBgwdYs2YNJk6ciDZt2ogdkYioXLVv3x5z5szBhAkTxI5CRERERFRqLOoRERGRXnJ3d8fgwYMxdepUsaMQEREREZUat98SER4+fKjWdQ0aNNBwEiIi7Zk6dSqWLVuGbt26oV27dmLHISIiIiIqFRb1iAh9+/YtdOLj24pqJE9EVBmdO3cOVapUwciRI1GvXj1YWFjA0LDgW6OwsDAR0hERERERFY9FPSKCt7d3gaKeTCbDkydP8Oeff6JWrVrcnkZEOufUqVOQSCSoX78+AEAqlYqciIiIiIhIfeypR0TFysrKwsiRIzFy5EhMnjxZ7DhEREREREREBMBA7ABEVLHVrFkTnp6e+OWXX8SOQkRERERERET/P26/JaISCYKAx48fix2DiKjcJSUl4c8//0Rubi7+u3khPz8fubm5OH36NOLi4kRMSERERERUOBb1iAh5eXlFHk9OTsaWLVvQrFkzLaciItKs+Ph4+Pn5QS6XA3h9A+NNYU8QBBgYGMDOzk7MiERERERERWJRj4jQvn37EqffLly4UEtpiIi0Y9OmTahduzaWLVsGmUwGHx8fREREIC8vD9u3b8eRI0ewZMkSsWMSERERERWKRT0igoeHR6FFPQMDA9SpUwcDBgxAixYtREhGRKQ5KSkpmDx5Mnr27Am5XA4jIyM8evQILi4u6NSpEzw9PREUFISgoCCxoxIRERERFcCiHhEhMDBQ7AhERFqXn5+P+vXrA3h9E8PGxgbXr1+Hi4sLBEGAm5sbtm7dKm5IIiIiIqIicPotEZXo3r17mDBhgtgxiIjKVf369ZGWlqZ8bGNjg5SUFOVjY2NjSKVSMaIREREREZWIRT0iPXXt2jX4+Piga9eu6Nq1KyZNmoRLly6pXKNQKLB582YMHjwYZ8+eFSkpEZFm9O7dG7t27UJ8fDzkcjk6deqEU6dO4fbt28jLy8O+fftQr149sWMSERERERVKULwZ80ZEeuPcuXOYOHEiZDIZmjRpAlNTU+XqlG3btqFz5854+PAhZs+ejStXrqBatWqYO3cuRo0aJXJyIqLyI5VKMWbMGKSmpiIhIQEGBgbo168fsrKyYGRkhJcvX2Lu3LmYNGmS2FGJiIiIiApgUY9ID02ePBkXL15EcHAw7O3tAQCPHj3CtGnTYGpqisDAQHh5eeHJkyfo3bs3/P39YWVlJXJqIqLyl5eXhyNHjqB///4AgNTUVGzYsAFZWVno06cPRo4cKXJCIiIiIqLCsahHpIe6deuGIUOG4IsvvlA5fvz4cUybNg2tWrVCamoqvvrqKwwfPlyklERERERERERUFE6/JdJD2dnZaN68eYHjLVu2hEKhwD///IPQ0FDY2tqKkI6ISDP+/PPPMj2vZ8+e5ZyEiIiIiOjdsahHpIfy8/NRpUqVAseNjY0BAN7e3izoEZHO8fb2hiAIal+vUCggCAKSk5M1mIqIiIiIqGxY1COiAuzs7MSOQERU7pYuXSp2BCIiIiKicsOiHhEVUJqVLERElcWQIUPEjkBEREREVG5Y1CPSU3///TfOnTunciw7OxsAkJKSAkPDgr8eunTpopVsRETakpWVhZs3byongSckJGDbtm2QSCTw8vJCt27dRE5IRERERFQ4Tr8l0kO2trZFrsZ700OqMOwrRUS65ObNm/Dy8oKlpSViYmJw9+5dDBgwAABQpUoV5OXlYdOmTSzsEREREVGFxJV6RHpoxowZYkcgIhLdunXrIJFIMHfuXABAREQEZDIZdu3ahdatW2P8+PH46aefWNQjIiIiogqJRT0iPcSiHhERcO7cOUyaNAm9evUCABw9ehQ2NjZ4//33AQAeHh5YtWqVmBGJiIiIiIpkIHYAIiIiIjE8f/4ctWvXBgCkpaXh1q1b6Nmzp/K8IAiQSCRixSMiIiIiKhaLekRERKSXGjZsiIsXLwIA9u7dC0EQ0KdPHwCv+4vGxcXBxsZGxIREREREREXj9lsiIiLSS4MHD8b333+PxMRE/P3332jYsCG6d++OmzdvYt68eUhKSkJAQIDYMYmIiIiICsWiHhEREemladOmQRAEREdH44MPPsD8+fMhkUggk8mQkZGBr7/+GkOGDBE7JhERERFRoQSFQqEQOwQRERFRRaFQKCAIgtgxiIiIiIiKxZ56RERERP/Bgh4RERERVQbcfktERER6Yf78+aV+jiAI7KtHRERERBUSt98SERGRXrC1tS31cwRBQHJysgbSEBERERG9Gxb1iIiISC+kpaWV6XkNGzYs5yRERERERO+ORT0iIiIiIiIiIqJKhoMyiIiIiIiIiIiIKhkW9YiIiIiIiIiIiCoZFvWIiIiIiIiIiIgqGRb1iIiIiIiIiIiIKhkW9YiIiIiIiIiIiCoZFvWIiIiIiIiIiIgqGUOxAxARERFVRA8ePMD58+dhZGSE9u3bo1GjRmJHIiIiIiJS4ko9IiIiokJcvHgR8+fPx4kTJzB69GicOnVK7EhEREREREpcqUdERERUiFatWsHX1xczZszAvXv3kJ6eLnYkIiIiIiIlQaFQKMQOQUREREREREREROrj9lsiIiIiIiIiIqJKhttviYiISG/dunUL+/btw5MnTyCTyQqcFwQBAQEBIiQjIiIiIioet98SERGRXoqLi8OsWbMgl8uLvEYQBCQnJ2sxFRERERGReljUIyIiIr00ePBgZGVlYfny5bCzs4ORkVGh1xV1nIiIiIhITNx+S0RERHrpzp07mDNnDhwcHMSOQkRERERUahyUQURERHqpTp06xW69JSIiIiKqyFjUIyIiIr00bNgwhIWFITc3V+woRERERESlxu23REREpJesrKzw6tUr9OvXDx9++CEsLCxgYKB6v1MQBMyaNUukhEREREREReOgDCIiItJLtra2JV7D6bdEREREVFGxqEdERER6KS0tTa3rGjZsqOEkRERERESlx6IeERERERERERFRJcOeekRERKS38vLykJSUhGfPnqlMwpXJZMjNzcWpU6fw3XffiZiQiIiIiKhwXKlHREREeunGjRuYNGkSMjIyirxGIpEgMTFRi6mIiIiIiNTDlXpERESkl1avXo2srCxMmTIFgiDg559/xqJFi/D06VNERkYiPT0d0dHRYsckIiIiIiqUgdgBiIiIiMRw6dIljBw5ErNnz4aPjw8kEgmaNGkCHx8fREREwNzcHJs3bxY7JhERERFRoVjUIyIiIr2Um5sLW1tbAICJiQkaNmyIpKQkAECNGjUwdOhQJCQkiBmRiIiIiKhILOoRERGRXqpVqxZycnKUj62trXHz5k3l43r16uF///ufGNGIiIiIiErEoh4RERHppS5duiAiIkI5KKNVq1ZISEjA8+fPAQAXLlxAjRo1xIxIRERERFQkTr8lIiIivXT9+nV4enpCoVDg6NGjePr0Kdzd3dGgQQNYWVnh/PnzGDlyJL799luxoxIRERERFcCVekRERKSXbG1tERERgWHDhqF27dpo3LgxVq5cCZlMhuTkZLi5uWHu3LlixyQiIiIiKhRX6hEREZFeioqKgr29PRo1aiR2FCIiIiKiUuNKPSIiItJLS5Yswd69e8WOQURERERUJizqERERkV6qUqUKqlevLnYMIiIiIqIyMRQ7ABEREZEY5s6di9WrV6N69ero2rUr6tSpAwODgvc7jYyMREhHRERERFQ89tQjIiIivdS3b19kZGQgLy+vyGsEQUBSUpIWUxERERERqYcr9YiIiEgvOTg4QBAEsWMQEREREZUJV+oRERERERERERFVMhyUQUREREREREREVMlw+y0RERHphaCgoFI/RxAE+Pr6aiANEREREdG74fZbIiIi0gu2tralfo4gCEhOTtZAGiIiIiKid8OVekRERKQXtm/fLnYEIiIiIqJyw5V6RERERERERERElQwHZRAREREREREREVUyLOoRERERERERERFVMizqERERERERERERVTIs6hEREREREREREVUyLOoRERERERERERFVMoZiByAiIiKiiuOvv/7C7t27cfbsWTx69AgSiQQtW7bEwIEDMWrUKBgaVsy3j3/++Sdq1KiB9u3bix2FiIiISCu4Uo+IiIiIIJfLsXbtWgwbNgx79+5Fs2bNMGbMGLi5ueGff/6Bv78/Jk6ciBcvXogdtYBffvkFkydPRnp6uthRiIiIiLSmYt5qJSIiIiKt2rBhA9avX4+OHTti3bp1sLKyUp7Ly8vDggULEBMTg3nz5mHNmjXiBS1ERkaG2BGIiIiItI4r9YiIiIj03J07d7B+/XqYm5sjODhYpaAHAEZGRli6dCkaNmyIAwcO4Pbt2yIlJSIiIqI3WNQjIiIi0nNRUVF49eoVxo4dixo1ahR6TZUqVbBw4UIEBASgdu3aKudiY2Ph6emJjh07olOnTvD09MTvv/+ucs2DBw/QqlUrfPLJJwVe+4cffkCrVq0QHx+vPNa3b1+MGzcOt2/fho+PDzp37oxOnTphypQpuH79uvK6cePGISgoCADg6+uLVq1aAQAiIyPRqlUr7N+/H5MnT0a7du3g6OiIoKAgtGrVCnv27CmQIy0tDba2tpgzZ46a/+aIiIiIxMOiHhEREZGeO3HiBADgww8/LPY6R0dHDB06FObm5spjy5Ytw6xZs/DgwQMMGDAA7u7uePDgAWbPno0VK1a8U65Hjx7B09MTGRkZGDlyJLp27Yrjx49j3LhxkEqlAIAhQ4bAwcEBAODm5oYZM2aovMZ3330HqVSKcePGoV27dvDw8IAgCIiJiSnw9WJiYqBQKODh4fFOuYmIiIi0gT31iIiIiPTcP//8AwBo0qRJqZ53/vx5bN68GXZ2dggJCVEW+6RSKSZMmIBNmzahT58+6NKlS5ly3b9/H2PHjsXChQshCAIAYOHChQgPD0dcXBxGjx6NoUOHIi0tDWfPnoW7uzucnZ1VXsPQ0BC//PILTExMlMfs7e1x7tw5pKenw9LSUnk8JiYGdevWRffu3cuUl4iIiEibuFKPiIiISM89ffoUAFCtWrVSPS8yMhIA8MUXX6is3jM3N1duYf3111/fKduUKVOUBT0A6N27N4DXW2XV0atXL5WCHgB4eHhALpcjNjZWeSwpKQm3bt3CgAEDIJFI3ikzERERkTawqEdERESk52rVqgXg/4p76rp+/ToMDAzQuXPnAufeHPtv/7vSMjY2Rv369VWOmZmZAXg9kVcdjRo1KnCsf//+qFq1qsoW3Df/f/DgwWWNS0RERKRVLOoRERER6Tlra2sAQGpqarHXZWdnIz09Xfk4JycHxsbGMDIyKnBt9erVYWJigufPn5c5V2Gv+2bVnkKhUOs1jI2NCxwzMzODs7MzEhMTkZqaCrlcjn379qFly5Zo3bp1mfMSERERaROLekRERER67s2AjJMnTxZ73e7du/Hhhx9izZo1AF5v133+/HmhK/xevnyJFy9eKCflvinGyeXyAte+S+GvrN4Mw9i/fz8uXLiA9PR0rtIjIiKiSoVFPSIiIiI9N3DgQFSpUgU7d+5EdnZ2odc8f/4ce/bsAQD06NEDAGBrawsAuHDhQoHrL1y4AIVCgebNmwMAqlSponydt92/f/+d8v+35566unfvjrp16+KPP/7AH3/8AQMDAwwcOPCdchARERFpE4t6RERERHrO2toaH3/8MTIzM+Ht7a2yxRZ4ve32888/x927d+Ho6KicZjt06FAAwOrVqyGVSpXXS6VSLF++HMD/9aizsLBAzZo1cfXqVWRkZCivTUpKwtGjR98pv6GhIQD1++wBgEQiwcCBA3H16lXExsbigw8+gJWV1TvlICIiItImQ7EDEBEREZH4Zs2ahYyMDERGRsLJyQl9+vSBjY0N/ve//+HkyZOQSqV4//33lcU6AOjSpQsmTpyILVu2YNCgQXB0dAQA/PHHH3j8+DGmTJmiLABKJBIMGzYMmzdvxogRI9CvXz9IpVIcOHAA7du3x/nz58uc/U0x7qeffkJycjJmzJih1vOGDBmCzZs349GjR/jss8/K/PWJiIiIxMCiHhERERFBIpFg6dKlcHd3R1hYGK5fv45jx47B0NAQrVq1wsyZMzFixAhIJBKV582bNw92dnbYtWsXYmJiYGhoiNatW2PRokVwdXVVuXb27NkwMTFBVFQUduzYgSZNmmDhwoWoVavWOxX13NzccOzYMRw9ehS//PILhgwZotbzWrZsiWbNmuHhw4dwcXEp89cnIiIiEoOgUHd0GBERERGRDsnOzkaPHj3Qr18/rFixQuw4RERERKXCnnpEREREpJeCg4Px8uVLjBw5Uuw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", 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" ] @@ -783,16 +949,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Hobby" ] }, { "cell_type": "code", - "execution_count": 581, + "execution_count": 65, "metadata": {}, "outputs": [ { @@ -801,7 +965,7 @@ "0" ] }, - "execution_count": 581, + "execution_count": 65, "metadata": {}, "output_type": "execute_result" } @@ -812,7 +976,7 @@ }, { "cell_type": "code", - "execution_count": 582, + "execution_count": 67, "metadata": {}, "outputs": [ { @@ -824,7 +988,7 @@ "Name: Hobby, dtype: int64" ] }, - "execution_count": 582, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" } @@ -835,16 +999,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## UndergradMajor" ] }, { "cell_type": "code", - "execution_count": 583, + "execution_count": 70, "metadata": {}, "outputs": [ { @@ -853,7 +1015,7 @@ "19819" ] }, - "execution_count": 583, + "execution_count": 70, "metadata": {}, "output_type": "execute_result" } @@ -864,7 +1026,7 @@ }, { "cell_type": "code", - "execution_count": 584, + "execution_count": 72, "metadata": {}, "outputs": [ { @@ -886,7 +1048,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 584, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -897,7 +1059,7 @@ }, { "cell_type": "code", - "execution_count": 585, + "execution_count": 74, "metadata": {}, "outputs": [], "source": [ @@ -926,7 +1088,7 @@ }, { "cell_type": "code", - "execution_count": 586, + "execution_count": 76, "metadata": {}, "outputs": [], "source": [ @@ -935,12 +1097,12 @@ }, { "cell_type": "code", - "execution_count": 587, + "execution_count": 78, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -961,7 +1123,7 @@ }, { "cell_type": "code", - "execution_count": 588, + "execution_count": 80, "metadata": {}, "outputs": [ { @@ -970,7 +1132,7 @@ "0" ] }, - "execution_count": 588, + "execution_count": 80, "metadata": {}, "output_type": "execute_result" } @@ -981,7 +1143,7 @@ }, { "cell_type": "code", - "execution_count": 589, + "execution_count": 82, "metadata": {}, "outputs": [], "source": [ @@ -990,7 +1152,7 @@ }, { "cell_type": "code", - "execution_count": 590, + "execution_count": 84, "metadata": {}, "outputs": [ { @@ -999,7 +1161,7 @@ "0" ] }, - "execution_count": 590, + "execution_count": 84, "metadata": {}, "output_type": "execute_result" } @@ -1010,16 +1172,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Job Status" ] }, { "cell_type": "code", - "execution_count": 591, + "execution_count": 87, "metadata": {}, "outputs": [ { @@ -1032,7 +1192,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 591, + "execution_count": 87, "metadata": {}, "output_type": "execute_result" } @@ -1043,7 +1203,7 @@ }, { "cell_type": "code", - "execution_count": 592, + "execution_count": 89, "metadata": {}, "outputs": [], "source": [ @@ -1052,7 +1212,7 @@ }, { "cell_type": "code", - "execution_count": 593, + "execution_count": 91, "metadata": {}, "outputs": [], "source": [ @@ -1076,7 +1236,7 @@ }, { "cell_type": "code", - "execution_count": 594, + "execution_count": 93, "metadata": {}, "outputs": [ { @@ -1088,7 +1248,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 594, + "execution_count": 93, "metadata": {}, "output_type": "execute_result" } @@ -1099,7 +1259,7 @@ }, { "cell_type": "code", - "execution_count": 595, + "execution_count": 95, "metadata": {}, "outputs": [ { @@ -1108,7 +1268,7 @@ "0" ] }, - "execution_count": 595, + "execution_count": 95, "metadata": {}, "output_type": "execute_result" } @@ -1119,16 +1279,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Employment" ] }, { "cell_type": "code", - "execution_count": 596, + "execution_count": 98, "metadata": {}, "outputs": [ { @@ -1144,7 +1302,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 596, + "execution_count": 98, "metadata": {}, "output_type": "execute_result" } @@ -1155,7 +1313,7 @@ }, { "cell_type": "code", - "execution_count": 597, + "execution_count": 100, "metadata": {}, "outputs": [ { @@ -1164,7 +1322,7 @@ "1018" ] }, - "execution_count": 597, + "execution_count": 100, "metadata": {}, "output_type": "execute_result" } @@ -1175,7 +1333,7 @@ }, { "cell_type": "code", - "execution_count": 598, + "execution_count": 102, "metadata": {}, "outputs": [], "source": [ @@ -1184,7 +1342,7 @@ }, { "cell_type": "code", - "execution_count": 599, + "execution_count": 104, "metadata": {}, "outputs": [], "source": [ @@ -1208,7 +1366,7 @@ }, { "cell_type": "code", - "execution_count": 600, + "execution_count": 106, "metadata": {}, "outputs": [], "source": [ @@ -1217,12 +1375,12 @@ }, { "cell_type": "code", - "execution_count": 601, + "execution_count": 108, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1243,7 +1401,7 @@ }, { "cell_type": "code", - "execution_count": 602, + "execution_count": 110, "metadata": {}, "outputs": [ { @@ -1252,7 +1410,7 @@ "0" ] }, - "execution_count": 602, + "execution_count": 110, "metadata": {}, "output_type": "execute_result" } @@ -1263,16 +1421,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## JobSatisfaction" ] }, { "cell_type": "code", - "execution_count": 603, + "execution_count": 113, "metadata": {}, "outputs": [ { @@ -1289,7 +1445,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 603, + "execution_count": 113, "metadata": {}, "output_type": "execute_result" } @@ -1300,7 +1456,7 @@ }, { "cell_type": "code", - "execution_count": 604, + "execution_count": 115, "metadata": {}, "outputs": [ { @@ -1309,7 +1465,7 @@ "10482" ] }, - "execution_count": 604, + "execution_count": 115, "metadata": {}, "output_type": "execute_result" } @@ -1320,7 +1476,7 @@ }, { "cell_type": "code", - "execution_count": 605, + "execution_count": 117, "metadata": {}, "outputs": [], "source": [ @@ -1329,7 +1485,7 @@ }, { "cell_type": "code", - "execution_count": 606, + "execution_count": 119, "metadata": {}, "outputs": [ { @@ -1338,7 +1494,7 @@ "0" ] }, - "execution_count": 606, + "execution_count": 119, "metadata": {}, "output_type": "execute_result" } @@ -1349,12 +1505,12 @@ }, { "cell_type": "code", - "execution_count": 607, + "execution_count": 121, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -1380,16 +1536,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Ethnicity" ] }, { "cell_type": "code", - "execution_count": 608, + "execution_count": 124, "metadata": {}, "outputs": [ { @@ -1398,7 +1552,7 @@ "23578" ] }, - "execution_count": 608, + "execution_count": 124, "metadata": {}, "output_type": "execute_result" } @@ -1409,7 +1563,7 @@ }, { "cell_type": "code", - "execution_count": 609, + "execution_count": 126, "metadata": {}, "outputs": [ { @@ -1430,7 +1584,7 @@ "Name: RaceEthnicity, Length: 71, dtype: int64" ] }, - "execution_count": 609, + "execution_count": 126, "metadata": {}, "output_type": "execute_result" } @@ -1442,7 +1596,7 @@ }, { "cell_type": "code", - "execution_count": 610, + "execution_count": 128, "metadata": {}, "outputs": [], "source": [ @@ -1461,7 +1615,7 @@ }, { "cell_type": "code", - "execution_count": 611, + "execution_count": 129, "metadata": {}, "outputs": [ { @@ -1478,7 +1632,7 @@ "Name: RaceEthnicity, dtype: int64" ] }, - "execution_count": 611, + "execution_count": 129, "metadata": {}, "output_type": "execute_result" } @@ -1489,7 +1643,7 @@ }, { "cell_type": "code", - "execution_count": 612, + "execution_count": 132, "metadata": {}, "outputs": [ { @@ -1498,7 +1652,7 @@ "23578" ] }, - "execution_count": 612, + "execution_count": 132, "metadata": {}, "output_type": "execute_result" } @@ -1509,7 +1663,7 @@ }, { "cell_type": "code", - "execution_count": 613, + "execution_count": 134, "metadata": {}, "outputs": [], "source": [ @@ -1518,7 +1672,7 @@ }, { "cell_type": "code", - "execution_count": 614, + "execution_count": 136, "metadata": {}, "outputs": [ { @@ -1527,7 +1681,7 @@ "0" ] }, - "execution_count": 614, + "execution_count": 136, "metadata": {}, "output_type": "execute_result" } @@ -1538,12 +1692,12 @@ }, { "cell_type": "code", - "execution_count": 615, + "execution_count": 138, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1565,16 +1719,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Developer Roles" ] }, { "cell_type": "code", - "execution_count": 616, + "execution_count": 141, "metadata": {}, "outputs": [ { @@ -1583,7 +1735,7 @@ "728" ] }, - "execution_count": 616, + "execution_count": 141, "metadata": {}, "output_type": "execute_result" } @@ -1594,7 +1746,7 @@ }, { "cell_type": "code", - "execution_count": 617, + "execution_count": 143, "metadata": {}, "outputs": [], "source": [ @@ -1603,7 +1755,7 @@ }, { "cell_type": "code", - "execution_count": 618, + "execution_count": 145, "metadata": {}, "outputs": [ { @@ -1624,7 +1776,7 @@ "Name: DevType, Length: 8820, dtype: int64" ] }, - "execution_count": 618, + "execution_count": 145, "metadata": {}, "output_type": "execute_result" } @@ -1635,7 +1787,7 @@ }, { "cell_type": "code", - "execution_count": 619, + "execution_count": 147, "metadata": {}, "outputs": [], "source": [ @@ -1666,7 +1818,7 @@ }, { "cell_type": "code", - "execution_count": 620, + "execution_count": 148, "metadata": {}, "outputs": [ { @@ -1680,7 +1832,7 @@ "Name: DevType, dtype: int64" ] }, - "execution_count": 620, + "execution_count": 148, "metadata": {}, "output_type": "execute_result" } @@ -1691,12 +1843,12 @@ }, { "cell_type": "code", - "execution_count": 621, + "execution_count": 151, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1718,16 +1870,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Language to worked with" ] }, { "cell_type": "code", - "execution_count": 622, + "execution_count": 154, "metadata": {}, "outputs": [ { @@ -1740,7 +1890,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 622, + "execution_count": 154, "metadata": {}, "output_type": "execute_result" } @@ -1751,7 +1901,7 @@ }, { "cell_type": "code", - "execution_count": 623, + "execution_count": 156, "metadata": {}, "outputs": [ { @@ -1760,7 +1910,7 @@ "9985" ] }, - "execution_count": 623, + "execution_count": 156, "metadata": {}, "output_type": "execute_result" } @@ -1771,7 +1921,7 @@ }, { "cell_type": "code", - "execution_count": 624, + "execution_count": 158, "metadata": {}, "outputs": [], "source": [ @@ -1780,7 +1930,7 @@ }, { "cell_type": "code", - "execution_count": 625, + "execution_count": 160, "metadata": {}, "outputs": [ { @@ -1789,7 +1939,7 @@ "0" ] }, - "execution_count": 625, + "execution_count": 160, "metadata": {}, "output_type": "execute_result" } @@ -1800,7 +1950,7 @@ }, { "cell_type": "code", - "execution_count": 626, + "execution_count": 162, "metadata": {}, "outputs": [ { @@ -1813,7 +1963,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 626, + "execution_count": 162, "metadata": {}, "output_type": "execute_result" } @@ -1824,16 +1974,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## LanguageDesireNextYear" ] }, { "cell_type": "code", - "execution_count": 627, + "execution_count": 165, "metadata": {}, "outputs": [ { @@ -1846,7 +1994,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 627, + "execution_count": 165, "metadata": {}, "output_type": "execute_result" } @@ -1857,7 +2005,7 @@ }, { "cell_type": "code", - "execution_count": 628, + "execution_count": 167, "metadata": {}, "outputs": [ { @@ -1866,7 +2014,7 @@ "14147" ] }, - "execution_count": 628, + "execution_count": 167, "metadata": {}, "output_type": "execute_result" } @@ -1877,7 +2025,7 @@ }, { "cell_type": "code", - "execution_count": 629, + "execution_count": 169, "metadata": {}, "outputs": [], "source": [ @@ -1886,7 +2034,7 @@ }, { "cell_type": "code", - "execution_count": 630, + "execution_count": 171, "metadata": {}, "outputs": [ { @@ -1895,7 +2043,7 @@ "0" ] }, - "execution_count": 630, + "execution_count": 171, "metadata": {}, "output_type": "execute_result" } @@ -1906,7 +2054,7 @@ }, { "cell_type": "code", - "execution_count": 631, + "execution_count": 173, "metadata": {}, "outputs": [ { @@ -1919,7 +2067,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 631, + "execution_count": 173, "metadata": {}, "output_type": "execute_result" } @@ -1930,16 +2078,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Years of coding (Exp)" ] }, { "cell_type": "code", - "execution_count": 632, + "execution_count": 176, "metadata": {}, "outputs": [ { @@ -1959,7 +2105,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 632, + "execution_count": 176, "metadata": {}, "output_type": "execute_result" } @@ -1970,7 +2116,7 @@ }, { "cell_type": "code", - "execution_count": 633, + "execution_count": 178, "metadata": {}, "outputs": [ { @@ -1979,7 +2125,7 @@ "3349" ] }, - "execution_count": 633, + "execution_count": 178, "metadata": {}, "output_type": "execute_result" } @@ -1990,7 +2136,7 @@ }, { "cell_type": "code", - "execution_count": 634, + "execution_count": 180, "metadata": {}, "outputs": [], "source": [ @@ -1999,7 +2145,7 @@ }, { "cell_type": "code", - "execution_count": 635, + "execution_count": 182, "metadata": {}, "outputs": [ { @@ -2008,7 +2154,7 @@ "0" ] }, - "execution_count": 635, + "execution_count": 182, "metadata": {}, "output_type": "execute_result" } @@ -2019,7 +2165,7 @@ }, { "cell_type": "code", - "execution_count": 636, + "execution_count": 184, "metadata": {}, "outputs": [ { @@ -2039,7 +2185,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 636, + "execution_count": 184, "metadata": {}, "output_type": "execute_result" } @@ -2050,16 +2196,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Years of coding (Non Exp)" ] }, { "cell_type": "code", - "execution_count": 637, + "execution_count": 187, "metadata": {}, "outputs": [ { @@ -2079,7 +2223,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 637, + "execution_count": 187, "metadata": {}, "output_type": "execute_result" } @@ -2090,7 +2234,7 @@ }, { "cell_type": "code", - "execution_count": 638, + "execution_count": 189, "metadata": {}, "outputs": [ { @@ -2099,7 +2243,7 @@ "105" ] }, - "execution_count": 638, + "execution_count": 189, "metadata": {}, "output_type": "execute_result" } @@ -2110,7 +2254,7 @@ }, { "cell_type": "code", - "execution_count": 639, + "execution_count": 191, "metadata": {}, "outputs": [], "source": [ @@ -2119,7 +2263,7 @@ }, { "cell_type": "code", - "execution_count": 640, + "execution_count": 193, "metadata": {}, "outputs": [ { @@ -2128,7 +2272,7 @@ "0" ] }, - "execution_count": 640, + "execution_count": 193, "metadata": {}, "output_type": "execute_result" } @@ -2139,7 +2283,7 @@ }, { "cell_type": "code", - "execution_count": 641, + "execution_count": 195, "metadata": {}, "outputs": [ { @@ -2159,7 +2303,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 641, + "execution_count": 195, "metadata": {}, "output_type": "execute_result" } @@ -2170,16 +2314,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Operating System" ] }, { "cell_type": "code", - "execution_count": 642, + "execution_count": 198, "metadata": {}, "outputs": [ { @@ -2193,7 +2335,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 642, + "execution_count": 198, "metadata": {}, "output_type": "execute_result" } @@ -2204,7 +2346,7 @@ }, { "cell_type": "code", - "execution_count": 643, + "execution_count": 200, "metadata": {}, "outputs": [ { @@ -2213,7 +2355,7 @@ "10374" ] }, - "execution_count": 643, + "execution_count": 200, "metadata": {}, "output_type": "execute_result" } @@ -2224,7 +2366,7 @@ }, { "cell_type": "code", - "execution_count": 644, + "execution_count": 202, "metadata": {}, "outputs": [], "source": [ @@ -2233,7 +2375,7 @@ }, { "cell_type": "code", - "execution_count": 645, + "execution_count": 204, "metadata": {}, "outputs": [ { @@ -2242,7 +2384,7 @@ "0" ] }, - "execution_count": 645, + "execution_count": 204, "metadata": {}, "output_type": "execute_result" } @@ -2253,7 +2395,7 @@ }, { "cell_type": "code", - "execution_count": 646, + "execution_count": 206, "metadata": {}, "outputs": [], "source": [ @@ -2262,12 +2404,12 @@ }, { "cell_type": "code", - "execution_count": 647, + "execution_count": 208, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -2288,16 +2430,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Salary Type" ] }, { "cell_type": "code", - "execution_count": 648, + "execution_count": 211, "metadata": {}, "outputs": [ { @@ -2310,7 +2450,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 648, + "execution_count": 211, "metadata": {}, "output_type": "execute_result" } @@ -2321,7 +2461,7 @@ }, { "cell_type": "code", - "execution_count": 649, + "execution_count": 213, "metadata": {}, "outputs": [ { @@ -2330,7 +2470,7 @@ "28498" ] }, - "execution_count": 649, + "execution_count": 213, "metadata": {}, "output_type": "execute_result" } @@ -2341,7 +2481,7 @@ }, { "cell_type": "code", - "execution_count": 650, + "execution_count": 215, "metadata": {}, "outputs": [], "source": [ @@ -2350,7 +2490,7 @@ }, { "cell_type": "code", - "execution_count": 651, + "execution_count": 217, "metadata": {}, "outputs": [ { @@ -2359,7 +2499,7 @@ "0" ] }, - "execution_count": 651, + "execution_count": 217, "metadata": {}, "output_type": "execute_result" } @@ -2370,7 +2510,7 @@ }, { "cell_type": "code", - "execution_count": 652, + "execution_count": 219, "metadata": {}, "outputs": [ { @@ -2383,7 +2523,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 652, + "execution_count": 219, "metadata": {}, "output_type": "execute_result" } @@ -2394,16 +2534,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Currency" ] }, { "cell_type": "code", - "execution_count": 653, + "execution_count": 222, "metadata": {}, "outputs": [ { @@ -2423,7 +2561,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 653, + "execution_count": 222, "metadata": {}, "output_type": "execute_result" } @@ -2434,7 +2572,7 @@ }, { "cell_type": "code", - "execution_count": 654, + "execution_count": 224, "metadata": {}, "outputs": [ { @@ -2443,7 +2581,7 @@ "17483" ] }, - "execution_count": 654, + "execution_count": 224, "metadata": {}, "output_type": "execute_result" } @@ -2454,7 +2592,7 @@ }, { "cell_type": "code", - "execution_count": 655, + "execution_count": 226, "metadata": {}, "outputs": [], "source": [ @@ -2463,7 +2601,7 @@ }, { "cell_type": "code", - "execution_count": 656, + "execution_count": 228, "metadata": {}, "outputs": [ { @@ -2472,7 +2610,7 @@ "1" ] }, - "execution_count": 656, + "execution_count": 228, "metadata": {}, "output_type": "execute_result" } @@ -2483,7 +2621,7 @@ }, { "cell_type": "code", - "execution_count": 657, + "execution_count": 230, "metadata": {}, "outputs": [], "source": [ @@ -2492,7 +2630,7 @@ }, { "cell_type": "code", - "execution_count": 658, + "execution_count": 232, "metadata": {}, "outputs": [ { @@ -2512,7 +2650,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 658, + "execution_count": 232, "metadata": {}, "output_type": "execute_result" } @@ -2523,16 +2661,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Salary" ] }, { "cell_type": "code", - "execution_count": 659, + "execution_count": 235, "metadata": {}, "outputs": [ { @@ -2552,7 +2688,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 659, + "execution_count": 235, "metadata": {}, "output_type": "execute_result" } @@ -2563,7 +2699,7 @@ }, { "cell_type": "code", - "execution_count": 660, + "execution_count": 237, "metadata": {}, "outputs": [ { @@ -2572,7 +2708,7 @@ "31786" ] }, - "execution_count": 660, + "execution_count": 237, "metadata": {}, "output_type": "execute_result" } @@ -2583,7 +2719,7 @@ }, { "cell_type": "code", - "execution_count": 661, + "execution_count": 239, "metadata": {}, "outputs": [ { @@ -2603,7 +2739,7 @@ "Name: SalaryUSD, dtype: float64" ] }, - "execution_count": 661, + "execution_count": 239, "metadata": {}, "output_type": "execute_result" } @@ -2615,7 +2751,7 @@ }, { "cell_type": "code", - "execution_count": 662, + "execution_count": 241, "metadata": {}, "outputs": [], "source": [ @@ -2625,7 +2761,7 @@ }, { "cell_type": "code", - "execution_count": 663, + "execution_count": 243, "metadata": {}, "outputs": [ { @@ -2645,7 +2781,7 @@ "Name: SalaryUSD, dtype: float64" ] }, - "execution_count": 663, + "execution_count": 243, "metadata": {}, "output_type": "execute_result" } @@ -2657,7 +2793,7 @@ }, { "cell_type": "code", - "execution_count": 664, + "execution_count": 245, "metadata": {}, "outputs": [], "source": [ @@ -2666,16 +2802,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Age" ] }, { "cell_type": "code", - "execution_count": 665, + "execution_count": 248, "metadata": {}, "outputs": [ { @@ -2692,7 +2826,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 665, + "execution_count": 248, "metadata": {}, "output_type": "execute_result" } @@ -2703,7 +2837,7 @@ }, { "cell_type": "code", - "execution_count": 666, + "execution_count": 250, "metadata": {}, "outputs": [ { @@ -2712,7 +2846,7 @@ "16374" ] }, - "execution_count": 666, + "execution_count": 250, "metadata": {}, "output_type": "execute_result" } @@ -2723,7 +2857,7 @@ }, { "cell_type": "code", - "execution_count": 667, + "execution_count": 252, "metadata": {}, "outputs": [], "source": [ @@ -2732,7 +2866,7 @@ }, { "cell_type": "code", - "execution_count": 668, + "execution_count": 254, "metadata": {}, "outputs": [ { @@ -2741,7 +2875,7 @@ "0" ] }, - "execution_count": 668, + "execution_count": 254, "metadata": {}, "output_type": "execute_result" } @@ -2752,12 +2886,12 @@ }, { "cell_type": "code", - "execution_count": 669, + "execution_count": 256, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", "text/plain": [ "
" ] @@ -2790,32 +2924,34 @@ }, { "cell_type": "code", - "execution_count": 670, + "execution_count": 259, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Age 0\n", - "SalaryUSD 0\n", - "Country 0\n", - "Currency 0\n", - "DevType 0\n", - "Employment 0\n", - "RaceEthnicity 0\n", - "Gender 0\n", - "SalaryType 0\n", - "Hobby 0\n", - "JobSatisfaction 0\n", - "JobSearchStatus 0\n", - "OperatingSystem 0\n", - "UndergradMajor 0\n", - "YearsCoding 0\n", - "YearsCodingProf 0\n", - "LanguageDesireNextYear 0\n", - "LanguageWorkedWith 0\n", - "FormalEducation 1549\n", + "Age 0\n", + "SalaryUSD 0\n", + "Country 0\n", + "Currency 0\n", + "DevType 0\n", + "Employment 0\n", + "RaceEthnicity 0\n", + "Gender 0\n", + "SalaryType 0\n", + "Hobby 0\n", + "JobSatisfaction 0\n", + "JobSearchStatus 0\n", + "OperatingSystem 0\n", + "UndergradMajor 0\n", + "YearsCoding 0\n", + "YearsCodingProf 0\n", + "LanguageDesireNextYear 0\n", + "LanguageWorkedWith 0\n", + "FormalEducation 1549\n", + "PlatformWorkedWith 19350\n", + "PlatformDesireNextYear 23215\n", "dtype: int64\n" ] } @@ -2826,7 +2962,7 @@ }, { "cell_type": "code", - "execution_count": 671, + "execution_count": 261, "metadata": {}, "outputs": [ { @@ -2835,7 +2971,7 @@ "1549" ] }, - "execution_count": 671, + "execution_count": 261, "metadata": {}, "output_type": "execute_result" } @@ -2846,7 +2982,7 @@ }, { "cell_type": "code", - "execution_count": 672, + "execution_count": 263, "metadata": {}, "outputs": [ { @@ -2865,7 +3001,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 672, + "execution_count": 263, "metadata": {}, "output_type": "execute_result" } @@ -2876,7 +3012,7 @@ }, { "cell_type": "code", - "execution_count": 673, + "execution_count": 265, "metadata": {}, "outputs": [ { @@ -2892,7 +3028,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 673, + "execution_count": 265, "metadata": {}, "output_type": "execute_result" } @@ -2934,16 +3070,16 @@ }, { "cell_type": "code", - "execution_count": 697, + "execution_count": 268, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(78800, 19)" + "(78800, 21)" ] }, - "execution_count": 697, + "execution_count": 268, "metadata": {}, "output_type": "execute_result" } @@ -2955,7 +3091,7 @@ }, { "cell_type": "code", - "execution_count": 698, + "execution_count": 270, "metadata": {}, "outputs": [ { @@ -2989,7 +3125,7 @@ " Gender\n", " SalaryType\n", " Hobby\n", - " JobSatisfaction\n", + " ...\n", " JobSearchStatus\n", " OperatingSystem\n", " UndergradMajor\n", @@ -2998,6 +3134,8 @@ " LanguageDesireNextYear\n", " LanguageWorkedWith\n", " EdLevel\n", + " PlatformWorkedWith\n", + " PlatformDesireNextYear\n", " \n", " \n", " \n", @@ -3013,7 +3151,7 @@ " Male\n", " Yearly\n", " Yes\n", - " Moderately dissatisfied\n", + " ...\n", " Seeking\n", " Linux-based\n", " Other Science\n", @@ -3022,6 +3160,8 @@ " Go;Python\n", " JavaScript;Python;Bash/Shell\n", " Bachelors\n", + " Linux\n", + " Linux\n", " \n", " \n", " 2\n", @@ -3035,7 +3175,7 @@ " Non-conforming\n", " Yearly\n", " Yes\n", - " Moderately satisfied\n", + " ...\n", " Not seeking\n", " Linux-based\n", " Computer Science\n", @@ -3044,6 +3184,8 @@ " Go;Python\n", " JavaScript;Python;Bash/Shell\n", " Associate\n", + " NaN\n", + " NaN\n", " \n", " \n", " 3\n", @@ -3057,7 +3199,7 @@ " Male\n", " Yearly\n", " No\n", - " Neither satisfied nor dissatisfied\n", + " ...\n", " Not seeking\n", " Windows\n", " Computer Science\n", @@ -3066,6 +3208,8 @@ " C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell\n", " C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell\n", " Bachelors\n", + " Azure\n", + " Azure\n", " \n", " \n", " 4\n", @@ -3079,7 +3223,7 @@ " Male\n", " Yearly\n", " Yes\n", - " Slightly satisfied\n", + " ...\n", " Not seeking\n", " Windows\n", " Computer Science\n", @@ -3088,6 +3232,8 @@ " Assembly;C;C++;Matlab;SQL;Bash/Shell\n", " C;C++;Java;Matlab;R;SQL;Bash/Shell\n", " No Degree\n", + " Arduino;Windows Desktop or Server\n", + " Arduino;Windows Desktop or Server\n", " \n", " \n", " 5\n", @@ -3101,7 +3247,7 @@ " Male\n", " Yearly\n", " Yes\n", - " Moderately satisfied\n", + " ...\n", " Seeking\n", " Linux-based\n", " Computer Science\n", @@ -3110,6 +3256,8 @@ " C#;Go;Java;JavaScript;Python;SQL;TypeScript;HT...\n", " Java;JavaScript;Python;TypeScript;HTML;CSS\n", " Bachelors\n", + " Linux\n", + " Linux\n", " \n", " \n", " 6\n", @@ -3123,7 +3271,7 @@ " Male\n", " Yearly\n", " Yes\n", - " Slightly satisfied\n", + " ...\n", " Not seeking\n", " MacOS\n", " Computer Science\n", @@ -3132,6 +3280,8 @@ " C;Go;JavaScript;Python;HTML;CSS\n", " JavaScript;HTML;CSS\n", " No Degree\n", + " Linux\n", + " Linux\n", " \n", " \n", " 7\n", @@ -3145,7 +3295,7 @@ " Female\n", " Yearly\n", " Yes\n", - " Slightly satisfied\n", + " ...\n", " Not seeking\n", " Windows\n", " Computer Science\n", @@ -3154,6 +3304,8 @@ " Matlab;SQL;Kotlin;Bash/Shell\n", " JavaScript;TypeScript;HTML;CSS\n", " Bachelors\n", + " Azure;Heroku\n", + " Amazon Echo;Android;Apple Watch or Apple TV;AW...\n", " \n", " \n", " 8\n", @@ -3167,7 +3319,7 @@ " Male\n", " Yearly\n", " Yes\n", - " Moderately satisfied\n", + " ...\n", " Not seeking\n", " MacOS\n", " Arts and Science\n", @@ -3176,6 +3328,8 @@ " Erlang;Go;Python;Rust;SQL\n", " Assembly;CoffeeScript;Erlang;Go;JavaScript;Lua...\n", " No Degree\n", + " Amazon Echo;AWS;iOS;Linux;Mac OS;Serverless\n", + " AWS;Linux;Mac OS;Serverless\n", " \n", " \n", " 13\n", @@ -3189,7 +3343,7 @@ " Non-conforming\n", " Yearly\n", " No\n", - " Extremely satisfied\n", + " ...\n", " Not seeking\n", " Linux-based\n", " Engineering\n", @@ -3198,6 +3352,8 @@ " Java;Python\n", " Java\n", " Bachelors\n", + " Linux\n", + " Linux\n", " \n", " \n", " 14\n", @@ -3211,7 +3367,7 @@ " Male\n", " Monthly\n", " No\n", - " Neither satisfied nor dissatisfied\n", + " ...\n", " Not seeking\n", " Windows\n", " No major\n", @@ -3220,9 +3376,12 @@ " Java;Python\n", " Java;JavaScript;PHP;VB.NET;HTML;CSS\n", " No Degree\n", + " Windows Desktop or Server\n", + " NaN\n", " \n", " \n", "\n", + "

10 rows × 21 columns

\n", "" ], "text/plain": [ @@ -3250,68 +3409,82 @@ "13 U.S. dollars ($) Developer Full-time \n", "14 Euros (€) Developer Full-time \n", "\n", - " RaceEthnicity Gender SalaryType Hobby \\\n", - "1 White or European descent Male Yearly Yes \n", - "2 White or European descent Non-conforming Yearly Yes \n", - "3 White or European descent Male Yearly No \n", - "4 White or European descent Male Yearly Yes \n", - "5 White or European descent Male Yearly Yes \n", - "6 White or European descent Male Yearly Yes \n", - "7 Black or African descent Female Yearly Yes \n", - "8 White or European descent Male Yearly Yes \n", - "13 South Asian Non-conforming Yearly No \n", - "14 White or European descent Male Monthly No \n", + " RaceEthnicity Gender SalaryType Hobby ... \\\n", + "1 White or European descent Male Yearly Yes ... \n", + "2 White or European descent Non-conforming Yearly Yes ... \n", + "3 White or European descent Male Yearly No ... \n", + "4 White or European descent Male Yearly Yes ... \n", + "5 White or European descent Male Yearly Yes ... \n", + "6 White or European descent Male Yearly Yes ... \n", + "7 Black or African descent Female Yearly Yes ... \n", + "8 White or European descent Male Yearly Yes ... \n", + "13 South Asian Non-conforming Yearly No ... \n", + "14 White or European descent Male Monthly No ... \n", + "\n", + " JobSearchStatus OperatingSystem UndergradMajor YearsCoding \\\n", + "1 Seeking Linux-based Other Science 30 or more years \n", + "2 Not seeking Linux-based Computer Science 24-26 years \n", + "3 Not seeking Windows Computer Science 18-20 years \n", + "4 Not seeking Windows Computer Science 6-8 years \n", + "5 Seeking Linux-based Computer Science 6-8 years \n", + "6 Not seeking MacOS Computer Science 9-11 years \n", + "7 Not seeking Windows Computer Science 0-2 years \n", + "8 Not seeking MacOS Arts and Science 30 or more years \n", + "13 Not seeking Linux-based Engineering 3-5 years \n", + "14 Not seeking Windows No major 0-2 years \n", "\n", - " JobSatisfaction JobSearchStatus OperatingSystem \\\n", - "1 Moderately dissatisfied Seeking Linux-based \n", - "2 Moderately satisfied Not seeking Linux-based \n", - "3 Neither satisfied nor dissatisfied Not seeking Windows \n", - "4 Slightly satisfied Not seeking Windows \n", - "5 Moderately satisfied Seeking Linux-based \n", - "6 Slightly satisfied Not seeking MacOS \n", - "7 Slightly satisfied Not seeking Windows \n", - "8 Moderately satisfied Not seeking MacOS \n", - "13 Extremely satisfied Not seeking Linux-based \n", - "14 Neither satisfied nor dissatisfied Not seeking Windows \n", + " YearsCodingProf LanguageDesireNextYear \\\n", + "1 18-20 years Go;Python \n", + "2 6-8 years Go;Python \n", + "3 12-14 years C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell \n", + "4 0-2 years Assembly;C;C++;Matlab;SQL;Bash/Shell \n", + "5 3-5 years C#;Go;Java;JavaScript;Python;SQL;TypeScript;HT... \n", + "6 0-2 years C;Go;JavaScript;Python;HTML;CSS \n", + "7 3-5 years Matlab;SQL;Kotlin;Bash/Shell \n", + "8 21-23 years Erlang;Go;Python;Rust;SQL \n", + "13 3-5 years Java;Python \n", + "14 0-2 years Java;Python \n", "\n", - " UndergradMajor YearsCoding YearsCodingProf \\\n", - "1 Other Science 30 or more years 18-20 years \n", - "2 Computer Science 24-26 years 6-8 years \n", - "3 Computer Science 18-20 years 12-14 years \n", - "4 Computer Science 6-8 years 0-2 years \n", - "5 Computer Science 6-8 years 3-5 years \n", - "6 Computer Science 9-11 years 0-2 years \n", - "7 Computer Science 0-2 years 3-5 years \n", - "8 Arts and Science 30 or more years 21-23 years \n", - "13 Engineering 3-5 years 3-5 years \n", - "14 No major 0-2 years 0-2 years \n", + " LanguageWorkedWith EdLevel \\\n", + "1 JavaScript;Python;Bash/Shell Bachelors \n", + "2 JavaScript;Python;Bash/Shell Associate \n", + "3 C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell Bachelors \n", + "4 C;C++;Java;Matlab;R;SQL;Bash/Shell No Degree \n", + "5 Java;JavaScript;Python;TypeScript;HTML;CSS Bachelors \n", + "6 JavaScript;HTML;CSS No Degree \n", + "7 JavaScript;TypeScript;HTML;CSS Bachelors \n", + "8 Assembly;CoffeeScript;Erlang;Go;JavaScript;Lua... No Degree \n", + "13 Java Bachelors \n", + "14 Java;JavaScript;PHP;VB.NET;HTML;CSS No Degree \n", "\n", - " LanguageDesireNextYear \\\n", - "1 Go;Python \n", - "2 Go;Python \n", - "3 C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell \n", - "4 Assembly;C;C++;Matlab;SQL;Bash/Shell \n", - "5 C#;Go;Java;JavaScript;Python;SQL;TypeScript;HT... \n", - "6 C;Go;JavaScript;Python;HTML;CSS \n", - "7 Matlab;SQL;Kotlin;Bash/Shell \n", - "8 Erlang;Go;Python;Rust;SQL \n", - "13 Java;Python \n", - "14 Java;Python \n", + " PlatformWorkedWith \\\n", + "1 Linux \n", + "2 NaN \n", + "3 Azure \n", + "4 Arduino;Windows Desktop or Server \n", + "5 Linux \n", + "6 Linux \n", + "7 Azure;Heroku \n", + "8 Amazon Echo;AWS;iOS;Linux;Mac OS;Serverless \n", + "13 Linux \n", + "14 Windows Desktop or Server \n", "\n", - " LanguageWorkedWith EdLevel \n", - "1 JavaScript;Python;Bash/Shell Bachelors \n", - "2 JavaScript;Python;Bash/Shell Associate \n", - "3 C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell Bachelors \n", - "4 C;C++;Java;Matlab;R;SQL;Bash/Shell No Degree \n", - "5 Java;JavaScript;Python;TypeScript;HTML;CSS Bachelors \n", - "6 JavaScript;HTML;CSS No Degree \n", - "7 JavaScript;TypeScript;HTML;CSS Bachelors \n", - "8 Assembly;CoffeeScript;Erlang;Go;JavaScript;Lua... No Degree \n", - "13 Java Bachelors \n", - "14 Java;JavaScript;PHP;VB.NET;HTML;CSS No Degree " + " PlatformDesireNextYear \n", + "1 Linux \n", + "2 NaN \n", + "3 Azure \n", + "4 Arduino;Windows Desktop or Server \n", + "5 Linux \n", + "6 Linux \n", + "7 Amazon Echo;Android;Apple Watch or Apple TV;AW... \n", + "8 AWS;Linux;Mac OS;Serverless \n", + "13 Linux \n", + "14 NaN \n", + "\n", + "[10 rows x 21 columns]" ] }, - "execution_count": 698, + "execution_count": 270, "metadata": {}, "output_type": "execute_result" } @@ -3322,25 +3495,23 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## After Cleaning Dataset 2018" ] }, { "cell_type": "code", - "execution_count": 676, + "execution_count": 273, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Total : 1497200\n", - "Total missing : 0\n", - "Missing Percentage: 0.0 %\n" + "Total : 1654800\n", + "Total missing : 42565\n", + "Missing Percentage: 2.572214164853759 %\n" ] } ], @@ -3358,36 +3529,32 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Stackoverflow 2019 Dataset" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 278, "metadata": {}, "outputs": [], "source": [ "na_vals = ['NA', 'Missing']\n", - "survey_main_df = pd.read_csv(r\"Data/survey_results_public_2019.csv\", na_values=na_vals)\n", - "schema_df = pd.read_csv(r\"Data/survey_results_public_2019.csv\")" + "survey_main_df = pd.read_csv(r\"C:\\Users\\SHRISTI\\OneDrive\\Desktop\\GitHub\\survey_results_public_2019.csv\", na_values=na_vals)\n", + "schema_df = pd.read_csv(r\"C:\\Users\\SHRISTI\\OneDrive\\Desktop\\GitHub\\survey_results_public_2019.csv\")" ] }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Data Cleaning" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 281, "metadata": {}, "outputs": [], "source": [ @@ -3398,7 +3565,7 @@ }, { "cell_type": "code", - "execution_count": 274, + "execution_count": 283, "metadata": {}, "outputs": [], "source": [ @@ -3417,7 +3584,7 @@ }, { "cell_type": "code", - "execution_count": 275, + "execution_count": 285, "metadata": {}, "outputs": [ { @@ -3451,11 +3618,13 @@ " Employment\n", " Ethnicity\n", " Gender\n", - " Hobbyist\n", + " ...\n", " JobSatisfaction\n", " JobStatus\n", " LanguageDesireNextYear\n", " LanguageWorkedWith\n", + " PlatformDesireNextYear\n", + " PlatformWorkedWith\n", " Profession\n", " SalaryUSD\n", " UndergradMajor\n", @@ -3475,11 +3644,13 @@ " Not employed, and not looking for work\n", " NaN\n", " Man\n", - " Yes\n", + " ...\n", " NaN\n", " NaN\n", " C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL\n", " HTML/CSS;Java;JavaScript;Python\n", + " Android;Arduino;Windows\n", + " MacOS;Windows\n", " I am a student who is learning to code\n", " NaN\n", " NaN\n", @@ -3497,11 +3668,13 @@ " Not employed, but looking for work\n", " NaN\n", " Man\n", - " No\n", + " ...\n", " NaN\n", " I am actively looking for a job\n", " C++;HTML/CSS;JavaScript;SQL\n", " C++;HTML/CSS;Python\n", + " Windows\n", + " Windows\n", " I am a student who is learning to code\n", " NaN\n", " NaN\n", @@ -3519,11 +3692,13 @@ " Employed full-time\n", " NaN\n", " Man\n", - " Yes\n", + " ...\n", " Slightly satisfied\n", " I’m not actively looking, but I am open to new...\n", " Elixir;HTML/CSS\n", " HTML/CSS\n", + " NaN\n", + " NaN\n", " I am not primarily a developer, but I write co...\n", " 8820.0\n", " Web development or web design\n", @@ -3531,6 +3706,7 @@ " \n", " \n", "\n", + "

3 rows × 21 columns

\n", "" ], "text/plain": [ @@ -3549,10 +3725,10 @@ "1 Secondary school (e.g. American high school, G... \n", "2 Bachelor’s degree (BA, BS, B.Eng., etc.) \n", "\n", - " Employment Ethnicity Gender Hobbyist \\\n", - "0 Not employed, and not looking for work NaN Man Yes \n", - "1 Not employed, but looking for work NaN Man No \n", - "2 Employed full-time NaN Man Yes \n", + " Employment Ethnicity Gender ... \\\n", + "0 Not employed, and not looking for work NaN Man ... \n", + "1 Not employed, but looking for work NaN Man ... \n", + "2 Employed full-time NaN Man ... \n", "\n", " JobSatisfaction JobStatus \\\n", "0 NaN NaN \n", @@ -3564,23 +3740,25 @@ "1 C++;HTML/CSS;JavaScript;SQL \n", "2 Elixir;HTML/CSS \n", "\n", - " LanguageWorkedWith \\\n", - "0 HTML/CSS;Java;JavaScript;Python \n", - "1 C++;HTML/CSS;Python \n", - "2 HTML/CSS \n", + " LanguageWorkedWith PlatformDesireNextYear \\\n", + "0 HTML/CSS;Java;JavaScript;Python Android;Arduino;Windows \n", + "1 C++;HTML/CSS;Python Windows \n", + "2 HTML/CSS NaN \n", "\n", - " Profession SalaryUSD \\\n", - "0 I am a student who is learning to code NaN \n", - "1 I am a student who is learning to code NaN \n", - "2 I am not primarily a developer, but I write co... 8820.0 \n", + " PlatformWorkedWith Profession \\\n", + "0 MacOS;Windows I am a student who is learning to code \n", + "1 Windows I am a student who is learning to code \n", + "2 NaN I am not primarily a developer, but I write co... \n", "\n", - " UndergradMajor YearsCodePro \n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 Web development or web design 1 " + " SalaryUSD UndergradMajor YearsCodePro \n", + "0 NaN NaN NaN \n", + "1 NaN NaN NaN \n", + "2 8820.0 Web development or web design 1 \n", + "\n", + "[3 rows x 21 columns]" ] }, - "execution_count": 275, + "execution_count": 285, "metadata": {}, "output_type": "execute_result" } @@ -3592,15 +3770,15 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 287, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Age float64\n", - "CareerSat object\n", - "ConvertedComp float64\n", + "JobSatisfaction object\n", + "SalaryUSD float64\n", "Country object\n", "Dependents object\n", "EdLevel object\n", @@ -3608,12 +3786,12 @@ "Ethnicity object\n", "Gender object\n", "Hobbyist object\n", - "ImpSyn object\n", - "JobSat object\n", - "JobSeek object\n", + "CompetenceLevel object\n", + "CurrentJobSatis object\n", + "JobStatus object\n", "LanguageDesireNextYear object\n", "LanguageWorkedWith object\n", - "MainBranch object\n", + "Profession object\n", "UndergradMajor object\n", "YearsCodePro object\n", "DevType object\n", @@ -3622,7 +3800,7 @@ "dtype: object" ] }, - "execution_count": 20, + "execution_count": 287, "metadata": {}, "output_type": "execute_result" } @@ -3634,25 +3812,23 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Data Validation - Total Cells vs Missing %" ] }, { "cell_type": "code", - "execution_count": 277, + "execution_count": 290, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Total : 1688777\n", - "Total missing : 169969\n", - "Missing Percentage: 10.064620728491684 %\n" + "Total : 1866543\n", + "Total missing : 189578\n", + "Missing Percentage: 10.15663716292633 %\n" ] } ], @@ -3670,9 +3846,7 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Cleaning and Refactoring column values" ] @@ -3686,7 +3860,7 @@ }, { "cell_type": "code", - "execution_count": 278, + "execution_count": 294, "metadata": {}, "outputs": [ { @@ -3703,7 +3877,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 278, + "execution_count": 294, "metadata": {}, "output_type": "execute_result" } @@ -3714,7 +3888,7 @@ }, { "cell_type": "code", - "execution_count": 279, + "execution_count": 296, "metadata": {}, "outputs": [], "source": [ @@ -3742,7 +3916,7 @@ }, { "cell_type": "code", - "execution_count": 280, + "execution_count": 298, "metadata": {}, "outputs": [], "source": [ @@ -3751,7 +3925,7 @@ }, { "cell_type": "code", - "execution_count": 281, + "execution_count": 300, "metadata": {}, "outputs": [ { @@ -3760,7 +3934,7 @@ "0" ] }, - "execution_count": 281, + "execution_count": 300, "metadata": {}, "output_type": "execute_result" } @@ -3772,7 +3946,7 @@ }, { "cell_type": "code", - "execution_count": 282, + "execution_count": 302, "metadata": {}, "outputs": [ { @@ -3785,7 +3959,7 @@ "Name: Gender, dtype: int64" ] }, - "execution_count": 282, + "execution_count": 302, "metadata": {}, "output_type": "execute_result" } @@ -3796,23 +3970,21 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Age" ] }, { "cell_type": "code", - "execution_count": 283, + "execution_count": 305, "metadata": {}, "outputs": [ { "data": { - "image/png": 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K66+/Pt/okl122SV22223AqfqOuigg6JZs2a5y9tuu200a9Ys1qxZEz/88EOhx5SjW7duUbNmzdzlnJFI8+bNi4iItWvXxj//+c/Ydddd48wzz8zdr2LFinHllVfmGV1RlH/84x8REXHMMcfkrjv88MOjTp068eqrr8Z///vf3PULFy6MKVOmxIEHHhhHHXVU7vqqVavGFVdcke+xS3KO15dKpWLhwoV5purbeeedY+zYsfHUU08VeUxjxoyJNWvWxAUXXBC77bZb7vqaNWtG//79IyLi+eefL/Ixkvbcc89FKpWKK6+8Ms/7YPvtt4/evXvHihUr8k2j17x586hXr16edaU5LxvSvn37qFjx/76Sz5w5M7755ps45phjIisrK8++F110UdSvXz/++c9/5t5XKsdpp52WZ9rPnPfBKaecEttss03u+qZNm0bE/72mC/PCCy9EzZo145JLLskzau3CCy+M7bbbLs++6Zzn3XbbLY4++ujc5SpVqkTLli3z1DZu3LhYs2ZNnHvuuXlGjbVu3Tp3RGKODz74ID7//PM46aSTokmTJnm2XXzxxVGlSpUYPXp0vuPs0KFDnuWcqSLXn9b0pptuimnTpsW+++6b7zEAACiaKfgAAKCEbrrppujatWvu8vLly+Prr7+Ou+66K2677bb45ptv4qabboqIiI8++igifr8H1PoX/3PCmqLuy7J06dL47rvvonnz5nkuJuc44IAD4tFHH833GA0bNsyzPHv27Fi+fHmsXbs27r777nyPs2rVqli7dm189tlnccABBxRYS04ff/7zn/Nt69SpU+7/X/9eNcuWLYvZs2dHvXr14r777svXNid0+fTTT2PfffeNRo0aRaNGjWLZsmXxwQcfxJw5c+Kbb76JDz/8MObMmZMn4Mux55575lu37bbbRkTkuwdMQdYN1NZtm3Oxf86cObF48eI45JBD8oVNDRo0yDMVXmGWLl0akyZNinr16sXBBx+cu75q1arRsWPHeOaZZ+KFF16I3r17R8Tv04plZ2fnBgfr2n///fOEkSU9x+s75ZRT4sEHH8y9d1RWVlYcccQRsd9++23wuHJeFwcddFC+bfvuu2/Url272PceSsrHH38cERHjx4+PV199Nc+2nEDy008/zbN+/fdMROnOy4as319OPQWdx6pVq8Z+++0XEydOjK+//jr++Mc/5m7bfffd8+ybE6Su//jVqlWLiMgXYK1r1apV8fnnn0fjxo1z3wM5atWqlee+VhHpneei3qs5teW8XtYPlCJ+D9hef/31fDV8++23Bf5tq1WrVnz22WeRSqVyA7UqVapE/fr18+zXpUuXGDlyZAwZMiSGDx8eWVlZkZWVFYcddliecBoAgOITQAEAQCnVrFkzmjRpEkOHDo127drF6NGjo3fv3rH33nvnhjHr3ttkfYsXLy5027JlyyIi8l0MzpFzz6aVK1fmWZ9zsTnHkiVLIiLi66+/jqFDh6ZVS85jFBSEFSVnVNXPP/9crL5XrVoVt912WzzzzDOxYsWKiIioX79+HHTQQbH99tvHzz//nK/tuiNAcuRcbE6lUhuscf3267f95ZdfIiJixx13LLD9TjvtFD/99FORfYwdOzZWrVoVP//8c/zpT38qcJ/nnnsuN4Aqqs9KlSrluRdOSc/x+i677LLYY4894umnn45Zs2bFBx98EHfffXfstddece211+aOUClITt9FvUbnzJlTaPuNIed99+CDDxa6z/rnYv33TETpzsuGVK9ePc9yznks7P2V817PeU/kKCwcKeg9sSGLFi2KiMg3Emz9GnKkc56Leq/myPlbU6tWrXz7rnsPrHX3ff311/MEU+tbtmxZ7rld/9xHRPzxj3+MZ599Nu6///6YMmVKPPvss/Hss89GzZo1o2fPnvlGhAEAsGECKAAASEjVqlWjWbNmMW7cuPjss89i7733zr04PHHixDzTkxVXzgXYH3/8scDtORdf178oW9jjHH/88XHzzTeXuI6I/7vQnROKrWv16tVRsWLFPKNy1m934IEHxogRIzbYz6BBg+Kpp56Kjh07Rrdu3SIzMzP3+I4++ugCA6iNLefCdWFTFBZ0Ttb34osvRkRE586d80xXlmPy5MnxzTffxLvvvhsHHXRQifos6TleX4UKFeKkk06Kk046KRYsWBBvvvlmTJgwIcaPHx/nnXdeTJ48OU/gta51X6MF7bN48eJ8r8+c6c7WtX6wUho1a9aMSpUqxQcffBBVqlRJ+3FKc15KKqn3ehI1FPd1ntR5Xl/OtHtLly7NM3VpYTVERAwcODBOOumkUvX7xz/+Me64445YvXp1zJw5M1577bUYPXp03H///VG/fv04/fTTS/X4AADljXtAAQBAgnIuEueMBsnMzIyI/PcViYj45ptvYvDgwTF58uRCH2+bbbaJhg0bxjfffFPgvY/efffdiIj4wx/+UGRde+21V1StWjU+/vjjAkcEDRs2LO69997cUTcFycjIiIiIWbNm5dv2yCOPxP77759neq4c2267bTRo0CC+/PLLfCO1In4PZu6+++6YO3duRET861//ih122CHuvPPOaNGiRe4F95UrV8b8+fMjonijmpKUEyYWdOxLliyJ2bNnF9n+u+++i/feey923333uOWWW2LAgAH5/su5uD1q1KiI+P0eXxUqVCiwzy+//DLPhfiSnuN1/fLLL3H33Xfn3otshx12iOOOOy7uuuuu6Nq1a6xYsSI++eSTQo8tZzq49957L9+2OXPmxM8//5xn2r8qVaoUGDate5+lHOmOOMnMzIy1a9fmm/4tIuL999+PIUOGxPTp04t8jNKel5LKGRU3Y8aMfNuys7Pjvffei5o1a8auu+6aWJ/r22abbWLPPfeM//znP/mm6lu7dm3ulKI5kjjPBWncuHFEFPyaKqiGgtZH/D795qBBg+LJJ5/cYJ8vvvhi/P3vf49UKhVVq1aNFi1axN/+9rfcaf0KqgUAgKIJoAAAICEffPBBvPPOO7HddtvFgQceGBG/j3apVKlS3HHHHXlG7qxZsyb+/ve/x6OPPpo77VVhunTpEitXrowbb7wx1qxZk7v+448/juHDh0ft2rWjTZs2RT5GtWrVolOnTvHll1/GY489lmfb22+/HTfffHM8//zzsd122xX6GO3atYuaNWvGE088EfPmzctdv2jRonjmmWeiVq1aBd4fKucYFi1aFEOGDMkz+uXLL7+MAQMGxGOPPZYbNFWrVi1WrVqVG+ZF/H7xe+DAgbnhSnHu65SkKlWqxHHHHRezZ8+OkSNH5q7Pzs6OW265ZYP1/OMf/4hUKhXHHXdcoft06dIlKlasGC+//HL8+uuvUb9+/TjssMPizTffjClTpuTut3r16rjlllsKbF/cc7yuWrVqxRNPPBG33357vtdiTuDXoEGDQus+/vjjo3LlynH//ffnCZGWL18eAwYMyN0nx9577x1z587Nc0+0efPm5Y4QW1fOiLqi7ltUkC5dukRExI033phnNM/SpUvjuuuui4ceeqjAe4mtq7TnpaQOOOCA2GOPPWL8+PF5nu+IiLvuuiu+//77OProo9OaWq8kunbtGkuXLs13P6UHHngg3+jDJM5zQTp16hTVqlWL++67L0+f06dPzxfYH3TQQdGwYcN47rnnYubMmXm2Pfjgg/HYY4/l3ieqKO+//34MHz48xo4dm2d9Tmib5HMNAFBemIIPAABKaOLEiXkCmLVr18aXX34Zr776aqxduzb+53/+J/ceI3vuuWf87W9/i0GDBsWxxx4bbdq0ie222y5ee+21+Oqrr6J169bRuXPnIvvr3bt3vPHGG/HPf/4zPvvsszjkkENiwYIFMXHixEilUnH77bcX675MV111VcycOTMGDx4ckyZNiqZNm8aPP/4Y48ePj8qVK8eNN94YFSsW/hu1OnXqxDXXXBP9+vWLLl26RNu2baNWrVoxbty43HsPFXZx/Jxzzok33ngjnnzyyXjvvffi4IMPjiVLlsS4ceNixYoVMWTIkNxjOO644+LRRx+NE088Mdq1axdr1qyJN954I2bPnh1169aNhQsXxqJFi/Ldj2Zju+SSS+L111+P6667LiZNmhR/+MMf4t13342vv/46qlevXuS5GzNmTEREkc/1LrvsEi1btoypU6fGmDFjolu3bnH11VfHKaecEuedd160a9cu6tevH1OnTs0dDbdunyU5x+uqWrVqXHTRRXHDDTfEscceG+3bt4/q1avHu+++Gx9++GEcf/zxsffeexda92677RZXXXVVDBw4MLp06ZIbVL722mvx3XffxTHHHBMnnHBC7v5/+ctf4u9//3v06NEjjj322Fi9enWMHTs2MjIy8o2WqV+/fkRE3HffffHpp5/GhRdeWGgd6zrkkEOiR48e8eSTT8YxxxwTRxxxRFStWjUmTpwY33//fZx66qnRokWLIh+jtOelpCpWrBiDBg2Ks846K84999xo3bp17L777jFz5sx4//33Y5999okrr7wysf4Kc+aZZ8a4cePiwQcfjPfeey+aNm0an3zySUyfPj1q166dJ2hK4jwXZNddd42rrroqBgwYkPuaWrp0aYwbNy522WWX+Pbbb3P3rVSpUgwePDh69+4d3bt3j7Zt28Zuu+0WH330Ubz11lvRsGHDuOyyyzbY59lnnx1jx46NK664IsaNGxd77LFHzJs3L8aPHx/16tWL7t27l/g4AADKOwEUAACU0KRJk2LSpEm5y1WqVIm6detG69ato0ePHnHwwQfn2b9Xr16x9957x6OPPhrjx4+P7Ozs2G233aJv377RrVu3Au+btK5q1arFsGHD4pFHHol//vOfMXLkyKhdu3a0bt06+vTpE40aNSpW3XXr1o1nn302HnjggZgwYUI8+eSTUbdu3WjTpk2cf/75uVOpFaVLly5Rv379eOCBB+Lll1+ONWvWRKNGjWLgwIFxxBFHFNquevXq8cQTT8TDDz8cL73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", 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" + "
" ] }, "metadata": {}, @@ -3827,7 +3999,7 @@ }, { "cell_type": "code", - "execution_count": 284, + "execution_count": 307, "metadata": {}, "outputs": [], "source": [ @@ -3838,14 +4010,14 @@ }, { "cell_type": "code", - "execution_count": 285, + "execution_count": 309, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] }, "metadata": {}, @@ -3860,7 +4032,7 @@ }, { "cell_type": "code", - "execution_count": 286, + "execution_count": 311, "metadata": {}, "outputs": [ { @@ -3869,7 +4041,7 @@ "0" ] }, - "execution_count": 286, + "execution_count": 311, "metadata": {}, "output_type": "execute_result" } @@ -3880,16 +4052,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Profession column (Mainbranch)" ] }, { "cell_type": "code", - "execution_count": 287, + "execution_count": 314, "metadata": {}, "outputs": [ { @@ -3904,7 +4074,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 287, + "execution_count": 314, "metadata": {}, "output_type": "execute_result" } @@ -3915,7 +4085,7 @@ }, { "cell_type": "code", - "execution_count": 288, + "execution_count": 316, "metadata": {}, "outputs": [ { @@ -3924,7 +4094,7 @@ "255" ] }, - "execution_count": 288, + "execution_count": 316, "metadata": {}, "output_type": "execute_result" } @@ -3935,7 +4105,7 @@ }, { "cell_type": "code", - "execution_count": 289, + "execution_count": 318, "metadata": {}, "outputs": [], "source": [ @@ -3944,7 +4114,7 @@ }, { "cell_type": "code", - "execution_count": 290, + "execution_count": 320, "metadata": {}, "outputs": [ { @@ -3959,7 +4129,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 290, + "execution_count": 320, "metadata": {}, "output_type": "execute_result" } @@ -3970,7 +4140,7 @@ }, { "cell_type": "code", - "execution_count": 291, + "execution_count": 322, "metadata": {}, "outputs": [], "source": [ @@ -3997,7 +4167,7 @@ }, { "cell_type": "code", - "execution_count": 292, + "execution_count": 324, "metadata": {}, "outputs": [ { @@ -4012,7 +4182,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 292, + "execution_count": 324, "metadata": {}, "output_type": "execute_result" } @@ -4023,16 +4193,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## EdLevel" ] }, { "cell_type": "code", - "execution_count": 293, + "execution_count": 327, "metadata": {}, "outputs": [ { @@ -4051,7 +4219,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 293, + "execution_count": 327, "metadata": {}, "output_type": "execute_result" } @@ -4062,7 +4230,7 @@ }, { "cell_type": "code", - "execution_count": 294, + "execution_count": 329, "metadata": {}, "outputs": [ { @@ -4071,7 +4239,7 @@ "1568" ] }, - "execution_count": 294, + "execution_count": 329, "metadata": {}, "output_type": "execute_result" } @@ -4082,7 +4250,7 @@ }, { "cell_type": "code", - "execution_count": 295, + "execution_count": 331, "metadata": {}, "outputs": [], "source": [ @@ -4112,7 +4280,7 @@ }, { "cell_type": "code", - "execution_count": 296, + "execution_count": 333, "metadata": {}, "outputs": [ { @@ -4128,7 +4296,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 296, + "execution_count": 333, "metadata": {}, "output_type": "execute_result" } @@ -4139,7 +4307,7 @@ }, { "cell_type": "code", - "execution_count": 297, + "execution_count": 335, "metadata": {}, "outputs": [ { @@ -4148,7 +4316,7 @@ "0" ] }, - "execution_count": 297, + "execution_count": 335, "metadata": {}, "output_type": "execute_result" } @@ -4159,16 +4327,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Undergrad Major" ] }, { "cell_type": "code", - "execution_count": 298, + "execution_count": 338, "metadata": {}, "outputs": [ { @@ -4188,7 +4354,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 298, + "execution_count": 338, "metadata": {}, "output_type": "execute_result" } @@ -4199,7 +4365,7 @@ }, { "cell_type": "code", - "execution_count": 299, + "execution_count": 340, "metadata": {}, "outputs": [ { @@ -4208,7 +4374,7 @@ "10787" ] }, - "execution_count": 299, + "execution_count": 340, "metadata": {}, "output_type": "execute_result" } @@ -4219,7 +4385,7 @@ }, { "cell_type": "code", - "execution_count": 300, + "execution_count": 342, "metadata": {}, "outputs": [], "source": [ @@ -4228,7 +4394,7 @@ }, { "cell_type": "code", - "execution_count": 301, + "execution_count": 344, "metadata": {}, "outputs": [ { @@ -4250,7 +4416,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 301, + "execution_count": 344, "metadata": {}, "output_type": "execute_result" } @@ -4261,7 +4427,7 @@ }, { "cell_type": "code", - "execution_count": 302, + "execution_count": 346, "metadata": {}, "outputs": [ { @@ -4270,7 +4436,7 @@ "1" ] }, - "execution_count": 302, + "execution_count": 346, "metadata": {}, "output_type": "execute_result" } @@ -4281,7 +4447,7 @@ }, { "cell_type": "code", - "execution_count": 303, + "execution_count": 348, "metadata": {}, "outputs": [], "source": [ @@ -4290,7 +4456,7 @@ }, { "cell_type": "code", - "execution_count": 304, + "execution_count": 350, "metadata": {}, "outputs": [ { @@ -4299,7 +4465,7 @@ "0" ] }, - "execution_count": 304, + "execution_count": 350, "metadata": {}, "output_type": "execute_result" } @@ -4310,7 +4476,7 @@ }, { "cell_type": "code", - "execution_count": 305, + "execution_count": 352, "metadata": {}, "outputs": [], "source": [ @@ -4347,7 +4513,7 @@ }, { "cell_type": "code", - "execution_count": 306, + "execution_count": 354, "metadata": {}, "outputs": [ { @@ -4366,7 +4532,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 306, + "execution_count": 354, "metadata": {}, "output_type": "execute_result" } @@ -4377,16 +4543,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Job Status" ] }, { "cell_type": "code", - "execution_count": 307, + "execution_count": 357, "metadata": {}, "outputs": [ { @@ -4399,7 +4563,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 307, + "execution_count": 357, "metadata": {}, "output_type": "execute_result" } @@ -4410,7 +4574,7 @@ }, { "cell_type": "code", - "execution_count": 308, + "execution_count": 359, "metadata": {}, "outputs": [ { @@ -4419,7 +4583,7 @@ "6084" ] }, - "execution_count": 308, + "execution_count": 359, "metadata": {}, "output_type": "execute_result" } @@ -4430,7 +4594,7 @@ }, { "cell_type": "code", - "execution_count": 309, + "execution_count": 361, "metadata": {}, "outputs": [], "source": [ @@ -4439,7 +4603,7 @@ }, { "cell_type": "code", - "execution_count": 310, + "execution_count": 363, "metadata": {}, "outputs": [ { @@ -4448,7 +4612,7 @@ "0" ] }, - "execution_count": 310, + "execution_count": 363, "metadata": {}, "output_type": "execute_result" } @@ -4459,7 +4623,7 @@ }, { "cell_type": "code", - "execution_count": 311, + "execution_count": 365, "metadata": {}, "outputs": [ { @@ -4472,7 +4636,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 311, + "execution_count": 365, "metadata": {}, "output_type": "execute_result" } @@ -4483,7 +4647,7 @@ }, { "cell_type": "code", - "execution_count": 312, + "execution_count": 367, "metadata": {}, "outputs": [], "source": [ @@ -4492,7 +4656,7 @@ }, { "cell_type": "code", - "execution_count": 313, + "execution_count": 369, "metadata": {}, "outputs": [], "source": [ @@ -4517,7 +4681,7 @@ }, { "cell_type": "code", - "execution_count": 314, + "execution_count": 371, "metadata": {}, "outputs": [ { @@ -4529,7 +4693,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 314, + "execution_count": 371, "metadata": {}, "output_type": "execute_result" } @@ -4540,16 +4704,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## JobSatisfaction" ] }, { "cell_type": "code", - "execution_count": 315, + "execution_count": 374, "metadata": {}, "outputs": [ { @@ -4564,7 +4726,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 315, + "execution_count": 374, "metadata": {}, "output_type": "execute_result" } @@ -4575,7 +4737,7 @@ }, { "cell_type": "code", - "execution_count": 316, + "execution_count": 376, "metadata": {}, "outputs": [ { @@ -4584,7 +4746,7 @@ "12467" ] }, - "execution_count": 316, + "execution_count": 376, "metadata": {}, "output_type": "execute_result" } @@ -4595,7 +4757,7 @@ }, { "cell_type": "code", - "execution_count": 317, + "execution_count": 378, "metadata": {}, "outputs": [], "source": [ @@ -4604,7 +4766,7 @@ }, { "cell_type": "code", - "execution_count": 318, + "execution_count": 380, "metadata": {}, "outputs": [ { @@ -4613,7 +4775,7 @@ "0" ] }, - "execution_count": 318, + "execution_count": 380, "metadata": {}, "output_type": "execute_result" } @@ -4624,7 +4786,7 @@ }, { "cell_type": "code", - "execution_count": 319, + "execution_count": 382, "metadata": {}, "outputs": [ { @@ -4639,7 +4801,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 319, + "execution_count": 382, "metadata": {}, "output_type": "execute_result" } @@ -4650,16 +4812,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Employment" ] }, { "cell_type": "code", - "execution_count": 320, + "execution_count": 385, "metadata": {}, "outputs": [ { @@ -4675,7 +4835,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 320, + "execution_count": 385, "metadata": {}, "output_type": "execute_result" } @@ -4686,7 +4846,7 @@ }, { "cell_type": "code", - "execution_count": 321, + "execution_count": 387, "metadata": {}, "outputs": [ { @@ -4695,7 +4855,7 @@ "969" ] }, - "execution_count": 321, + "execution_count": 387, "metadata": {}, "output_type": "execute_result" } @@ -4706,7 +4866,7 @@ }, { "cell_type": "code", - "execution_count": 322, + "execution_count": 389, "metadata": {}, "outputs": [], "source": [ @@ -4715,7 +4875,7 @@ }, { "cell_type": "code", - "execution_count": 323, + "execution_count": 391, "metadata": {}, "outputs": [ { @@ -4724,7 +4884,7 @@ "0" ] }, - "execution_count": 323, + "execution_count": 391, "metadata": {}, "output_type": "execute_result" } @@ -4735,7 +4895,7 @@ }, { "cell_type": "code", - "execution_count": 324, + "execution_count": 393, "metadata": {}, "outputs": [ { @@ -4751,7 +4911,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 324, + "execution_count": 393, "metadata": {}, "output_type": "execute_result" } @@ -4762,7 +4922,7 @@ }, { "cell_type": "code", - "execution_count": 325, + "execution_count": 395, "metadata": {}, "outputs": [], "source": [ @@ -4788,7 +4948,7 @@ }, { "cell_type": "code", - "execution_count": 326, + "execution_count": 397, "metadata": {}, "outputs": [ { @@ -4802,7 +4962,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 326, + "execution_count": 397, "metadata": {}, "output_type": "execute_result" } @@ -4813,16 +4973,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Ethnicity" ] }, { "cell_type": "code", - "execution_count": 327, + "execution_count": 400, "metadata": {}, "outputs": [], "source": [ @@ -4831,7 +4989,7 @@ }, { "cell_type": "code", - "execution_count": 328, + "execution_count": 402, "metadata": {}, "outputs": [ { @@ -5012,7 +5170,7 @@ " 'Black or of African descent;East Asian;Middle Eastern;South Asian;Multiracial']" ] }, - "execution_count": 328, + "execution_count": 402, "metadata": {}, "output_type": "execute_result" } @@ -5024,7 +5182,7 @@ }, { "cell_type": "code", - "execution_count": 329, + "execution_count": 404, "metadata": {}, "outputs": [ { @@ -5033,7 +5191,7 @@ "173" ] }, - "execution_count": 329, + "execution_count": 404, "metadata": {}, "output_type": "execute_result" } @@ -5044,7 +5202,7 @@ }, { "cell_type": "code", - "execution_count": 330, + "execution_count": 406, "metadata": {}, "outputs": [], "source": [ @@ -5063,7 +5221,7 @@ }, { "cell_type": "code", - "execution_count": 331, + "execution_count": 408, "metadata": {}, "outputs": [ { @@ -5072,7 +5230,7 @@ "7804" ] }, - "execution_count": 331, + "execution_count": 408, "metadata": {}, "output_type": "execute_result" } @@ -5083,7 +5241,7 @@ }, { "cell_type": "code", - "execution_count": 332, + "execution_count": 410, "metadata": {}, "outputs": [ { @@ -5102,7 +5260,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 332, + "execution_count": 410, "metadata": {}, "output_type": "execute_result" } @@ -5113,7 +5271,7 @@ }, { "cell_type": "code", - "execution_count": 333, + "execution_count": 412, "metadata": {}, "outputs": [], "source": [ @@ -5122,7 +5280,7 @@ }, { "cell_type": "code", - "execution_count": 334, + "execution_count": 414, "metadata": {}, "outputs": [ { @@ -5131,7 +5289,7 @@ "0" ] }, - "execution_count": 334, + "execution_count": 414, "metadata": {}, "output_type": "execute_result" } @@ -5142,7 +5300,7 @@ }, { "cell_type": "code", - "execution_count": 335, + "execution_count": 416, "metadata": {}, "outputs": [ { @@ -5161,7 +5319,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 335, + "execution_count": 416, "metadata": {}, "output_type": "execute_result" } @@ -5172,16 +5330,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Dependents" ] }, { "cell_type": "code", - "execution_count": 336, + "execution_count": 419, "metadata": {}, "outputs": [ { @@ -5193,7 +5349,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 336, + "execution_count": 419, "metadata": {}, "output_type": "execute_result" } @@ -5204,7 +5360,7 @@ }, { "cell_type": "code", - "execution_count": 337, + "execution_count": 421, "metadata": {}, "outputs": [ { @@ -5213,7 +5369,7 @@ "2619" ] }, - "execution_count": 337, + "execution_count": 421, "metadata": {}, "output_type": "execute_result" } @@ -5224,7 +5380,7 @@ }, { "cell_type": "code", - "execution_count": 338, + "execution_count": 423, "metadata": {}, "outputs": [], "source": [ @@ -5234,7 +5390,7 @@ }, { "cell_type": "code", - "execution_count": 339, + "execution_count": 425, "metadata": {}, "outputs": [ { @@ -5243,7 +5399,7 @@ "0" ] }, - "execution_count": 339, + "execution_count": 425, "metadata": {}, "output_type": "execute_result" } @@ -5254,7 +5410,7 @@ }, { "cell_type": "code", - "execution_count": 340, + "execution_count": 427, "metadata": {}, "outputs": [ { @@ -5266,7 +5422,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 340, + "execution_count": 427, "metadata": {}, "output_type": "execute_result" } @@ -5277,16 +5433,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## DevType" ] }, { "cell_type": "code", - "execution_count": 341, + "execution_count": 430, "metadata": {}, "outputs": [ { @@ -5295,7 +5449,7 @@ "5025" ] }, - "execution_count": 341, + "execution_count": 430, "metadata": {}, "output_type": "execute_result" } @@ -5306,7 +5460,7 @@ }, { "cell_type": "code", - "execution_count": 342, + "execution_count": 432, "metadata": {}, "outputs": [ { @@ -5326,7 +5480,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 342, + "execution_count": 432, "metadata": {}, "output_type": "execute_result" } @@ -5337,7 +5491,7 @@ }, { "cell_type": "code", - "execution_count": 343, + "execution_count": 434, "metadata": {}, "outputs": [], "source": [ @@ -5346,7 +5500,7 @@ }, { "cell_type": "code", - "execution_count": 344, + "execution_count": 436, "metadata": {}, "outputs": [ { @@ -5355,7 +5509,7 @@ "0" ] }, - "execution_count": 344, + "execution_count": 436, "metadata": {}, "output_type": "execute_result" } @@ -5366,7 +5520,7 @@ }, { "cell_type": "code", - "execution_count": 345, + "execution_count": 438, "metadata": {}, "outputs": [ { @@ -5381,7 +5535,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 345, + "execution_count": 438, "metadata": {}, "output_type": "execute_result" } @@ -5392,16 +5546,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## LanguageWorkedWith" ] }, { "cell_type": "code", - "execution_count": 346, + "execution_count": 441, "metadata": {}, "outputs": [ { @@ -5410,7 +5562,7 @@ "656" ] }, - "execution_count": 346, + "execution_count": 441, "metadata": {}, "output_type": "execute_result" } @@ -5421,7 +5573,7 @@ }, { "cell_type": "code", - "execution_count": 347, + "execution_count": 443, "metadata": {}, "outputs": [ { @@ -5441,7 +5593,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 347, + "execution_count": 443, "metadata": {}, "output_type": "execute_result" } @@ -5452,7 +5604,7 @@ }, { "cell_type": "code", - "execution_count": 348, + "execution_count": 445, "metadata": {}, "outputs": [], "source": [ @@ -5461,7 +5613,7 @@ }, { "cell_type": "code", - "execution_count": 349, + "execution_count": 447, "metadata": {}, "outputs": [ { @@ -5470,7 +5622,7 @@ "0" ] }, - "execution_count": 349, + "execution_count": 447, "metadata": {}, "output_type": "execute_result" } @@ -5481,7 +5633,7 @@ }, { "cell_type": "code", - "execution_count": 350, + "execution_count": 449, "metadata": {}, "outputs": [ { @@ -5501,7 +5653,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 350, + "execution_count": 449, "metadata": {}, "output_type": "execute_result" } @@ -5512,16 +5664,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## CompetenceLevel" ] }, { "cell_type": "code", - "execution_count": 351, + "execution_count": 452, "metadata": {}, "outputs": [ { @@ -5536,7 +5686,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 351, + "execution_count": 452, "metadata": {}, "output_type": "execute_result" } @@ -5547,7 +5697,7 @@ }, { "cell_type": "code", - "execution_count": 352, + "execution_count": 454, "metadata": {}, "outputs": [ { @@ -5556,7 +5706,7 @@ "12770" ] }, - "execution_count": 352, + "execution_count": 454, "metadata": {}, "output_type": "execute_result" } @@ -5567,7 +5717,7 @@ }, { "cell_type": "code", - "execution_count": 353, + "execution_count": 456, "metadata": {}, "outputs": [], "source": [ @@ -5577,7 +5727,7 @@ }, { "cell_type": "code", - "execution_count": 354, + "execution_count": 458, "metadata": {}, "outputs": [ { @@ -5586,7 +5736,7 @@ "0" ] }, - "execution_count": 354, + "execution_count": 458, "metadata": {}, "output_type": "execute_result" } @@ -5597,7 +5747,7 @@ }, { "cell_type": "code", - "execution_count": 355, + "execution_count": 460, "metadata": {}, "outputs": [ { @@ -5612,7 +5762,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 355, + "execution_count": 460, "metadata": {}, "output_type": "execute_result" } @@ -5623,16 +5773,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Current Job Satisfaction" ] }, { "cell_type": "code", - "execution_count": 356, + "execution_count": 463, "metadata": {}, "outputs": [ { @@ -5647,7 +5795,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 356, + "execution_count": 463, "metadata": {}, "output_type": "execute_result" } @@ -5658,7 +5806,7 @@ }, { "cell_type": "code", - "execution_count": 357, + "execution_count": 465, "metadata": {}, "outputs": [ { @@ -5667,7 +5815,7 @@ "13838" ] }, - "execution_count": 357, + "execution_count": 465, "metadata": {}, "output_type": "execute_result" } @@ -5678,7 +5826,7 @@ }, { "cell_type": "code", - "execution_count": 358, + "execution_count": 467, "metadata": {}, "outputs": [], "source": [ @@ -5688,7 +5836,7 @@ }, { "cell_type": "code", - "execution_count": 359, + "execution_count": 469, "metadata": {}, "outputs": [ { @@ -5697,7 +5845,7 @@ "0" ] }, - "execution_count": 359, + "execution_count": 469, "metadata": {}, "output_type": "execute_result" } @@ -5708,7 +5856,7 @@ }, { "cell_type": "code", - "execution_count": 360, + "execution_count": 471, "metadata": {}, "outputs": [ { @@ -5723,7 +5871,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 360, + "execution_count": 471, "metadata": {}, "output_type": "execute_result" } @@ -5734,16 +5882,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## LanguageDesireNextYear" ] }, { "cell_type": "code", - "execution_count": 361, + "execution_count": 474, "metadata": {}, "outputs": [ { @@ -5773,7 +5919,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 361, + "execution_count": 474, "metadata": {}, "output_type": "execute_result" } @@ -5784,7 +5930,7 @@ }, { "cell_type": "code", - "execution_count": 362, + "execution_count": 476, "metadata": {}, "outputs": [ { @@ -5793,7 +5939,7 @@ "3424" ] }, - "execution_count": 362, + "execution_count": 476, "metadata": {}, "output_type": "execute_result" } @@ -5804,7 +5950,7 @@ }, { "cell_type": "code", - "execution_count": 363, + "execution_count": 478, "metadata": {}, "outputs": [], "source": [ @@ -5814,7 +5960,7 @@ }, { "cell_type": "code", - "execution_count": 364, + "execution_count": 480, "metadata": {}, "outputs": [ { @@ -5823,7 +5969,7 @@ "0" ] }, - "execution_count": 364, + "execution_count": 480, "metadata": {}, "output_type": "execute_result" } @@ -5834,7 +5980,7 @@ }, { "cell_type": "code", - "execution_count": 365, + "execution_count": 482, "metadata": {}, "outputs": [ { @@ -5864,7 +6010,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 365, + "execution_count": 482, "metadata": {}, "output_type": "execute_result" } @@ -5875,16 +6021,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## YearsCodePro" ] }, { "cell_type": "code", - "execution_count": 366, + "execution_count": 485, "metadata": {}, "outputs": [ { @@ -5904,7 +6048,7 @@ "Name: YearsCodePro, Length: 77994, dtype: object>" ] }, - "execution_count": 366, + "execution_count": 485, "metadata": {}, "output_type": "execute_result" } @@ -5915,7 +6059,7 @@ }, { "cell_type": "code", - "execution_count": 367, + "execution_count": 487, "metadata": {}, "outputs": [], "source": [ @@ -5925,7 +6069,7 @@ }, { "cell_type": "code", - "execution_count": 368, + "execution_count": 488, "metadata": {}, "outputs": [ { @@ -5945,7 +6089,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 368, + "execution_count": 488, "metadata": {}, "output_type": "execute_result" } @@ -5956,7 +6100,7 @@ }, { "cell_type": "code", - "execution_count": 369, + "execution_count": 491, "metadata": {}, "outputs": [ { @@ -5965,7 +6109,7 @@ "14639" ] }, - "execution_count": 369, + "execution_count": 491, "metadata": {}, "output_type": "execute_result" } @@ -5976,7 +6120,7 @@ }, { "cell_type": "code", - "execution_count": 370, + "execution_count": 493, "metadata": {}, "outputs": [], "source": [ @@ -5985,7 +6129,7 @@ }, { "cell_type": "code", - "execution_count": 371, + "execution_count": 495, "metadata": {}, "outputs": [ { @@ -5994,7 +6138,7 @@ "0" ] }, - "execution_count": 371, + "execution_count": 495, "metadata": {}, "output_type": "execute_result" } @@ -6005,7 +6149,7 @@ }, { "cell_type": "code", - "execution_count": 372, + "execution_count": 497, "metadata": {}, "outputs": [], "source": [ @@ -6014,7 +6158,7 @@ }, { "cell_type": "code", - "execution_count": 373, + "execution_count": 499, "metadata": {}, "outputs": [ { @@ -6023,7 +6167,7 @@ "0" ] }, - "execution_count": 373, + "execution_count": 499, "metadata": {}, "output_type": "execute_result" } @@ -6034,7 +6178,7 @@ }, { "cell_type": "code", - "execution_count": 374, + "execution_count": 501, "metadata": {}, "outputs": [ { @@ -6054,7 +6198,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 374, + "execution_count": 501, "metadata": {}, "output_type": "execute_result" } @@ -6065,16 +6209,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Country" ] }, { "cell_type": "code", - "execution_count": 375, + "execution_count": 504, "metadata": {}, "outputs": [ { @@ -6099,7 +6241,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 375, + "execution_count": 504, "metadata": {}, "output_type": "execute_result" } @@ -6110,7 +6252,7 @@ }, { "cell_type": "code", - "execution_count": 376, + "execution_count": 506, "metadata": {}, "outputs": [ { @@ -6119,7 +6261,7 @@ "0" ] }, - "execution_count": 376, + "execution_count": 506, "metadata": {}, "output_type": "execute_result" } @@ -6130,7 +6272,7 @@ }, { "cell_type": "code", - "execution_count": 377, + "execution_count": 508, "metadata": {}, "outputs": [], "source": [ @@ -6139,7 +6281,7 @@ }, { "cell_type": "code", - "execution_count": 378, + "execution_count": 510, "metadata": {}, "outputs": [ { @@ -6148,7 +6290,7 @@ "0" ] }, - "execution_count": 378, + "execution_count": 510, "metadata": {}, "output_type": "execute_result" } @@ -6159,7 +6301,7 @@ }, { "cell_type": "code", - "execution_count": 379, + "execution_count": 512, "metadata": {}, "outputs": [ { @@ -6184,7 +6326,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 379, + "execution_count": 512, "metadata": {}, "output_type": "execute_result" } @@ -6195,16 +6337,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## SalaryUSD" ] }, { "cell_type": "code", - "execution_count": 380, + "execution_count": 515, "metadata": {}, "outputs": [ { @@ -6219,7 +6359,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 380, + "execution_count": 515, "metadata": {}, "output_type": "execute_result" } @@ -6230,7 +6370,7 @@ }, { "cell_type": "code", - "execution_count": 381, + "execution_count": 517, "metadata": {}, "outputs": [ { @@ -6239,7 +6379,7 @@ "24805" ] }, - "execution_count": 381, + "execution_count": 517, "metadata": {}, "output_type": "execute_result" } @@ -6250,7 +6390,7 @@ }, { "cell_type": "code", - "execution_count": 382, + "execution_count": 519, "metadata": {}, "outputs": [], "source": [ @@ -6259,7 +6399,7 @@ }, { "cell_type": "code", - "execution_count": 383, + "execution_count": 520, "metadata": {}, "outputs": [ { @@ -6268,7 +6408,7 @@ "3537" ] }, - "execution_count": 383, + "execution_count": 520, "metadata": {}, "output_type": "execute_result" } @@ -6279,7 +6419,7 @@ }, { "cell_type": "code", - "execution_count": 384, + "execution_count": 523, "metadata": {}, "outputs": [ { @@ -6294,7 +6434,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 384, + "execution_count": 523, "metadata": {}, "output_type": "execute_result" } @@ -6306,7 +6446,7 @@ }, { "cell_type": "code", - "execution_count": 385, + "execution_count": 525, "metadata": {}, "outputs": [], "source": [ @@ -6315,7 +6455,7 @@ }, { "cell_type": "code", - "execution_count": 386, + "execution_count": 527, "metadata": {}, "outputs": [ { @@ -6335,7 +6475,7 @@ "Name: SalaryUSD, dtype: float64" ] }, - "execution_count": 386, + "execution_count": 527, "metadata": {}, "output_type": "execute_result" } @@ -6346,7 +6486,7 @@ }, { "cell_type": "code", - "execution_count": 387, + "execution_count": 529, "metadata": {}, "outputs": [], "source": [ @@ -6362,35 +6502,37 @@ }, { "cell_type": "code", - "execution_count": 388, + "execution_count": 532, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Age 0\n", - "JobSatisfaction 0\n", - "SalaryUSD 0\n", - "Country 0\n", - "Dependents 0\n", - "EdLevel 0\n", - "Employment 0\n", - "Ethnicity 0\n", - "Gender 0\n", - "Hobbyist 0\n", - "CompetenceLevel 0\n", - "CurrentJobSatis 0\n", - "JobStatus 0\n", - "LanguageDesireNextYear 0\n", - "LanguageWorkedWith 0\n", - "Profession 0\n", - "UndergradMajor 0\n", - "YearsCodePro 0\n", - "DevType 0\n", + "Age 0\n", + "JobSatisfaction 0\n", + "SalaryUSD 0\n", + "Country 0\n", + "Dependents 0\n", + "EdLevel 0\n", + "Employment 0\n", + "Ethnicity 0\n", + "Gender 0\n", + "Hobbyist 0\n", + "CompetenceLevel 0\n", + "CurrentJobSatis 0\n", + "JobStatus 0\n", + "LanguageDesireNextYear 0\n", + "LanguageWorkedWith 0\n", + "Profession 0\n", + "UndergradMajor 0\n", + "YearsCodePro 0\n", + "DevType 0\n", + "PlatformWorkedWith 6073\n", + "PlatformDesireNextYear 8689\n", "dtype: int64" ] }, - "execution_count": 388, + "execution_count": 532, "metadata": {}, "output_type": "execute_result" } @@ -6402,7 +6544,7 @@ }, { "cell_type": "code", - "execution_count": 389, + "execution_count": 534, "metadata": {}, "outputs": [], "source": [ @@ -6412,7 +6554,7 @@ }, { "cell_type": "code", - "execution_count": 390, + "execution_count": 536, "metadata": {}, "outputs": [ { @@ -6433,7 +6575,7 @@ }, { "cell_type": "code", - "execution_count": 703, + "execution_count": 538, "metadata": {}, "outputs": [], "source": [ @@ -6442,7 +6584,7 @@ }, { "cell_type": "code", - "execution_count": 704, + "execution_count": 540, "metadata": {}, "outputs": [ { @@ -6476,7 +6618,7 @@ " Ethnicity\n", " Gender\n", " Hobbyist\n", - " CompetenceLevel\n", + " ...\n", " CurrentJobSatis\n", " JobStatus\n", " LanguageDesireNextYear\n", @@ -6485,6 +6627,8 @@ " UndergradMajor\n", " YearsCodePro\n", " DevType\n", + " PlatformWorkedWith\n", + " PlatformDesireNextYear\n", " \n", " \n", " \n", @@ -6500,7 +6644,7 @@ " East Asian\n", " Man\n", " Yes\n", - " Average\n", + " ...\n", " Slightly satisfied\n", " Not seeking\n", " Elixir;HTML/CSS\n", @@ -6509,6 +6653,8 @@ " Web Design/Dev\n", " 1.0\n", " Designer;Developer, back-end;Developer, front-...\n", + " NaN\n", + " NaN\n", " \n", " \n", " 1\n", @@ -6522,7 +6668,7 @@ " White or of European descent\n", " Man\n", " No\n", - " A little below average\n", + " ...\n", " Slightly satisfied\n", " Not seeking\n", " C;C#;JavaScript;SQL\n", @@ -6531,6 +6677,8 @@ " Computer Science\n", " 1.0\n", " Developer, full-stack\n", + " Linux;Windows\n", + " Linux;Windows\n", " \n", " \n", " 2\n", @@ -6544,7 +6692,7 @@ " White or of European descent\n", " Man\n", " Yes\n", - " A little above average\n", + " ...\n", " Slightly dissatisfied\n", " Not seeking\n", " HTML/CSS;Java;JavaScript;SQL;WebAssembly\n", @@ -6553,6 +6701,8 @@ " Computer Science\n", " 9.0\n", " Academic researcher;Developer, desktop or ente...\n", + " Android;Linux;MacOS;Slack;Windows\n", + " Android;Docker;Kubernetes;Linux;Slack\n", " \n", " \n", " 3\n", @@ -6566,7 +6716,7 @@ " East Asian\n", " Man\n", " Yes\n", - " A little above average\n", + " ...\n", " Slightly satisfied\n", " Not seeking\n", " Python;Scala;SQL\n", @@ -6575,6 +6725,8 @@ " Math/Stat\n", " 3.0\n", " Data or business analyst;Data scientist or mac...\n", + " Android;Google Cloud Platform;Linux;Windows\n", + " Android;Google Cloud Platform;Linux;Windows\n", " \n", " \n", " 4\n", @@ -6588,7 +6740,7 @@ " White or of European descent\n", " Man\n", " No\n", - " Average\n", + " ...\n", " Neither satisfied nor dissatisfied\n", " Not seeking\n", " HTML/CSS;JavaScript\n", @@ -6597,9 +6749,12 @@ " Engineering\n", " 4.0\n", " Designer;Developer, front-end\n", + " MacOS;Windows\n", + " MacOS;Windows\n", " \n", " \n", "\n", + "

5 rows × 21 columns

\n", "" ], "text/plain": [ @@ -6610,19 +6765,19 @@ "3 28 Very satisfied 366420.0 Canada No Bachelors \n", "4 42 Slightly satisfied 36000.0 Ukraine Yes Bachelors \n", "\n", - " Employment Ethnicity Gender Hobbyist \\\n", - "0 Full-time East Asian Man Yes \n", - "1 Full-time White or of European descent Man No \n", - "2 Full-time White or of European descent Man Yes \n", - "3 Full-time East Asian Man Yes \n", - "4 Self-employed White or of European descent Man No \n", + " Employment Ethnicity Gender Hobbyist ... \\\n", + "0 Full-time East Asian Man Yes ... \n", + "1 Full-time White or of European descent Man No ... \n", + "2 Full-time White or of European descent Man Yes ... \n", + "3 Full-time East Asian Man Yes ... \n", + "4 Self-employed White or of European descent Man No ... \n", "\n", - " CompetenceLevel CurrentJobSatis JobStatus \\\n", - "0 Average Slightly satisfied Not seeking \n", - "1 A little below average Slightly satisfied Not seeking \n", - "2 A little above average Slightly dissatisfied Not seeking \n", - "3 A little above average Slightly satisfied Not seeking \n", - "4 Average Neither satisfied nor dissatisfied Not seeking \n", + " CurrentJobSatis JobStatus \\\n", + "0 Slightly satisfied Not seeking \n", + "1 Slightly satisfied Not seeking \n", + "2 Slightly dissatisfied Not seeking \n", + "3 Slightly satisfied Not seeking \n", + "4 Neither satisfied nor dissatisfied Not seeking \n", "\n", " LanguageDesireNextYear \\\n", "0 Elixir;HTML/CSS \n", @@ -6638,22 +6793,38 @@ "3 Java;R;SQL Non developer \n", "4 HTML/CSS;JavaScript Developer \n", "\n", - " UndergradMajor YearsCodePro \\\n", - "0 Web Design/Dev 1.0 \n", - "1 Computer Science 1.0 \n", - "2 Computer Science 9.0 \n", - "3 Math/Stat 3.0 \n", - "4 Engineering 4.0 \n", + " UndergradMajor YearsCodePro \\\n", + "0 Web Design/Dev 1.0 \n", + "1 Computer Science 1.0 \n", + "2 Computer Science 9.0 \n", + "3 Math/Stat 3.0 \n", + "4 Engineering 4.0 \n", + "\n", + " DevType \\\n", + "0 Designer;Developer, back-end;Developer, front-... \n", + "1 Developer, full-stack \n", + "2 Academic researcher;Developer, desktop or ente... \n", + "3 Data or business analyst;Data scientist or mac... \n", + "4 Designer;Developer, front-end \n", "\n", - " DevType \n", - "0 Designer;Developer, back-end;Developer, front-... \n", - "1 Developer, full-stack \n", - "2 Academic researcher;Developer, desktop or ente... \n", - "3 Data or business analyst;Data scientist or mac... \n", - "4 Designer;Developer, front-end " + " PlatformWorkedWith \\\n", + "0 NaN \n", + "1 Linux;Windows \n", + "2 Android;Linux;MacOS;Slack;Windows \n", + "3 Android;Google Cloud Platform;Linux;Windows \n", + "4 MacOS;Windows \n", + "\n", + " PlatformDesireNextYear \n", + "0 NaN \n", + "1 Linux;Windows \n", + "2 Android;Docker;Kubernetes;Linux;Slack \n", + "3 Android;Google Cloud Platform;Linux;Windows \n", + "4 MacOS;Windows \n", + "\n", + "[5 rows x 21 columns]" ] }, - "execution_count": 704, + "execution_count": 540, "metadata": {}, "output_type": "execute_result" } @@ -6672,16 +6843,16 @@ }, { "cell_type": "code", - "execution_count": 393, + "execution_count": 543, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Total : 1414683\n", - "Total missing : 0\n", - "Missing Percentage: 0.0 %\n" + "Total : 1563597\n", + "Total missing : 14762\n", + "Missing Percentage: 0.9441051626474085 %\n" ] } ], @@ -6699,26 +6870,24 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Stackoverflow Survey Analysis 2020" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 548, "metadata": {}, "outputs": [], "source": [ - "df_2020 = pd.read_csv(r\"Data/survey_results_public_2020.csv\")\n", + "df_2020 = pd.read_csv(r\"C:\\Users\\SHRISTI\\OneDrive\\Desktop\\GitHub\\survey_results_public_2020.csv\")\n", "#df2020.head(10)" ] }, { "cell_type": "code", - "execution_count": 402, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -6733,7 +6902,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 554, "metadata": {}, "outputs": [], "source": [ @@ -6748,7 +6917,7 @@ }, { "cell_type": "code", - "execution_count": 404, + "execution_count": 556, "metadata": {}, "outputs": [], "source": [ @@ -6765,7 +6934,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 558, "metadata": {}, "outputs": [ { @@ -6774,18 +6943,18 @@ "text": [ "Age 19015\n", "Gender 13904\n", - "ConvertedComp 29705\n", + "SalaryUSD 29705\n", "Country 389\n", "DevType 15091\n", "Hobbyist 45\n", "EdLevel 7030\n", "Employment 607\n", "Ethnicity 18513\n", - "JobSat 19267\n", - "JobSeek 12734\n", + "CurrentJobSatis 19267\n", + "JobStatus 12734\n", "LanguageDesireNextYear 10348\n", "LanguageWorkedWith 7083\n", - "MainBranch 299\n", + "Profession 299\n", "UndergradMajor 13466\n", "YearsCodePro 18112\n", "PlatformWorkedWith 10618\n", @@ -6800,25 +6969,23 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Data Validation - Total Cells vs Missing %" ] }, { "cell_type": "code", - "execution_count": 406, + "execution_count": 561, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Total cell: 1031376\n", - "Total missing values: 371516\n", - "Missing: 36.02139278013062 %\n" + "Total cell: 1160298\n", + "Total missing values: 0\n", + "Missing: 0.0 %\n" ] } ], @@ -6836,16 +7003,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Gender" ] }, { "cell_type": "code", - "execution_count": 407, + "execution_count": 564, "metadata": {}, "outputs": [ { @@ -6854,7 +7019,7 @@ "13904" ] }, - "execution_count": 407, + "execution_count": 564, "metadata": {}, "output_type": "execute_result" } @@ -6865,7 +7030,7 @@ }, { "cell_type": "code", - "execution_count": 408, + "execution_count": 566, "metadata": {}, "outputs": [ { @@ -6882,7 +7047,7 @@ "Name: Gender, dtype: int64" ] }, - "execution_count": 408, + "execution_count": 566, "metadata": {}, "output_type": "execute_result" } @@ -6894,7 +7059,7 @@ }, { "cell_type": "code", - "execution_count": 409, + "execution_count": 568, "metadata": {}, "outputs": [], "source": [ @@ -6911,20 +7076,20 @@ }, { "cell_type": "code", - "execution_count": 410, + "execution_count": 570, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Gender\n", - "Man 46134\n", - "Non-binary 14391\n", - "Woman 3936\n", + "Female 2995\n", + "Male 40737\n", + "Non-conforming 11034\n", "Name: Gender, dtype: int64" ] }, - "execution_count": 410, + "execution_count": 570, "metadata": {}, "output_type": "execute_result" } @@ -6936,14 +7101,14 @@ }, { "cell_type": "code", - "execution_count": 411, + "execution_count": 572, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "df shape after clean Gender: (64461, 16)\n" + "df shape after clean Gender: (64461, 18)\n" ] } ], @@ -6954,16 +7119,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Age" ] }, { "cell_type": "code", - "execution_count": 412, + "execution_count": 575, "metadata": {}, "outputs": [ { @@ -6972,7 +7135,7 @@ "19015" ] }, - "execution_count": 412, + "execution_count": 575, "metadata": {}, "output_type": "execute_result" } @@ -6983,14 +7146,14 @@ }, { "cell_type": "code", - "execution_count": 413, + "execution_count": 577, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" + "
" ] }, "metadata": {}, @@ -7006,7 +7169,7 @@ }, { "cell_type": "code", - "execution_count": 414, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -7016,14 +7179,14 @@ }, { "cell_type": "code", - "execution_count": 415, + "execution_count": 606, "metadata": {}, "outputs": [ { "data": { - "image/png": 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7JPflm978+fPVtWtXTZ8+Xffee69CQ0PVpUsXpaSkZPqcEydOyBjjcT0pXbq0S/955fDhw5KuBuyM78Prr78uY4yOHz/u8pyM/TscDq1du1YtWrTQ+PHjVbt2bZUoUUJ9+vTRmTNnst2bp/fp2LFjtt6/jOtcoUKFrjk8NTU1034yW7c8DTt8+LBOnjypQoUKub2vKSkpbutWVj6Dx44dU0REhFtdxmHOZXr33Xe7zXv+/Plu8w4MDFSRIkVchoWEhGjDhg2qWbOmBg8erNtvv12lS5fWsGHDsvTLErKm4PVLAOSWmTNnyhijhQsXauHChW7jZ8+erdGjR2d6ZWdmihUrZu0Z+uc//+mxpnz58i6PPV304EmJEiW0ceNGpaWl2QqRxYsXV0BAQKahuHjx4pKuXmxy7tw5JSQkKCoqyhp/rQsaclNYWJguX76s48ePu3xxXytspbdmzRprT4ynL9otW7Zo9+7dqlq1qjX+8OHDKlOmjFVz+fJlt3BRvHhx1ahRQ2PGjPE4X2co8aR48eKaPHmyJk+erOTkZC1ZskQDBw7UkSNHtGLFCo/PKVasmHx8fDzev/LQoUPWdKWre6CkqxcEpb9i+lqhNjuc83vnnXdUt25djzUZw5Gn9TwqKsoK8nv37tWCBQs0fPhw/fnnn5o6dWq2evM0n7CwsCy9f7kh/bqVUcZ1uXjx4goLC8t0XcjOrYrCwsI8fmY8zVuSFi5c6PL5z0xm263q1atr3rx5MsZox44diouL08iRIxUQEKCBAwfa7h/uCJCAl1y5ckWzZ8/Wrbfeat0fML2lS5fqjTfe0PLly9W2bVuP08i4t8wpMDBQMTEx2rZtm2rUqGHtocgJrVq10ieffKK4uDhbh7Hbtm2r1157TWFhYW7hNT3nF0L64GGM0Ycffpj9pm9Aw4YNNX78eM2fP1/PPvusNXzevHlZev6MGTPk4+OjhIQEhYSEuIw7ePCgnnzySc2cOVMTJ05UgwYNJF3dQ1i7dm2rbuHChW5XVrdt21bLli3TrbfeqmLFimX35SkyMlK9e/fW2rVrtWnTpkzrChcurHvuuUcJCQmaOHGiAgICJF3dw/rRRx+pbNmyqlSpkiRZV/Tu2LFDd999tzWNzz//3G26dvYWZ1S/fn0VLVpUu3fvVu/evbM1jYwqVaqkoUOHatGiRfr+++9zZJpOTZo00dixY/X999+7LN/4+Hg5HA7FxMTk6PzSq1y5siIiIrRgwQL17dvXGp6cnKzNmze7/MLRtm1bzZs3T1euXNE999yTI/OPiYnRkiVLdPjwYSvUX7lyxeUUDklq0aKFChYsqJ9//jnLp9Vci8Ph0B133KFJkyYpLi4ux5fpzYwACXjJ8uXLdejQIb3++utq1KiR2/hq1arp3Xff1YwZMzINkMHBwYqKitK///1vNWnSRKGhoSpevLiio6P11ltv6b777tP999+vZ599VtHR0Tpz5oz279+vzz//3O18q6zq1KmTZs2apWeeeUZ79uxRTEyM0tLS9PXXX+u2226zzuXM6IUXXtCiRYvUoEEDvfjii6pRo4bS0tKUnJysVatWqV+/frrnnnvUrFkzFSpUSJ06ddLLL7+s1NRUTZkyRSdOnMhWvzeqZcuWql+/vvr166fTp0/rzjvv1FdffWXdCPxae2GPHTumf//732rRooUefPBBjzWTJk1SfHy8xo4dq9tvv12dOnXSG2+8oQIFCqhx48batWuX3njjDYWEhLjMa+TIkVq9erXq1aunPn36qHLlykpNTVVSUpKWLVumqVOnqmzZsm7zO3XqlGJiYtS5c2dVqVJFwcHB2rp1q1asWKGHHnromu/F2LFj1axZM8XExKh///4qVKiQ3n//ff3www/65JNPrPDfunVrhYaGqkePHho5cqQKFiyouLg4/fbbb27TdO4pmj9/vm655Rb5+/urevXq1+zDKSgoSO+88466du2q48ePq0OHDipZsqSOHj2q//73vzp69KimTJlyzWns2LFDvXv31iOPPKKKFSuqUKFCWrdunXbs2JHje6pefPFFxcfHq02bNho5cqSioqL0xRdf6P3339ezzz5rBfDc4OPjoxEjRqhXr17q0KGDunfvrpMnT2rEiBEqVaqUy7rVsWNHzZ07V61bt9bzzz+vOnXqyNfXVwcPHtT69ev14IMPqn379rbmP3ToUC1ZskSNGzfWq6++qsDAQL333ntu56hGR0dr5MiRGjJkiH755Re1bNlSxYoV0+HDh/XNN9+ocOHCGjFixDXntXTpUr3//vtq166dbrnlFhljlJCQoJMnT6pZs2a2+sY1eO3yHeAm165dO1OoUCFz5MiRTGs6duxoChYsaFJSUjxehW2MMWvWrDG1atUyfn5+blfq/vrrr6Z79+6mTJkyxtfX15QoUcLUq1fPjB492qpxXoX96aefZrn3CxcumFdffdVUrFjRFCpUyISFhZnGjRubzZs3WzUZr8I2xpizZ8+aoUOHmsqVK5tChQpZtxl68cUXXa7O/Pzzz80dd9xh/P39TZkyZcxLL71kli9fbiS53FqlYcOG5vbbb3frr2vXri5XlV7rKuyM76enK4WPHz9uunXrZooWLWoCAwNNs2bNzJYtW4wk89Zbb2X6Pjmvmr3W1aBTp051ueI1NTXV9O3b15QsWdL4+/ubunXrmq+++sqEhISYF1980eW5R48eNX369DHly5c3vr6+JjQ01Nx5551myJAh5uzZsx7nl5qaap555hlTo0YNU6RIERMQEGAqV65shg0bZs6dO5dpn07/+c9/TOPGjU3hwoVNQECAqVu3rvn888/d6r755htTr149U7hwYVOmTBkzbNgw6xZV6d/bpKQk07x5cxMcHGzdusaYrN/GxxhjNmzYYNq0aWNCQ0ONr6+vKVOmjGnTpo3LOp3Z8j58+LCJjY01VapUMYULFzZBQUGmRo0aZtKkSeby5cvXfC+udRW2p/XSmKtXPXfu3NmEhYUZX19fU7lyZTNhwgSXq62dr33ChAkuz83ss5pZH55MmzbNVKhQwRQqVMhUqlTJzJw50zz44IOmVq1aLnWXLl0yEydOtD6HQUFBpkqVKqZXr15m3759Vl1UVJRp06aN23waNmzodnX9pk2bTN26dY2fn5+JiIgwL730kpk2bZrHZbp48WITExNjihQpYvz8/ExUVJTp0KGDy62ZunbtagoXLuw2759++sl06tTJ3HrrrSYgIMCEhISYOnXquNwaDTfOYYwxeRtZAeCv7+OPP9bjjz+uTZs2qV69erk6r82bN6t+/fqaO3euOnfunKvzws3l5MmTqlSpktq1a6dp06Z5ux38hRAgAeA6PvnkE/3vf/9T9erV5ePjoy1btmjChAmqVavWNW+Xkx2rV6/WV199pTvvvFMBAQH673//q3HjxikkJEQ7duywLlAB7EpJSdGYMWMUExOjsLAwHThwQJMmTdJPP/2kb7/91rqCH8gKzoEEgOsIDg7WvHnzNHr0aJ07d06lSpVSbGysRo8enePzKlKkiFatWqXJkyfrzJkzKl68uFq1aqWxY8cSHnFD/Pz8lJSUpOeee07Hjx9XYGCg6tatq6lTpxIeYRt7IAEAAGALNxIHAACALQRIAAAA2EKABAAAgC1cRINckZaWpkOHDik4ODjLfyIPAAB4lzFGZ86cUenSpa/5hxIIkMgVhw4dUrly5bzdBgAAyIbffvvN41+zciJAIlcEBwdLuroCFilSxMvdAACArDh9+rTKlStnfY9nhgCJXOE8bF2kSBECJAAAfzHXO/2Mi2gAAABgCwESAAAAthAgAQAAYAsBEgAAALYQIAEAAGALARIAAAC2ECABAABgCwESAAAAtnAjcQB54vDhwzp16pS328hTISEhCg8P93YbAJDjCJAAct3hw4f1xJNddOnPi95uJU/5FvLTR3PiCZEA/nYIkABy3alTp3Tpz4u6cEtDpfmHeLsdj3wunFTAr1/qQvkGSgsoeuPTSz0l/bJBp06dIkAC+NshQALIM2n+IUorXNzbbVxTWkDRfN8jAHgbF9EAAADAFgIkAAAAbCFAAgAAwBYCJAAAAGwhQAIAAMAWAiQAAABsIUACAADAFgIkAAAAbCFAAgAAwBYCJAAAAGwhQAIAAMAWAiQAAABsIUACAADAFgIkAAAAbCFAAgAAwBYCJAAAAGwhQAIAAMAWAiQAAABsIUACAADAFgIkAAAAbCFAAgAAwBYCJG5qqamp2rt3r1JTU73dCoBs4DMMeAcBEje15ORk9ezZU8nJyd5uBUA28BkGvIMACQAAAFsIkAAAALCFAAkAAABbCJAAAACwhQAJAAAAWwiQAAAAsIUACQAAAFsIkAAAALCFAAkAAABbCJAAAACwhQAJAAAAWwiQAAAAsIUACQAAAFsIkAAAALCFAAkAAABbCJAAAACwhQAJAAAAWwiQAAAAsIUAeZNLSkqSw+HQ9u3bvd0KAAD4iyjo7QZgX2xsrGbPnq1evXpp6tSpLuOee+45TZkyRV27dlVcXJx3GswljRo1chuWmJiY7ToAN4ec3nZQd2N1MTExMsZYjx0Oh9avX+9W9/DDD+vYsWPW47CwMC1atMitrmPHjkpJSbEeR0REaN68edme3sCBA7Vlyxbrcd26dTVu3Di3uqFDh2rjxo3W4/vuu0+jR492q3v99de1fPly63GrVq00YMAAt7rx48dr2bJl1uPWrVvr5ZdfdqubOHGili5daj1u27at+vfv71aX29gD+RdVrlw5zZs3TxcuXLCGpaam6pNPPlFkZKQXO8sdnjZMnoZntQ7AzSGntx3U3Xhd+vAoScYYj3Xpw54kHTt2zGNd+vAoSSkpKTc0vfThUZK2bNnisS59eJSkjRs3eqxLHx4lafny5R7r0odHSVq2bJnHuvThUZKWLl3qle84AuRfVO3atRUZGamEhARrWEJCgsqVK6datWpZw1asWKH77rtPRYsWVVhYmNq2bauff/75mtPevXu3WrduraCgIIWHh+vJJ5/UH3/8kWuv5Xqu98Fwjs9qHYCbQ05vO6ijLj/VORwOj3V5xWEy/iqAfC82NlYnT55Uw4YN9cUXX2jNmjWSpKZNm6pt27ZKTExU0aJFFRcXp0WLFsnhcKh69eo6d+6cXn31VSUlJWn79u3y8fFRUlKSypcvr23btqlmzZr6/fffVaNGDT399NPq0qWLLly4oAEDBujy5ctat25dlns8ffq0QkJCdOrUKRUpUiTbrzX9ByIgIMDtMED6PbDppT9skvFDlX7c3r171bNnT02bNk2VKlXKdp+4Nuf7fK7qP5RWuLi32/HI59wfKrx7SY716Jwe61buyuwzfK3P/bW+aKnLfl14eLjmz59vPX7sscd0+PBht7rSpUvr448/th537txZhw4dcqurVq2a3n33Xetx79699cMPP7jV1apVS5MmTbIev/jii9q2bVu2p9e+fXs9//zz1uO33npLn332mVvdI488on/+85/W4/fee0+ffvqpW1337t3VpUsX63F8fLxmzpwpSQoODtaZM2ckST169NCTTz5p1c2ZM0czZsyQJBUtWlQnT56UJD399NN6/PHHrbq5c+fqww8/lJQzh7Oz+v1NgPwLcgbI6dOnq2zZsvrpp5/kcDhUpUoV/fbbb3rqqaesAJnR0aNHVbJkSe3cuVPVqlVzC5Cvvvqqvv76a61cudJ6zsGDB1WuXDnt2bMn0y/Cixcv6uLFi9bj06dPq1y5cjkaIHPq3BxPAXLIkCGKiorKdp+4tgMHDmjMmDE3ZYBk3cpdznXrWgEyP53/Rx11uV13o+f8ZzVAchHNX1jx4sXVpk0bzZ49W8YYtWnTRsWLu37x/fzzz3rllVe0ZcsW/fHHH0pLS5MkJScnq1q1am7T/O6777R+/XoFBQW5jfv5558zDZBjx47ViBEjcuBVeceYMWO83QL+pli3AOSUjIetvYkA+RfXvXt39e7dW9LV3ecZPfDAAypXrpw+/PBDlS5dWmlpaapWrZr+/PNPj9NLS0vTAw88oNdff91tXKlSpTLtY9CgQerbt6/12LkH8q+CvUS5y7mX6GbEupW7buZ1Czef/HTQmAD5F9eyZUsrDLZo0cJl3LFjx/Tjjz/qgw8+0P333y9JbleNZVS7dm0tWrRI0dHRKlgw66uHn5+f/Pz8bHZvT6tWrdzOgfSkUaNGWT6vxykqKorz1JArWLe8L6vbBOpurO6xxx5zOwfSk86dO7udA+lJ79693c5Z9OTFF190OwfyRqb31ltvuZ0D6cl7773ndg6kJ/Hx8W7nQDqlPwdyzpw5budAOqU/B3Lu3Llu50A6tW3b1mMPuYFzIP+CnOdALl68WNLVvX2SrHMV2rVrp6JFi2rmzJkqWbKkWrVqpWHDhik5OVkDBw7U1q1b9dlnn6ldu3Zu50AeOnRINWvWVMOGDfXSSy+pePHi2r9/v+bNm6cPP/xQBQoUyFKPOXURjZS1AJiYmJjluvS4iCZvcBEN61ZuudZnOKe3HdRR91eou1FZ/f7mNj5/A0WKFPG4kH18fDRv3jx99913qlatml588UVNmDDhmtMqXbq0Nm3apCtXrqhFixaqVq2ann/+eYWEhMjHxzury/U+EM7xWa0DcHPI6W0HddT9FeryCgHyLyguLs7a++jJ4sWLrSuwmzZtqt27dys1NVX//e9/1bBhQxlj1K5dO0lSdHS0jDGqWbOm9fyKFSsqISFBJ06c0Pnz5/Xjjz9q0qRJXj15N7MPRsbhWa0DcHPI6W0HdTdel/G7xOFweKwLCwtzGRYWFuaxLiIiwmVYRETEDU2vbt26LsPq1q3rse6+++5zGXbfffd5rMt4ulWrVq081rVu3dplWOvWrT3WZTxM7bx9X17jEDZyRU4ews5NHMLOGxzCZt3KLXyGgZzFIWwAAADkCgIkAAAAbCFAAgAAwBYCJAAAAGwhQAIAAMAWAiQAAABsIUACAADAFgIkAAAAbCFAAgAAwBYCJAAAAGwhQAIAAMAWAiQAAABsIUACAADAFgIkAAAAbCFAAgAAwBYCJAAAAGwhQAIAAMAWAiQAAABsIUDiphYZGalp06YpMjLS260AyAY+w4B3FPR2A4A3+fv7q1KlSt5uA0A28RkGvIM9kAAAALCFAAkAAABbCJAAAACwhQAJAAAAWwiQAAAAsIUACQAAAFsIkAAAALCFAAkAAABbCJAAAACwhQAJAAAAWwiQAAAAsIUACQAAAFsIkAAAALCFAAkAAABbCJAAAACwhQAJAAAAWwiQAAAAsIUACQAAAFsIkAAAALCFAAkAAABbCJAAAACwpaC3GwBw8/BJPeXtFjLlc+Gky/83PL18/FoB4EYRIAHkupCQEPkW8pN+2eDtVq4r4Ncvc2xavoX8FBISkmPTA4D8ggAJINeFh4froznxOnXq5torFxISovDwcG+3AQA5jgAJIE+Eh4cTpgDgb4KLaAAAAGALARIAAAC2ECABAABgCwESAAAAthAgAQAAYAsBEgAAALYQIAEAAGALARIAAAC2ECABAABgCwESAAAAthAgAQAAYAsBEgAAALYQIAEAAGALARIAAAC2ECABAABgCwESAAAAthAgAQAAYAsBEgAAALYQIAEAAGALARIAAAC2ECABAABgS0FvNwDg5nD48GGdOnXK223kqZCQEIWHh3u7DQDIcQRIALnu8OHDeuLJLrr050Vvt5KnfAv56aM58YRIAH87BEgAue7UqVO69OdFXbilodL8Q7zdjkc+F04q4NcvdaF8A6UFFL3x6aWekn7ZoFOnThEgAfztECAB5Jk0/xClFS7u7TauKS2gaL7vEQC8jYtoAAAAYAsBEgAAALYQIAEAAGALARIAAAC2ECABAABgCwESAAAAthAgAQAAYAsBEgAAALYQIAEAAGALARIAAAC2ECABAABgCwESAAAAthAgAQAAYAsBEgAAALYQIAEAAGALARIAAAC2ECABAABgCwESAAAAthAgAQAAYAsBEgAAALYQIHFTS01N1d69e5WamurtVgBkA59hwDsIkLipJScnq2fPnkpOTvZ2KwCygc8w4B22A6QxRgcOHNCFCxdyox8AAADkc9kKkBUrVtTBgwdzox8AAADkc7YDpI+PjypWrKhjx47lRj8AAADI57J1DuT48eP10ksv6YcffsjpfgAAAJDPFczOk5544gmdP39ed9xxhwoVKqSAgACX8cePH8+R5gAAAJD/ZCtATp48OYfbAAAAwF9FtgJk165dc7oPAAAA/EVk+z6QP//8s4YOHapOnTrpyJEjkqQVK1Zo165dOdYcAAAA8p9sBcgNGzaoevXq+vrrr5WQkKCzZ89Kknbs2KFhw4blaIMAAADIX7IVIAcOHKjRo0dr9erVKlSokDU8JiZGX331VY41BwAAgPwnWwFy586dat++vdvwEiVKcH9IAACAv7lsBciiRYvq999/dxu+bds2lSlT5oabAgAAQP6VrQDZuXNnDRgwQCkpKXI4HEpLS9OmTZvUv39/denSJad7BAAAQD6SrQA5ZswYRUZGqkyZMjp79qyqVq2qBg0aqF69eho6dGhO9wgAAIB8JFv3gfT19dXcuXM1cuRIbdu2TWlpaapVq5YqVqyY0/0BAAAgn8lWgHS69dZbdeutt+ZULwAAAPgLyHKA7Nu3b5Yn+uabb2arGQAAAOR/WQ6Q27Ztc3n83Xff6cqVK6pcubIkae/evSpQoIDuvPPOnO0QAAAA+UqWA+T69eutn998800FBwdr9uzZKlasmCTpxIkT6tatm+6///6c7xIAAAD5Rrauwn7jjTc0duxYKzxKUrFixTR69Gi98cYbOdbc38HixYtVoUIFFShQQC+88EKezz86OlqTJ0/O8/nmho8//liNGjWy/n388cce68aOHetSN3bs2DzuFEB+0qtXL5dtQq9evTzWPffccy51zz33nMe60aNHu9SNHj3aY13fvn1d6jI7FSyr26z4+HiXuvj4eI9148aNc6kbN27cDdWNHz/epW78+PEe67K6jV66dKlL3dKlSz3WffPNNy5133zzjce6H374waXuhx9+8Fi3atUql7pVq1Z5rPv2229d6r799tsbmu+OHTtc6nbs2OGxLikpSU2aNFGjRo3UpEkTJSUleaxLTk5Ws2bN1KhRIzVr1kzJycke63Kbwxhj7D4pODhY//73v9W4cWOX4evWrdODDz6oM2fOZGk6sbGxmj17tsaOHauBAwdawxcvXqz27dsrG63lO+Hh4erWrZv69Omj4OBgBQcH5+n8jx49qsKFCyswMDBP53v69GmFhITo1KlTKlKkyA1Pr1GjRpmOS0xMtF3ntHfvXvXs2VPTpk1TpUqVst8grsn5Pp+r+g+lFS7u7XY88jn3hwrvXpJjPTqnx7qVu673Gc7pbQd11OVGXUxMjMfM43A4XI4AN27cWGlpaW51Pj4+WrduXabzsiOr39/Z2gPZvn17devWTQsXLtTBgwd18OBBLVy4UD169NBDDz1ka1r+/v56/fXXdeLEiey0kq+dPXtWR44cUYsWLVS6dOlsh8c///wz2z2UKFEiz8NjTsv4AQwNDfU4/lof1KyMB/D3ktVtwl+trmjRovm6v6xuoyMjI7NUd++992aprk2bNlmqq1ChQpbq7rvvvhydb4sWLTzWpQ+Pfn5+6tWrl/z8/CRJxhjFxMRIcg2PgYGB+te//mV9v6elpbnt1Mtt2QqQU6dOVZs2bfTEE08oKipKUVFRevzxx9WqVSu9//77tqbVtGlTRUREXPMw46JFi3T77bfLz89P0dHRbofJo6Oj9dprr6l79+4KDg5WZGSkpk2bdt1579q1S23atFGRIkUUHBys+++/Xz///LOkqwtj5MiRKlu2rPz8/FSzZk2tWLHCem5SUpIcDocSEhIUExOjwMBA3XHHHfrqq68kXf3NwhkYGzduLIfDYf22kZXXM3r0aMXGxiokJERPP/204uLiVLRoUS1dulSVK1dWYGCgOnTooHPnzmn27NmKjo5WsWLF9K9//UtXrlxxmVb6Q9gOh0PTp09X+/btFRgYqIoVK2rJkiUu81+yZIkqVqyogIAAxcTEaPbs2XI4HDp58uR139Oclv4QyMsvv6zExEQlJCQoMTFRL7/8sjUu/V9Aio2NVWJiovUvNjbWGsfhbODmkP4wdaNGjVy2Cem/2NP/3KRJE5e6Jk2aeKx78sknXeqefPJJj3Vt2rRxqUsfNNLXXWub9cQTT1g/9+/fX4mJiVq8eLESExPVv39/l56cunXr5jK9bt26WeNat26dpbq2bdtaP/fo0cOlrkePHi7TcLrWNnrIkCHWz6+88ooSExMVHx+vxMREvfLKK9a49N+Hb7/9thITEzV27FglJibq7bfftsal/26YPn26EhMT9dJLLykxMVHTp0+3xqXPJCNHjrTGJyYmauTIkda4t956y/r53XffVWJiokaPHq3ExES9++671rh58+Zlab4JCQnWz9OmTVNiYqIGDRqkxMREl3yyatUqKzzOmzdPK1euVKdOnbRy5UprXsYYffPNN1Z4XLBggZYtW6aHH35Yy5Yt04IFCyRdzS15eTg7W4ewnc6dO6eff/5ZxhhVqFBBhQsXtvX82NhYnTx5Ul27dlXnzp21b98+lS1b1uUQ9nfffac6depo+PDheuyxx7R582Y999xzev/9960PWXR0tM6cOaNRo0apefPmWrhwoYYMGaJdu3apSpUqHuf9v//9TzVq1FCjRo00aNAgFSlSRJs2bVK9evVUuXJlTZo0ScOHD9cHH3ygWrVqaebMmZo0aZJ27dqlihUrKikpSeXLl1eVKlU0ceJEVaxYUUOGDNHWrVu1f/9+paWlKSkpSZUrV9aiRYtUr149hYaGaufOnVl6PSdOnNArr7yidu3aSZI2btyonj17qlGjRnr99dd15swZPfTQQ7rzzjtVtGhRDRs2TL/88osefvhhxcfH67HHHrOm9cILL1jnXzocDpUtW1bjx4/X3XffrXfeeUczZ87UgQMHFBoaqqSkJFWqVEnPP/+8nnrqKW3btk39+/fX//73P504ccLtN1+nixcv6uLFi9bj06dPq1y5cjd8CDv9Rjb97n5P47Nal3688/DXkCFDFBUVle0+cW0HDhzQmDFjbspD2Kxbucu5bmU8hJ0b2w7qqMutOj8/P61cudKtrkWLFi7frYGBgVq2bJlbXevWrXX+/Hn5+vpq9erVbuPtyOoh7Bu6kXjhwoVVo0aNG5mEpKuHxGvWrKlhw4ZpxowZLuPefPNNNWnSxPoNpVKlStq9e7cmTJjg8lta69atrROeBwwYoEmTJikxMTHTAPnee+8pJCRE8+bNk6+vrzVtp4kTJ2rAgAHq2LGjJOn111/X+vXrNXnyZL333ntWXf/+/a3fKkeMGKHbb79d+/fvV5UqVVSyZElJV3fnR0RE2Ho9jRs3dvntcuPGjbp06ZKmTJli3by9Q4cOmjNnjg4fPqygoCBVrVpVMTExWr9+vRUgPYmNjVWnTp0kSa+99preeecdffPNN2rZsqWmTp2qypUra8KECZKkypUr64cfftCYMWMynZ50dc/eiBEjrllzIzIeEnFyruQ36nqvD8gu1i3khMx+eQ8ODs7ydQe5Kavb6IyHrZ1KlSql33//3Xqc8bC101133eVyUUvGw8dOzZs3d7lIJuNha6eoqCgdOHDAepzxsLXTPffco6+//tr2fDMetnZq3LixyzmL6b//03v88cc1c+ZM63H6vb/pdenSRVOnTtWlS5c8js8N2QqQ586d07hx47R27VodOXLE7YTOX375xfY0X3/9dTVu3Fj9+vVzGf7jjz/qwQcfdBlWv359TZ48WVeuXFGBAgUkySXIOhwORURE6MiRI5KkVq1a6T//+Y+kqyvLrl27tH37dt1///1WeEzv9OnTOnTokOrXr+823//+978uw9LPt1SpUpKkI0eOZBpcs/p67rrrLrfnBgYGuvzln/DwcEVHRysoKMhlmPN1ZyZ9z4ULF1ZwcLD1nD179ujuu+92qa9Tp841pydJgwYNcrnC0LkHMqccP37c4/CcCI+S2EuUy5x7iW5GrFu562ZZtzI7hSg/hEcp69vozA6xpg+PkqzTwTLKeEX0F198oZdeesmtLuMV1vv37/c4vfThUbq6s8aT9OHRznxXrlypQYMGudVlvOAlLi7O2rGT3ty5c10ez5gxQw8//LBbnfOKfE+ZJrdkK0A+9dRT2rBhg5588kmVKlVKDofjhhtp0KCBWrRoocGDB7skcWOM2/Q9HXXP+KY5HA4r2E6fPl0XLlxwqQsICLhuT57mm3FY+vk6x3m6Qupa0/D0ejydDuDpNV7rdWfmWs/Jan8Z+fn5WSf95iTn1ZWStGzZMpfzd9Lvxo+MjLQ2THFxcS7rUFxcnPVzZr8NRkVFcaUscgXrlndUrlxZe/bskSQNHz5cw4cPt8al/zm9UaNGuZyPN2rUKI91M2bMcNkTlPHImdOECRNcQobzyE5G19pmlS1bVgcPHpR09fY36c9NTH/7m3Llyum3336TJM2ePVtdu3a1xs2ePdv6OTAwUOfPn79uXVBQkM6ePStJmjNnjss5lnPmzLF+Ll++vH799VdJ195G169fX5s2bZIkrV271uX80rVr11o/P/DAA/r8888lXb39TfodHulvf5P+u2H//v0uexjTh8VHH33UOkfwyy+/VIMGDaxxX375pfVz+/bt9dlnn0m6enueatWqWePS357nmWee0dSpU6873z59+ljnbO7du9dlG7B3717r58GDB+u1117TxYsXlZKSYh2tlKSUlBTr8PX48eP18ssv6/z58zpy5Ih1hFO6utPKuUwzWxdzQ7YC5PLly/XFF1+47aG7UePGjVPNmjVd3uiqVau6/UawefNmVapUydpbdz1lypRxG1ajRg3Nnj1bly5dcgtURYoUUenSpbVx40aXlW3z5s1Z2ht3LTnxenJTlSpV3M6vyOweWHmhc+fO1kZi/PjxGj9+vMfD1s77o0lXN77pN8DpefpNEMDfzwcffGBtEzJeOJNe+nFr1651CTOZ1c2ZM8clRGVW98UXX+iLL764bt21tlkfffSRVTdx4kRNnDjR42HrOXPmWHWzZs3SrFmzPE5v2bJlWapz3qtRuhpKMgsms2bNsuqutY0eM2aMVTdq1CiNGjXK7bC1JPXr188KkH369JHkfthacv1ueOqppyS5Hz6Wrt7b0xkgX331VUnuh60l6fnnn7cCZO/evSW5H7aWpI4dO1oB8lrzfeihh6wA2bNnT0nuh62dzx07dqyMMerYsaP8/Pz0+OOPa+7cuVZ4dDgcqlOnjnx8fJSWlqZHH31UgYGB6tKli+Lj463w6OPjk+kpArkhW1dhFytWLNPzHW5E9erV9fjjj+udd96xhvXr109r167VqFGjtHfvXs2ePVvvvvuuy/mB2dG7d2+dPn1aHTt21Lfffqt9+/Zpzpw51m+sL730kl5//XXNnz9fe/bs0cCBA7V9+3Y9//zzNzTf3Ho9OaVXr1766aefNGDAAO3du1cLFiywNmw5sac5OzKegJxxw+Qc7+lE5WtNB8DfW1a3CX+1uozhMb/1l9VtdMbwmFldxvCYWV3GEJdZXcbwmFldxvB4o/PNGB6d49evX299v168eFEzZ850CY/O+0CuW7dOPj5XY9v58+c1depUl/CYU/eBzKpsBchRo0bp1VdftRrPSaNGjXI5ZFq7dm0tWLBA8+bNU7Vq1fTqq69q5MiRmZ5wmlVhYWFat26dzp49q4YNG+rOO+/Uhx9+aO2N7NOnj/r166d+/fqpevXqWrFihXV7mxuRW68np5QvX14LFy5UQkKCatSooSlTpli3X8iNQ9RZlZiYaP0W59SzZ0+3D2hiYqLbYeoWLVoQHoGbVGJioipXruwyrHLlyh63HVWrVnUZVrVqVY91TZs2dRnWtGlTj3W1a9d2GVa7du1sb7MSExPVvXt3l2Hdu3f3WNeyZUuXYS1btryhuvSHpaWrF616qsvqNjrjDhPn7Yky1mX8izfjx4/3WJf+NjvS/92GJ2Pd4MGDXYYNHjzYY93EiRNdhk2cOPGG5pv+9kPS/92eKL3169crLi7OOhJZoEABxcXFudxEXLoaIuPj462s4uvrq/j4+DwPj1I2b+NTq1Yt6/Y90dHRboeAv//++xxrEN43ZswYTZ061Tq/Jity+i/R5Bb+Ek3e4C/RsG7lFj7DQM7K1dv4OO9NiL+n999/X3fffbfCwsK0adMmTZgwwTonBAAAIFsBctiwYTndB/KRffv2afTo0Tp+/LgiIyPVr18/Lj4BAACWbN9I/OTJk1q4cKF+/vlnvfTSSwoNDdX333+v8PBwj1c9469j0qRJmjRpkrfbAAAA+VS2AuSOHTvUtGlThYSEKCkpSU8//bRCQ0P12Wef6cCBA9YNLQEAAPD3k62rsPv27avY2Fjt27dP/v7+1vBWrVq53JgTAAAAfz/ZCpBbt25Vr1693IaXKVNGKSkpN9wUAAAA8q9sBUh/f3+dPn3abfiePXtUokSJG24KAAAA+Ve2AuSDDz6okSNH6tKlS5Ku3ik9OTlZAwcO9PhHvgEAAPD3ka0AOXHiRB09elQlS5bUhQsX1LBhQ1WoUEFBQUEaM2ZMTvcIAACAfCRbV2EXKVJEGzdu1Pr16/Xdd98pLS1NtWvXdvvzTgAAAPj7sbUH8sKFC1q6dKn1eNWqVTp06JBSUlK0bNkyvfzyy0pNTc3xJgEAAJB/2NoDGR8fr6VLl6pt27aSrv7h8Ntvv10BAQGSpJ9++kmlSpXSiy++mPOdAgAAIF+wtQdy7ty56t69u8uwjz/+WOvXr9f69es1YcIELViwIEcbBAAAQP5iK0Du3btXlSpVsh77+/vLx+f/JlGnTh3t3r0757oDAABAvmPrEPapU6dUsOD/PeXo0aMu49PS0nTx4sWc6QwAAAD5kq09kGXLltUPP/yQ6fgdO3aobNmyN9wUAAAA8i9bAbJ169Z69dVXPV5pfeHCBY0YMUJt2rTJseYAAACQ/9g6hD148GAtWLBAlStXVu/evVWpUiU5HA799NNPevfdd3X58mUNHjw4t3oFAABAPmArQIaHh2vz5s169tlnNXDgQBljJF39U4bNmjXT+++/r/Dw8FxpFAAAAPmD7b9EU758ea1YsULHjx/X/v37JUkVKlRQaGhojjcH5LbIyEhNmzZNkZGR3m4FQDbwGQa8I1t/ylCSQkNDVadOnZzsBchz/v7+LremAvDXwmcY8A5bF9EAAAAABEgAAADYQoAEAACALQRIAAAA2EKABAAAgC0ESAAAANhCgAQAAIAtBEgAAADYQoAEAACALQRIAAAA2EKABAAAgC0ESAAAANhCgAQAAIAtBEgAAADYQoAEAACALQRIAAAA2EKABAAAgC0ESAAAANhCgAQAAIAtBEgAAADYUtDbDQC4efiknvJ2C5nyuXDS5f8bnl4+fq0AcKMIkAByXUhIiHwL+Um/bPB2K9cV8OuXOTYt30J+CgkJybHpAUB+QYAEkOvCw8P10Zx4nTp1c+2VCwkJUXh4uLfbAIAcR4AEkCfCw8MJUwDwN8FFNAAAALCFAAkAAABbCJAAAACwhQAJAAAAWwiQAAAAsIUACQAAAFsIkAAAALCFAAkAAABbCJAAAACwhQAJAAAAWwiQAAAAsIUACQAAAFsIkAAAALCFAAkAAABbCJAAAACwhQAJAAAAWwiQAAAAsIUACQAAAFsIkAAAALCFAAkAAABbCJAAAACwpaC3GwBwczh8+LBOnTrl7TbyVEhIiMLDw73dBgDkOAIkgFx3+PBhPfFkF13686K3W8lTvoX89NGceEIkgL8dAiSAXHfq1Cld+vOiLtzSUGn+Id5u54b4XDipgF+/1IXyDZQWUDTzutRT0i8bdOrUKQIkgL8dAiSAPJPmH6K0wsW93UaOSAso+rd5LQBgFxfRAAAAwBYCJAAAAGwhQAIAAMAWAiQAAABsIUACAADAFgIkAAAAbCFAAgAAwBYCJAAAAGwhQAIAAMAWAiQAAABsIUACAADAFgIkAAAAbCFAAgAAwBYCJAAAAGwhQAIAAMAWAiQAAABsIUACAADAFgIkAAAAbCFAAgAAwBYCJAAAAGwhQOKmlpqaqr179yo1NdXbrQDIBj7DgHcQIHFTS05OVs+ePZWcnOztVgBkA59hwDsIkAAAALCFAAkAAABbCJAAAACwhQAJAAAAWwiQAAAAsIUACQAAAFsIkAAAALCFAAkAAABbCJAAAACwhQAJAAAAWwiQAAAAsIUACQAAAFsIkAAAALCFAAkAAABbCJAAAACwhQAJAAAAWwiQAAAAsIUACQAAAFsIkAAAALCFAAlFR0dr8uTJ3m7jupKTk9WsWTM1atRIzZo1U3Jysse6gwcPqmXLloqJiVHLli118ODBPO4UQH6SkJCgRo0aWf8SEhI81n355ZcudV9++aXHuo0bN7rUbdy40WPdjh07XOp27NjhsS4pKUlNmjRRo0aN1KRJEyUlJd1QXVbnu3fvXpe6vXv3eqzL6rY3JSVF7du3V7NmzdS+fXulpKR4rMvqNvrs2bMaMmSIunXrpiFDhujs2bM3NN+c7u/48eOKjY3VAw88oNjYWB0/ftxj3aFDh9S2bVs1adJEbdu21aFDh26o7sKFC5o8ebL69++vyZMn68KFCx7rcpvDGGO8MuebVGxsrGbPnu02fN++fapQoYIXOroaIF944QW98MILOTbN06dPKyQkRKdOnVKRIkVueHqNGzdWWlqa23AfHx+tW7fOetykSRNduXLFra5AgQJau3at2/C9e/eqZ8+emjZtmipVqnTDfcIz5/t8ruo/lFa4uLfbuSE+5/5Q4d1LrvtanHWsW7nrep/hRo0aZfrcxMREr9fFxMTI09eww+HQ+vXrbdfldH9Z3fa2bNlSqampbnX+/v5asWKF9Tir2+hnnnlGP/30k1tdlSpVNHXqVNvzzen+HnroIY+BMTQ01OUXlGbNmunSpUtudb6+vlq9erXtuiFDhmjTpk1udfXr19eYMWPchmdHVr+/2QPpBS1bttTvv//u8q98+fLebivfSr8BCwwM1L/+9S8FBgZKktLS0tS4cWNJrh/8IkWKqF+/ftbKf+XKFTVp0sQL3QPwlowhKSIiwuP4jHXVq1fPUl3NmjWzVNeiRQuPdelDoZ+fn3r16iU/Pz9JkjFGMTExtuqyOt/0dT4+PurYsaN8fHzc6rK67U0fziIiIjRs2DDrvU5NTVXLli0lZX0b7QyPDodDzZs31/Tp09W8eXM5HA799NNPeuaZZ2zNN6f7Sx8eq1atqjfeeENVq1aVdHWv5EMPPSTJNRSGhoZq0KBBCg0NlSRdunRJzZo1s1XnDI++vr7q3LmzPvroI3Xu3Fm+vr7atGmThgwZorxUME/nBklXNwAZN2SS9Pnnn2v48OHatWuXSpcura5du2rIkCEqWPDqYnI4HJo6dao+//xzrVu3TlFRUZo5c6ZKlCihp556Slu3blWNGjX00Ucf6dZbb5Uk/fzzz+rbt6+2bNmic+fO6bbbbtPYsWPVtGnTTPs7deqUXnrpJS1evFipqam66667NGnSJN1xxx2584ZcQ3JysrUBW7BggUqWLClJevjhh3XkyBE9+uijSktL0/fff2998BcuXKjixa/uGXrggQf0xx9/qEOHDrpy5YoOHjyosmXL5vnrAJC30u8FGjx4sJo3b249XrVqlV577TVJsv6XpPHjx6tOnTrW42+++UYvv/yyJOmtt96yhk+cOFF33XWX9fjbb79V//79JUkzZ860hqffKzpo0CBrb6mzB2conDdvnvWd0KlTJ6WkpKhjx44yxmjLli1Zqlu1alWW5rt06VKrLj4+XpGRkZKuhrbk5GR16dJF0tXD9FnZ9u7YscMKZ4sXL1bRokUlXQ29J0+eVLt27ZSamqoffvghS9vo/fv3W+Fx+fLl8vf3t5Zh37591apVK/30009KSkrK0nx/+umnHO3vp59+ssLj0qVLFRQUJEm68847dfbsWbVt21bHjx/X3r17rVCYkJBgBcIWLVpYIfPSpUv64YcfslSXlJRkhccvvvhChQoVkiT17NlTsbGxatOmjTZt2qQLFy4oICBAeYEAmU+sXLlSTzzxhN5++23df//9+vnnn60P/LBhw6y6UaNG6c0339Sbb76pAQMGqHPnzrrllls0aNAgRUZGqnv37urdu7eWL18u6eo5JK1bt9bo0aPl7++v2bNn64EHHtCePXusDUd6xhi1adNGoaGhWrZsmUJCQvTBBx+oSZMm2rt3r7VyZ3Tx4kVdvHjRenz69OkceV969Ogh6epvv84NmFPJkiUVGBio8+fPq2/fvpKu/tbo/OA7FS9eXMHBwTpz5oyeeuopl8MVTgcOHMiRfuHZzfz+3syvPS9k9v6+/fbb1s/pw6PzsTM4pg9e6cNjxsefffaZ9XP68JjxcXx8vPVzxkPq6R875+9ph0JERIT8/Px08eJFDRw4MEt16YPwteY7ceJESVf3PGb8DoiMjJSPj4/S0tI0dOhQSdff9vbp08fqxRnOnIoWLaqIiAilpKSod+/ekq6/jX766aclXd0r5wyPTv7+/mratKlWr15tfTdcb77OvZU51Z9zelWrVrXCo1NQUJBuu+02/fjjj9b3d2hoqNv3pnPY8ePHrfler875eh955BErPDoVKlRIHTp00CeffKIPPvggR09HuxYCpBek/61Fklq1aqXDhw9r4MCB6tq1qyTplltu0ahRo/Tyyy+7BMhu3brp0UcflSQNGDBA9957r1555RXrUMXzzz+vbt26WfV33HGHy57D0aNH67PPPtOSJUusFTe99evXa+fOnTpy5Ih1iGTixIlavHixFi5caH0oMho7dqxGjBiR3bckU87fzJwfnoy6dOnicj6Mc+OTUbdu3fT222+7hNz0curcESAj1i3v8nS0R5LCwsJ07Ngx63HGw9ZOVapUcTkXL+Nha6fbb79du3btsh5nPHzs1LhxY5dzB2NjYz3WPf744y57M7Nal9X5Or9HMmrfvr0WLVpkPc7qtrdXr14e63r06OHyGbjeNtq5tzWz/h555BGtXr3a2luY1fnmVH/pn5dZnXOv9bXm2717dyvMZ6XO+Xpbt27tsa5169b65JNP8vSiUQKkF8TExGjKlCnW48KFC6tChQraunWry4p85coVpaam6vz589Z5JzVq1LDGh4eHS3Ld8IWHhys1NVWnT59WkSJFdO7cOY0YMUJLly7VoUOHdPnyZV24cCHTq+i+++47nT17VmFhYS7DL1y4oJ9//jnT1zRo0CBrL6B0dQ9kuXLlsvJ2XJOvr68uXbqkGTNm6OGHH3Ybn/63fUn68MMP9cADD7jVzZo1S5KsUJzRkCFDFBUVdcP9wrMDBw7ctEGKdSt3XW/dyuxK2/ThUZJ27tzpsS7jhRzbt2/3WJc+PEpXjyoNGjTIrS59iJOkuLg4derUya1u7ty52arL6nwXLFhg7U1LL/2eVklZ3vZ+8MEH1rmYGZ+f3vW20Q6HQ8YYLViwQIMHD3ar+/TTTyVdvajlypUrWZ5vTvWX/nl33nnndes++OADj6E+fejPSp3z9S5btszjjpxly5ZJUp6eokWA9AJnYEwvLS1NI0aMsE6+TS/9bnxfX1/rZ4fDkekw57krL730klauXKmJEyeqQoUKCggIUIcOHfTnn3967C0tLU2lSpVyuQrPKePu//T8/PwyDWc3YsaMGerSpYvOnz+vI0eOuBxKOXLkiM6fPy9JevPNN9W3b1+dPn1af/zxh8shiD/++ENnzpyRJE2fPt3jfKKiorhSFrmCdcs7+vTpY+0xWrVqlds5kE7Nmze3Hn/zzTdu50A6tW/f3gpX3377rds5kE5dunSxwtXevXtdln362+QMHjxYr732mi5evKiUlBSXPaUpKSnW0ZJx48Zp4MCB161zTu968+3fv78mTpyotLQ0JScnuxzGTn/O+ejRozV06NDrbnvffvtt9enTRykpKTp58qTL98TJkyetAP/uu++qd+/e191Gf/jhh3rqqae0evVq9e3b1+X7LzU1VWvWrJF09bshNjb2uvOdOnWqnnnmmRzrzzm93bt36+zZsy5HE8+ePasff/xR0tXzUHv27Knjx4/r+PHjLoenncPSz/d6dc7X++mnnyo2NtblMPaff/6phQsXSsp8T2ZuIEDmE7Vr19aePXty/FY+//nPfxQbG6v27dtLurqCZ3bvMGcfKSkpKliwoKKjo3O0l+xIf07Oo48+qsDAQGsD7dyA+fj4qHbt2tZvaB06dFBwcLC6deumWbNmWR/8AgUKcAENcJN46KGHrAD52muv6bXXXnM7bC1dDV7OAOk89JjxsLV09fQgZ4B0XjCT8bC1dPWQozNAOvcUZTx8LF0NrmPHjpUxRh07dpSfn58ef/xxzZ071wqFDodDdevWtfbKXasu/Xmd15pv27ZtrUOnXbp0kY+PjxWO09+u57777svStrdGjRry9/dXamqq2rVrp4iICPXo0UMzZsywwpm/v7+qVauWpW10hQoVrPe/VatWatq0qR555BF9+umnWrNmjYwxqlKliqKjo7M03ypVquRof1WqVLHOS2zbtq1uu+02q84ZHkNDQ1WpUiXrCNpDDz2k0NBQde/eXTNnzrRCoa+vr6pVq5aluujoaNWvX1+bNm1SmzZt1KFDB7Vu3VrLli3TwoULdenSJdWvXz/PLqCRuA9knouNjdXJkye1ePFil+ErV65U27ZtNWTIED3yyCPy8fHRjh07tHPnTo0ePVrS1Y3EZ599pnbt2km6elPZ8uXLa9u2bdZ5OYmJiYqJidGJEydUtGhRtW/fXklJSZo1a5YcDodeeeUVJSYmqnv37tbNw9PfB9IYowYNGujMmTN6/fXXVblyZR06dEjLli1Tu3bt3E4ezwz3gUR63AeSdSu3cB9I7gPJfSC5D+RNrUWLFlq6dKlWr16tu+++W3Xr1tWbb755w+dOTZo0ScWKFVO9evX0wAMPqEWLFqpdu3am9Q6HQ8uWLVODBg3UvXt3VapUSR07dlRSUpJ1zqU3rFu3TvHx8dbhel9fX8XHx7v9dr127Vp99NFH8vf3l8PhkL+/vz766COP4RHA319iYqJ1pbBTnz593E7TSUxM1MiRI12GjRw50mOd85d6p9GjR3usS3/RhXT1cG/GuvXr1ysuLk4FChSQdDWoxMXFuYRCO3VZnW9iYqKmTZvmMmzatGludVnd9q5YsULz5s1TsWLF5Ovrq2LFimnevHlud73I6jZ66tSpWrp0qerXr6/y5curfv36Wrp0qUt4tDPfnO4vISFBCQkJio6OVnBwsKKjo61h6a1evVoff/yxgoKCVKBAAQUFBenjjz92CYV26saMGaPly5dbO3TatWun5cuXe+Ucc/ZAIlfk9B7I3MIeyLzBHkjWrdzCZxjIWeyBBAAAQK4gQAIAAMAWAiQAAABsIUACAADAFgIkAAAAbCFAAgAAwBYCJAAAAGwhQAIAAMAWAiQAAABsIUACAADAFgIkAAAAbCFAAgAAwBYCJAAAAGwhQAIAAMAWAiQAAABsIUACAADAFgIkAAAAbCFAAgAAwBYCJAAAAGwhQOKmFhkZqWnTpikyMtLbrQDIBj7DgHcU9HYDgDf5+/urUqVK3m4DQDbxGQa8gz2QAAAAsIUACQAAAFsIkAAAALCFAAkAAABbCJAAAACwhQAJAAAAWwiQAAAAsIUACQAAAFsIkAAAALCFAAkAAABbCJAAAACwhQAJAAAAWwiQAAAAsIUACQAAAFsIkAAAALCFAAkAAABbCJAAAACwhQAJAAAAWwiQAAAAsIUACQAAAFsKersBADcPn9RT3m7hhvlcOOnyf6Z1f4PXCgCZIUACyHUhISHyLeQn/bLB263kmIBfv7xujW8hP4WEhORBNwCQtwiQAHJdeHi4PpoTr1Onbq69ciEhIQoPD/d2GwCQ4wiQAPJEeHg4YQoA/ia4iAYAAAC2ECABAABgCwESAAAAthAgAQAAYAsBEgAAALYQIAEAAGALARIAAAC2ECABAABgCwESAAAAtvCXaJArjDGSpNOnT3u5EwAAkFXO723n93hmCJDIFWfOnJEklStXzsudAAAAu86cOaOQkJBMxzvM9SImkA1paWk6dOiQgoOD5XA4vN1OvnP69GmVK1dOv/32m4oUKeLtdiCWSX7D8shfWB75S24uD2OMzpw5o9KlS8vHJ/MzHdkDiVzh4+OjsmXLeruNfK9IkSJsjPMZlkn+wvLIX1ge+UtuLY9r7Xl04iIaAAAA2EKABAAAgC0ESMAL/Pz8NGzYMPn5+Xm7Ffx/LJP8heWRv7A88pf8sDy4iAYAAAC2sAcSAAAAthAgAQAAYAsBEgAAALYQIAEAAGALARLIJWPHjtXdd9+t4OBglSxZUu3atdOePXtcaowxGj58uEqXLq2AgAA1atRIu3bt8lLHf39TpkxRjRo1rJvv3nvvvVq+fLk1nuXhXWPHjpXD4dALL7xgDWOZ5J3hw4fL4XC4/IuIiLDGsyzy3v/+9z898cQTCgsLU2BgoGrWrKnvvvvOGu/NZUKABHLJhg0b9M9//lNbtmzR6tWrdfnyZTVv3lznzp2zasaPH68333xT7777rrZu3aqIiAg1a9bM+lviyFlly5bVuHHj9O233+rbb79V48aN9eCDD1obXJaH92zdulXTpk1TjRo1XIazTPLW7bffrt9//936t3PnTmscyyJvnThxQvXr15evr6+WL1+u3bt364033lDRokWtGq8uEwMgTxw5csRIMhs2bDDGGJOWlmYiIiLMuHHjrJrU1FQTEhJipk6d6q02bzrFihUz06dPZ3l40ZkzZ0zFihXN6tWrTcOGDc3zzz9vjOEzkteGDRtm7rjjDo/jWBZ5b8CAAea+++7LdLy3lwl7IIE8curUKUlSaGioJOnXX39VSkqKmjdvbtX4+fmpYcOG2rx5s1d6vJlcuXJF8+bN07lz53TvvfeyPLzon//8p9q0aaOmTZu6DGeZ5L19+/apdOnSKl++vDp27KhffvlFEsvCG5YsWaK77rpLjzzyiEqWLKlatWrpww8/tMZ7e5kQIIE8YIxR3759dd9996latWqSpJSUFElSeHi4S214eLg1Djlv586dCgoKkp+fn5555hl99tlnqlq1KsvDS+bNm6fvv/9eY8eOdRvHMslb99xzj+Lj47Vy5Up9+OGHSklJUb169XTs2DGWhRf88ssvmjJliipWrKiVK1fqmWeeUZ8+fRQfHy/J+5+Pgrk+BwDq3bu3duzYoY0bN7qNczgcLo+NMW7DkHMqV66s7du36+TJk1q0aJG6du2qDRs2WONZHnnnt99+0/PPP69Vq1bJ398/0zqWSd5o1aqV9XP16tV177336tZbb9Xs2bNVt25dSSyLvJSWlqa77rpLr732miSpVq1a2rVrl6ZMmaIuXbpYdd5aJuyBBHLZv/71Ly1ZskTr169X2bJlreHOqxsz/qZ45MgRt98okXMKFSqkChUq6K677tLYsWN1xx136K233mJ5eMF3332nI0eO6M4771TBggVVsGBBbdiwQW+//bYKFixove8sE+8oXLiwqlevrn379vH58IJSpUqpatWqLsNuu+02JScnS/L+dwgBEsglxhj17t1bCQkJWrduncqXL+8yvnz58oqIiNDq1autYX/++ac2bNigevXq5XW7Ny1jjC5evMjy8IImTZpo586d2r59u/Xvrrvu0uOPP67t27frlltuYZl40cWLF/Xjjz+qVKlSfD68oH79+m63ftu7d6+ioqIk5YPvkFy/TAe4ST377LMmJCTEJCYmmt9//936d/78eatm3LhxJiQkxCQkJJidO3eaTp06mVKlSpnTp097sfO/r0GDBpkvv/zS/Prrr2bHjh1m8ODBxsfHx6xatcoYw/LID9JfhW0MyyQv9evXzyQmJppffvnFbNmyxbRt29YEBwebpKQkYwzLIq998803pmDBgmbMmDFm3759Zu7cuSYwMNB89NFHVo03lwkBEsglkjz+mzVrllWTlpZmhg0bZiIiIoyfn59p0KCB2blzp/ea/pvr3r27iYqKMoUKFTIlSpQwTZo0scKjMSyP/CBjgGSZ5J3HHnvMlCpVyvj6+prSpUubhx56yOzatcsaz7LIe59//rmpVq2a8fPzM1WqVDHTpk1zGe/NZeIwxpjc388JAACAvwvOgQQAAIAtBEgAAADYQoAEAACALQRIAAAA2EKABAAAgC0ESAAAANhCgAQAAIAtBEgAAADYQoAEAEiSNm/erAIFCqhly5bebgVAPsdfogEASJKeeuopBQUFafr06dq9e7ciIyO93RKAfIo9kAAAnTt3TgsWLNCzzz6rtm3bKi4uzmX8kiVLVLFiRQUEBCgmJkazZ8+Ww+HQyZMnrZrNmzerQYMGCggIULly5dSnTx+dO3cub18IgDxBgAQAaP78+apcubIqV66sJ554QrNmzZLzAFVSUpI6dOigdu3aafv27erVq5eGDBni8vydO3eqRYsWeuihh7Rjxw7Nnz9fGzduVO/evb3xcgDkMg5hAwBUv359Pfroo3r++ed1+fJllSpVSp988omaNm2qgQMH6osvvtDOnTut+qFDh2rMmDE6ceKEihYtqi5duiggIEAffPCBVbNx40Y1bNhQ586dk7+/vzdeFoBcwh5IALjJ7dmzR9988406duwoSSpYsKAee+wxzZw50xp/9913uzynTp06Lo+/++47xcXFKSgoyPrXokULpaWl6ddff82bFwIgzxT0dgMAAO+aMWOGLl++rDJlyljDjDHy9fXViRMnZIyRw+FweU7Gg1dpaWnq1auX+vTp4zZ9LsYB/n4IkABwE7t8+bLi4+P1xhtvqHn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"text/plain": [ - "
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" ] }, "metadata": {}, @@ -7039,7 +7202,7 @@ }, { "cell_type": "code", - "execution_count": 416, + "execution_count": 608, "metadata": {}, "outputs": [], "source": [ @@ -7054,14 +7217,14 @@ }, { "cell_type": "code", - "execution_count": 417, + "execution_count": 610, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "df shape after clean Age: (44709, 16)\n" + "df shape after clean Age: (60783, 18)\n" ] } ], @@ -7072,25 +7235,23 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## EdLevel" ] }, { "cell_type": "code", - "execution_count": 418, + "execution_count": 613, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "933" + "6013" ] }, - "execution_count": 418, + "execution_count": 613, "metadata": {}, "output_type": "execute_result" } @@ -7101,26 +7262,26 @@ }, { "cell_type": "code", - "execution_count": 419, + "execution_count": 615, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "EdLevel\n", - "Bachelor’s degree (B.A., B.S., B.Eng., etc.) 20290\n", - "Master’s degree (M.A., M.S., M.Eng., MBA, etc.) 10000\n", - "Some college/university study without earning a degree 5699\n", - "Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) 3676\n", - "Associate degree (A.A., A.S., etc.) 1455\n", - "Other doctoral degree (Ph.D., Ed.D., etc.) 1256\n", - "Primary/elementary school 590\n", - "Professional degree (JD, MD, etc.) 578\n", - "I never completed any formal education 232\n", + "Bachelor’s degree (B.A., B.S., B.Eng., etc.) 25442\n", + "Master’s degree (M.A., M.S., M.Eng., MBA, etc.) 12539\n", + "Some college/university study without earning a degree 6924\n", + "Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) 4546\n", + "Associate degree (A.A., A.S., etc.) 1755\n", + "Other doctoral degree (Ph.D., Ed.D., etc.) 1571\n", + "Primary/elementary school 811\n", + "Professional degree (JD, MD, etc.) 755\n", + "I never completed any formal education 427\n", "Name: count, dtype: int64" ] }, - "execution_count": 419, + "execution_count": 615, "metadata": {}, "output_type": "execute_result" } @@ -7131,7 +7292,7 @@ }, { "cell_type": "code", - "execution_count": 420, + "execution_count": 617, "metadata": {}, "outputs": [], "source": [ @@ -7160,23 +7321,23 @@ }, { "cell_type": "code", - "execution_count": 421, + "execution_count": 619, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "EdLevel\n", - "Bachelors 21223\n", - "No Degree 10197\n", - "Masters 10000\n", - "Associate 1455\n", - "Doctorate 1256\n", - "Professional 578\n", + "Bachelors 31455\n", + "No Degree 12708\n", + "Masters 12539\n", + "Associate 1755\n", + "Doctorate 1571\n", + "Professional 755\n", "Name: count, dtype: int64" ] }, - "execution_count": 421, + "execution_count": 619, "metadata": {}, "output_type": "execute_result" } @@ -7187,25 +7348,23 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## JobSat (CurrentJobSatis)" ] }, { "cell_type": "code", - "execution_count": 422, + "execution_count": 622, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "8690" + "17293" ] }, - "execution_count": 422, + "execution_count": 622, "metadata": {}, "output_type": "execute_result" } @@ -7216,22 +7375,22 @@ }, { "cell_type": "code", - "execution_count": 423, + "execution_count": 624, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CurrentJobSatis\n", - "Very satisfied 11751\n", - "Slightly satisfied 11198\n", - "Slightly dissatisfied 5790\n", - "Neither satisfied nor dissatisfied 4373\n", - "Very dissatisfied 2907\n", + "Very satisfied 14012\n", + "Slightly satisfied 13439\n", + "Slightly dissatisfied 6890\n", + "Neither satisfied nor dissatisfied 5553\n", + "Very dissatisfied 3596\n", "Name: count, dtype: int64" ] }, - "execution_count": 423, + "execution_count": 624, "metadata": {}, "output_type": "execute_result" } @@ -7242,7 +7401,7 @@ }, { "cell_type": "code", - "execution_count": 424, + "execution_count": 626, "metadata": {}, "outputs": [], "source": [ @@ -7251,22 +7410,22 @@ }, { "cell_type": "code", - "execution_count": 425, + "execution_count": 628, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CurrentJobSatis\n", - "Very satisfied 14628\n", - "Slightly satisfied 13834\n", - "Slightly dissatisfied 7192\n", - "Neither satisfied nor dissatisfied 5446\n", - "Very dissatisfied 3609\n", + "Very satisfied 19246\n", + "Slightly satisfied 18696\n", + "Slightly dissatisfied 9632\n", + "Neither satisfied nor dissatisfied 8175\n", + "Very dissatisfied 5034\n", "Name: count, dtype: int64" ] }, - "execution_count": 425, + "execution_count": 628, "metadata": {}, "output_type": "execute_result" } @@ -7277,25 +7436,23 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## JobSeek (JobStatus)" ] }, { "cell_type": "code", - "execution_count": 426, + "execution_count": 631, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "2153" + "10814" ] }, - "execution_count": 426, + "execution_count": 631, "metadata": {}, "output_type": "execute_result" } @@ -7306,20 +7463,20 @@ }, { "cell_type": "code", - "execution_count": 427, + "execution_count": 633, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "JobStatus\n", - "I am actively looking for a job 6980\n", - "I am not interested in new job opportunities 10919\n", - "I’m not actively looking, but I am open to new opportunities 24657\n", + "I am actively looking for a job 8626\n", + "I am not interested in new job opportunities 12533\n", + "I’m not actively looking, but I am open to new opportunities 28810\n", "Name: JobStatus, dtype: int64" ] }, - "execution_count": 427, + "execution_count": 633, "metadata": {}, "output_type": "execute_result" } @@ -7330,7 +7487,7 @@ }, { "cell_type": "code", - "execution_count": 428, + "execution_count": 635, "metadata": {}, "outputs": [], "source": [ @@ -7339,7 +7496,7 @@ }, { "cell_type": "code", - "execution_count": 429, + "execution_count": 637, "metadata": {}, "outputs": [], "source": [ @@ -7361,19 +7518,19 @@ }, { "cell_type": "code", - "execution_count": 430, + "execution_count": 639, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "JobSeek\n", - "Not seeking 37369\n", - "Seeking 7340\n", + "Not seeking 50035\n", + "Seeking 10748\n", "Name: JobSeek, dtype: int64" ] }, - "execution_count": 430, + "execution_count": 639, "metadata": {}, "output_type": "execute_result" } @@ -7384,7 +7541,7 @@ }, { "cell_type": "code", - "execution_count": 431, + "execution_count": 641, "metadata": {}, "outputs": [ { @@ -7393,7 +7550,7 @@ "0" ] }, - "execution_count": 431, + "execution_count": 641, "metadata": {}, "output_type": "execute_result" } @@ -7404,25 +7561,23 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## DevType" ] }, { "cell_type": "code", - "execution_count": 432, + "execution_count": 644, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "5954" + "13351" ] }, - "execution_count": 432, + "execution_count": 644, "metadata": {}, "output_type": "execute_result" } @@ -7433,27 +7588,27 @@ }, { "cell_type": "code", - "execution_count": 433, + "execution_count": 646, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DevType\n", - "Developer, full-stack 3399\n", - "Developer, back-end 2374\n", - "Developer, back-end;Developer, front-end;Developer, full-stack 1838\n", - "Developer, back-end;Developer, full-stack 1216\n", - "Developer, front-end 1071\n", - "Developer, mobile 953\n", - "Developer, back-end;Developer, desktop or enterprise applications;Developer, front-end;Developer, full-stack 668\n", - "Developer, front-end;Developer, full-stack 667\n", - "Developer, back-end;Developer, desktop or enterprise applications 528\n", - "Developer, back-end;Developer, front-end;Developer, full-stack;Developer, mobile 475\n", + "Developer, full-stack 4242\n", + "Developer, back-end 2968\n", + "Developer, back-end;Developer, front-end;Developer, full-stack 2158\n", + "Developer, back-end;Developer, full-stack 1433\n", + "Developer, front-end 1356\n", + "Developer, mobile 1208\n", + "Developer, front-end;Developer, full-stack 805\n", + "Developer, back-end;Developer, desktop or enterprise applications;Developer, front-end;Developer, full-stack 793\n", + "Developer, back-end;Developer, desktop or enterprise applications 627\n", + "Developer, back-end;Developer, front-end;Developer, full-stack;Developer, mobile 581\n", "Name: count, dtype: int64" ] }, - "execution_count": 433, + "execution_count": 646, "metadata": {}, "output_type": "execute_result" } @@ -7464,7 +7619,7 @@ }, { "cell_type": "code", - "execution_count": 434, + "execution_count": 648, "metadata": {}, "outputs": [], "source": [ @@ -7473,27 +7628,27 @@ }, { "cell_type": "code", - "execution_count": 435, + "execution_count": 650, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DevType\n", - "Developer, full-stack 3940\n", - "Developer, back-end 2721\n", - "Developer, back-end;Developer, front-end;Developer, full-stack 2146\n", - "Developer, back-end;Developer, full-stack 1411\n", - "Developer, front-end 1229\n", - "Developer, mobile 1074\n", - "Developer, back-end;Developer, desktop or enterprise applications;Developer, front-end;Developer, full-stack 779\n", - "Developer, front-end;Developer, full-stack 758\n", - "Developer, back-end;Developer, desktop or enterprise applications 617\n", - "Developer, back-end;Developer, front-end;Developer, full-stack;Developer, mobile 532\n", + "Developer, full-stack 5437\n", + "Developer, back-end 3868\n", + "Developer, back-end;Developer, front-end;Developer, full-stack 2784\n", + "Developer, back-end;Developer, full-stack 1784\n", + "Developer, front-end 1761\n", + "Developer, mobile 1543\n", + "Developer, back-end;Developer, desktop or enterprise applications;Developer, front-end;Developer, full-stack 1025\n", + "Developer, front-end;Developer, full-stack 1006\n", + "Developer, back-end;Developer, desktop or enterprise applications 807\n", + "Developer, back-end;Developer, front-end;Developer, full-stack;Developer, mobile 742\n", "Name: count, dtype: int64" ] }, - "execution_count": 435, + "execution_count": 650, "metadata": {}, "output_type": "execute_result" } @@ -7504,16 +7659,16 @@ }, { "cell_type": "code", - "execution_count": 436, + "execution_count": 652, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(64461, 26)" + "(78800, 19)" ] }, - "execution_count": 436, + "execution_count": 652, "metadata": {}, "output_type": "execute_result" } @@ -7524,7 +7679,7 @@ }, { "cell_type": "code", - "execution_count": 437, + "execution_count": 654, "metadata": {}, "outputs": [ { @@ -7533,7 +7688,7 @@ "0" ] }, - "execution_count": 437, + "execution_count": 654, "metadata": {}, "output_type": "execute_result" } @@ -7545,7 +7700,7 @@ }, { "cell_type": "code", - "execution_count": 438, + "execution_count": 656, "metadata": {}, "outputs": [ { @@ -7585,6 +7740,8 @@ " Profession\n", " UndergradMajor\n", " YearsCodePro\n", + " PlatformWorkedWith\n", + " PlatformDesireNextYear\n", " JobSeek\n", " \n", " \n", @@ -7595,11 +7752,11 @@ ], "text/plain": [ "Empty DataFrame\n", - "Columns: [Age, Gender, SalaryUSD, Country, DevType, Hobbyist, EdLevel, Employment, Ethnicity, CurrentJobSatis, JobStatus, LanguageDesireNextYear, LanguageWorkedWith, Profession, UndergradMajor, YearsCodePro, JobSeek]\n", + "Columns: [Age, Gender, SalaryUSD, Country, DevType, Hobbyist, EdLevel, Employment, Ethnicity, CurrentJobSatis, JobStatus, LanguageDesireNextYear, LanguageWorkedWith, Profession, UndergradMajor, YearsCodePro, PlatformWorkedWith, PlatformDesireNextYear, JobSeek]\n", "Index: []" ] }, - "execution_count": 438, + "execution_count": 656, "metadata": {}, "output_type": "execute_result" } @@ -7610,25 +7767,23 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Ethnicity" ] }, { "cell_type": "code", - "execution_count": 439, + "execution_count": 659, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "4051" + "16169" ] }, - "execution_count": 439, + "execution_count": 659, "metadata": {}, "output_type": "execute_result" } @@ -7640,27 +7795,27 @@ }, { "cell_type": "code", - "execution_count": 440, + "execution_count": 661, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Ethnicity\n", - "White or of European descent 26552\n", - "South Asian 3707\n", - "Hispanic or Latino/a/x 2078\n", - "Middle Eastern 1417\n", - "Southeast Asian 1371\n", - "East Asian 1342\n", - "Black or of African descent 1327\n", - "Hispanic or Latino/a/x;White or of European descent 720\n", - "Middle Eastern;White or of European descent 344\n", - "Multiracial 245\n", + "White or of European descent 28467\n", + "South Asian 4332\n", + "Hispanic or Latino/a/x 2220\n", + "Black or of African descent 1632\n", + "Southeast Asian 1627\n", + "East Asian 1618\n", + "Middle Eastern 1583\n", + "Hispanic or Latino/a/x;White or of European descent 753\n", + "Middle Eastern;White or of European descent 368\n", + "Multiracial 284\n", "Name: count, dtype: int64" ] }, - "execution_count": 440, + "execution_count": 661, "metadata": {}, "output_type": "execute_result" } @@ -7673,21 +7828,21 @@ }, { "cell_type": "code", - "execution_count": 441, + "execution_count": 665, "metadata": {}, "outputs": [], "source": [ "\n", "#combine Ethnicity by str.match(if each string starts with a match of a regular expression pattern)\n", - "df2020.loc[df['Ethnicity'].str.match('Biracial') == True, 'Ethnicity'] = 'Biracial'\n", - "df2020.loc[df['Ethnicity'].str.match('Black or of African descent') == True, 'Ethnicity'] = 'Black or of African descent'\n", - "df2020.loc[df['Ethnicity'].str.match('East Asian') == True, 'Ethnicity'] = 'East Asian'\n", - "df2020.loc[df['Ethnicity'].str.match('Hispanic or Latino') == True, 'Ethnicity'] = 'Hispanic or Latino'\n", - "df2020.loc[df['Ethnicity'].str.match('Indigenous') == True, 'Ethnicity'] = 'Indigenous'\n", - "df2020.loc[df['Ethnicity'].str.match('Middle Eastern') == True, 'Ethnicity'] = 'Middle Eastern'\n", - "df2020.loc[df['Ethnicity'].str.match('South Asian') == True, 'Ethnicity'] = 'South Asian'\n", - "df2020.loc[df['Ethnicity'].str.match('White or of European descent') == True, 'Ethnicity'] = 'White or of European descent'\n", - "df2020.loc[df['Ethnicity'].str.match('Multiracial') == True, 'Ethnicity'] = 'Multiracial'" + "df2020.loc[df2020['Ethnicity'].str.match('Biracial') == True, 'Ethnicity'] = 'Biracial'\n", + "df2020.loc[df2020['Ethnicity'].str.match('Black or of African descent') == True, 'Ethnicity'] = 'Black or of African descent'\n", + "df2020.loc[df2020['Ethnicity'].str.match('East Asian') == True, 'Ethnicity'] = 'East Asian'\n", + "df2020.loc[df2020['Ethnicity'].str.match('Hispanic or Latino') == True, 'Ethnicity'] = 'Hispanic or Latino'\n", + "df2020.loc[df2020['Ethnicity'].str.match('Indigenous') == True, 'Ethnicity'] = 'Indigenous'\n", + "df2020.loc[df2020['Ethnicity'].str.match('Middle Eastern') == True, 'Ethnicity'] = 'Middle Eastern'\n", + "df2020.loc[df2020['Ethnicity'].str.match('South Asian') == True, 'Ethnicity'] = 'South Asian'\n", + "df2020.loc[df2020['Ethnicity'].str.match('White or of European descent') == True, 'Ethnicity'] = 'White or of European descent'\n", + "df2020.loc[df2020['Ethnicity'].str.match('Multiracial') == True, 'Ethnicity'] = 'Multiracial'" ] }, { @@ -21899,25 +22054,61 @@ ] }, { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "# Analyze the increase in popularity of a language in the current year due to developer’s interest in the previous year. #301" + ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import pandas as pd\n", + "\n", + "# Load the CSV files\n", + "file_2022 = pd.read_csv(r\"Data/survey_results_public_2022.csv\")\n", + "file_2023 = pd.read_csv(r\"Data/survey_results_public_2023.csv\")\n", + "\n", + "def preprocess_data(df):\n", + " # Fill missing values in relevant columns\n", + " df['LanguageWorkedWith'] = df['LanguageWorkedWith'].fillna('')\n", + " df['LanguageDesireNextYear'] = df['LanguageDesireNextYear'].fillna('')\n", + " return df\n", + "\n", + "# Preprocess the data\n", + "data_2022 = preprocess_data(file_2022)\n", + "data_2023 = preprocess_data(file_2023)\n", + "\n", + "# Function to count the occurrences of each language\n", + "def count_languages(df, column):\n", + " languages = df[column].str.split(';').explode().str.strip()\n", + " return languages.value_counts()\n", + "\n", + "# Count languages for both years\n", + "lang_count_2022 = count_languages(data_2022, 'LanguageWorkedWith')\n", + "lang_desire_2022 = count_languages(data_2022, 'LanguageDesireNextYear')\n", + "lang_count_2023 = count_languages(data_2023, 'LanguageWorkedWith')\n", + "\n", + "# Convert to DataFrame for easier comparison\n", + "lang_count_2022_df = lang_count_2022.reset_index().rename(columns={'index': 'Language', 'LanguageWorkedWith': 'Count_2022'})\n", + "lang_desire_2022_df = lang_desire_2022.reset_index().rename(columns={'index': 'Language', 'LanguageDesireNextYear': 'Desire_2022'})\n", + "lang_count_2023_df = lang_count_2023.reset_index().rename(columns={'index': 'Language', 'LanguageWorkedWith': 'Count_2023'})\n", + "\n", + "# Merge the dataframes\n", + "merged_df = lang_count_2022_df.merge(lang_desire_2022_df, on='Language', how='outer').merge(lang_count_2023_df, on='Language', how='outer').fillna(0)\n", + "\n", + "# Calculate the increase in popularity\n", + "merged_df['Increase'] = merged_df['Count_2023'] - merged_df['Count_2022']\n", + "merged_df['Interest_to_Popularity'] = (merged_df['Count_2023'] - merged_df['Count_2022']) / merged_df['Desire_2022']\n", + "\n", + "# Sort by the increase in popularity\n", + "merged_df = merged_df.sort_values(by='Increase', ascending=False)\n", + "\n", + "print(merged_df[['Language', 'Count_2022', 'Desire_2022', 'Count_2023', 'Increase', 'Interest_to_Popularity']])\n" + ] }, { "cell_type": "markdown", @@ -21951,7 +22142,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.3" + "version": "3.12.4" } }, "nbformat": 4, diff --git a/Stackoverflow_Survey_Analysis.ipynb b/Stackoverflow_Survey_Analysis.ipynb index 32843f6..577b0ff 100644 --- a/Stackoverflow_Survey_Analysis.ipynb +++ b/Stackoverflow_Survey_Analysis.ipynb @@ -17,7 +17,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -59,45 +59,200 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Stackoverflow 2018 Dataset" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": {}, "outputs": [ { - "ename": "FileNotFoundError", - "evalue": "[Errno 2] No such file or directory: 'Data/survey_results_public_2018.csv'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[4], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m df2018 \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mData/survey_results_public_2018.csv\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 2\u001b[0m df2019 \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mData/survey_results_public_2019.csv\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 4\u001b[0m df2018\u001b[38;5;241m.\u001b[39mhead(\u001b[38;5;241m3\u001b[39m)\n", - "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\util\\_decorators.py:211\u001b[0m, in \u001b[0;36mdeprecate_kwarg.._deprecate_kwarg..wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 209\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 210\u001b[0m kwargs[new_arg_name] \u001b[38;5;241m=\u001b[39m new_arg_value\n\u001b[1;32m--> 211\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", - "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\util\\_decorators.py:331\u001b[0m, in \u001b[0;36mdeprecate_nonkeyword_arguments..decorate..wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 325\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(args) \u001b[38;5;241m>\u001b[39m num_allow_args:\n\u001b[0;32m 326\u001b[0m warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[0;32m 327\u001b[0m msg\u001b[38;5;241m.\u001b[39mformat(arguments\u001b[38;5;241m=\u001b[39m_format_argument_list(allow_args)),\n\u001b[0;32m 328\u001b[0m \u001b[38;5;167;01mFutureWarning\u001b[39;00m,\n\u001b[0;32m 329\u001b[0m stacklevel\u001b[38;5;241m=\u001b[39mfind_stack_level(),\n\u001b[0;32m 330\u001b[0m )\n\u001b[1;32m--> 331\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", - "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:950\u001b[0m, in \u001b[0;36mread_csv\u001b[1;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, error_bad_lines, warn_bad_lines, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options)\u001b[0m\n\u001b[0;32m 935\u001b[0m kwds_defaults \u001b[38;5;241m=\u001b[39m _refine_defaults_read(\n\u001b[0;32m 936\u001b[0m dialect,\n\u001b[0;32m 937\u001b[0m delimiter,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 946\u001b[0m defaults\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdelimiter\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m,\u001b[39m\u001b[38;5;124m\"\u001b[39m},\n\u001b[0;32m 947\u001b[0m )\n\u001b[0;32m 948\u001b[0m kwds\u001b[38;5;241m.\u001b[39mupdate(kwds_defaults)\n\u001b[1;32m--> 950\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m _read(filepath_or_buffer, kwds)\n", - "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:605\u001b[0m, in \u001b[0;36m_read\u001b[1;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[0;32m 602\u001b[0m _validate_names(kwds\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnames\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m))\n\u001b[0;32m 604\u001b[0m \u001b[38;5;66;03m# Create the parser.\u001b[39;00m\n\u001b[1;32m--> 605\u001b[0m parser \u001b[38;5;241m=\u001b[39m TextFileReader(filepath_or_buffer, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds)\n\u001b[0;32m 607\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m chunksize \u001b[38;5;129;01mor\u001b[39;00m iterator:\n\u001b[0;32m 608\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m parser\n", - "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:1442\u001b[0m, in \u001b[0;36mTextFileReader.__init__\u001b[1;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[0;32m 1439\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m kwds[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[0;32m 1441\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles: IOHandles \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m-> 1442\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_make_engine(f, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mengine)\n", - "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:1735\u001b[0m, in \u001b[0;36mTextFileReader._make_engine\u001b[1;34m(self, f, engine)\u001b[0m\n\u001b[0;32m 1733\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m mode:\n\u001b[0;32m 1734\u001b[0m mode \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m-> 1735\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;241m=\u001b[39m get_handle(\n\u001b[0;32m 1736\u001b[0m f,\n\u001b[0;32m 1737\u001b[0m mode,\n\u001b[0;32m 1738\u001b[0m encoding\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mencoding\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m),\n\u001b[0;32m 1739\u001b[0m compression\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcompression\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m),\n\u001b[0;32m 1740\u001b[0m memory_map\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmemory_map\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mFalse\u001b[39;00m),\n\u001b[0;32m 1741\u001b[0m is_text\u001b[38;5;241m=\u001b[39mis_text,\n\u001b[0;32m 1742\u001b[0m errors\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mencoding_errors\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstrict\u001b[39m\u001b[38;5;124m\"\u001b[39m),\n\u001b[0;32m 1743\u001b[0m storage_options\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstorage_options\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m),\n\u001b[0;32m 1744\u001b[0m )\n\u001b[0;32m 1745\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m 1746\u001b[0m f \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles\u001b[38;5;241m.\u001b[39mhandle\n", - "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\io\\common.py:856\u001b[0m, in \u001b[0;36mget_handle\u001b[1;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[0m\n\u001b[0;32m 851\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(handle, \u001b[38;5;28mstr\u001b[39m):\n\u001b[0;32m 852\u001b[0m \u001b[38;5;66;03m# Check whether the filename is to be opened in binary mode.\u001b[39;00m\n\u001b[0;32m 853\u001b[0m \u001b[38;5;66;03m# Binary mode does not support 'encoding' and 'newline'.\u001b[39;00m\n\u001b[0;32m 854\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mencoding \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mmode:\n\u001b[0;32m 855\u001b[0m \u001b[38;5;66;03m# Encoding\u001b[39;00m\n\u001b[1;32m--> 856\u001b[0m handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mopen\u001b[39m(\n\u001b[0;32m 857\u001b[0m handle,\n\u001b[0;32m 858\u001b[0m ioargs\u001b[38;5;241m.\u001b[39mmode,\n\u001b[0;32m 859\u001b[0m encoding\u001b[38;5;241m=\u001b[39mioargs\u001b[38;5;241m.\u001b[39mencoding,\n\u001b[0;32m 860\u001b[0m errors\u001b[38;5;241m=\u001b[39merrors,\n\u001b[0;32m 861\u001b[0m newline\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m 862\u001b[0m )\n\u001b[0;32m 863\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 864\u001b[0m \u001b[38;5;66;03m# Binary mode\u001b[39;00m\n\u001b[0;32m 865\u001b[0m handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mopen\u001b[39m(handle, ioargs\u001b[38;5;241m.\u001b[39mmode)\n", - "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'Data/survey_results_public_2018.csv'" - ] + "data": { + "text/html": [ + "
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RespondentHobbyOpenSourceCountryStudentEmploymentFormalEducationUndergradMajorCompanySizeDevType...ExerciseGenderSexualOrientationEducationParentsRaceEthnicityAgeDependentsMilitaryUSSurveyTooLongSurveyEasy
01YesNoKenyaNoEmployed part-timeBachelor’s degree (BA, BS, B.Eng., etc.)Mathematics or statistics20 to 99 employeesFull-stack developer...3 - 4 times per weekMaleStraight or heterosexualBachelor’s degree (BA, BS, B.Eng., etc.)Black or of African descent25 - 34 years oldYesNaNThe survey was an appropriate lengthVery easy
13YesYesUnited KingdomNoEmployed full-timeBachelor’s degree (BA, BS, B.Eng., etc.)A natural science (ex. biology, chemistry, phy...10,000 or more employeesDatabase administrator;DevOps specialist;Full-......Daily or almost every dayMaleStraight or heterosexualBachelor’s degree (BA, BS, B.Eng., etc.)White or of European descent35 - 44 years oldYesNaNThe survey was an appropriate lengthSomewhat easy
24YesYesUnited StatesNoEmployed full-timeAssociate degreeComputer science, computer engineering, or sof...20 to 99 employeesEngineering manager;Full-stack developer...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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3 rows × 129 columns

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" + ], + "text/plain": [ + " Respondent Hobby OpenSource Country Student Employment \\\n", + "0 1 Yes No Kenya No Employed part-time \n", + "1 3 Yes Yes United Kingdom No Employed full-time \n", + "2 4 Yes Yes United States No Employed full-time \n", + "\n", + " FormalEducation \\\n", + "0 Bachelor’s degree (BA, BS, B.Eng., etc.) \n", + "1 Bachelor’s degree (BA, BS, B.Eng., etc.) \n", + "2 Associate degree \n", + "\n", + " UndergradMajor \\\n", + "0 Mathematics or statistics \n", + "1 A natural science (ex. biology, chemistry, phy... \n", + "2 Computer science, computer engineering, or sof... \n", + "\n", + " CompanySize \\\n", + "0 20 to 99 employees \n", + "1 10,000 or more employees \n", + "2 20 to 99 employees \n", + "\n", + " DevType ... \\\n", + "0 Full-stack developer ... \n", + "1 Database administrator;DevOps specialist;Full-... ... \n", + "2 Engineering manager;Full-stack developer ... \n", + "\n", + " Exercise Gender SexualOrientation \\\n", + "0 3 - 4 times per week Male Straight or heterosexual \n", + "1 Daily or almost every day Male Straight or heterosexual \n", + "2 NaN NaN NaN \n", + "\n", + " EducationParents RaceEthnicity \\\n", + "0 Bachelor’s degree (BA, BS, B.Eng., etc.) Black or of African descent \n", + "1 Bachelor’s degree (BA, BS, B.Eng., etc.) White or of European descent \n", + "2 NaN NaN \n", + "\n", + " Age Dependents MilitaryUS \\\n", + "0 25 - 34 years old Yes NaN \n", + "1 35 - 44 years old Yes NaN \n", + "2 NaN NaN NaN \n", + "\n", + " SurveyTooLong SurveyEasy \n", + "0 The survey was an appropriate length Very easy \n", + "1 The survey was an appropriate length Somewhat easy \n", + "2 NaN NaN \n", + "\n", + "[3 rows x 129 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "df2018 = pd.read_csv(r\"Data/survey_results_public_2018.csv\")\n", + "df2018 = pd.read_csv(r\"C:\\Users\\SHRISTI\\OneDrive\\Desktop\\GitHub\\survey_results_public_2018.csv\")\n", "df2018.head(3)" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -106,7 +261,7 @@ "(98855, 129)" ] }, - "execution_count": 10, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -126,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -137,7 +292,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -153,7 +308,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -163,7 +318,7 @@ }, { "cell_type": "code", - "execution_count": 561, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -174,7 +329,7 @@ }, { "cell_type": "code", - "execution_count": 562, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -208,9 +363,11 @@ " Hobby\n", " JobSatisfaction\n", " JobSearchStatus\n", - " LanguageDesireNextYear\n", + " ...\n", " LanguageWorkedWith\n", " OperatingSystem\n", + " PlatformDesireNextYear\n", + " PlatformWorkedWith\n", " RaceEthnicity\n", " SalaryType\n", " SalaryUSD\n", @@ -232,9 +389,11 @@ " Yes\n", " Extremely satisfied\n", " I’m not actively looking, but I am open to new...\n", - " JavaScript;Python;HTML;CSS\n", + " ...\n", " JavaScript;Python;HTML;CSS\n", " Linux-based\n", + " AWS;Azure;Linux;Firebase\n", + " AWS;Azure;Linux;Firebase\n", " Black or of African descent\n", " Monthly\n", " NaN\n", @@ -254,9 +413,11 @@ " Yes\n", " Moderately dissatisfied\n", " I am actively looking for a job\n", - " Go;Python\n", + " ...\n", " JavaScript;Python;Bash/Shell\n", " Linux-based\n", + " Linux\n", + " Linux\n", " White or of European descent\n", " Yearly\n", " 70841.0\n", @@ -266,6 +427,7 @@ " \n", " \n", "\n", + "

2 rows × 21 columns

\n", "" ], "text/plain": [ @@ -285,13 +447,17 @@ "0 Extremely satisfied I’m not actively looking, but I am open to new... \n", "1 Moderately dissatisfied I am actively looking for a job \n", "\n", - " LanguageDesireNextYear LanguageWorkedWith OperatingSystem \\\n", - "0 JavaScript;Python;HTML;CSS JavaScript;Python;HTML;CSS Linux-based \n", - "1 Go;Python JavaScript;Python;Bash/Shell Linux-based \n", + " ... LanguageWorkedWith OperatingSystem \\\n", + "0 ... JavaScript;Python;HTML;CSS Linux-based \n", + "1 ... JavaScript;Python;Bash/Shell Linux-based \n", "\n", - " RaceEthnicity SalaryType SalaryUSD \\\n", - "0 Black or of African descent Monthly NaN \n", - "1 White or of European descent Yearly 70841.0 \n", + " PlatformDesireNextYear PlatformWorkedWith \\\n", + "0 AWS;Azure;Linux;Firebase AWS;Azure;Linux;Firebase \n", + "1 Linux Linux \n", + "\n", + " RaceEthnicity SalaryType SalaryUSD \\\n", + "0 Black or of African descent Monthly NaN \n", + "1 White or of European descent Yearly 70841.0 \n", "\n", " UndergradMajor YearsCoding \\\n", "0 Mathematics or statistics 3-5 years \n", @@ -299,10 +465,12 @@ "\n", " YearsCodingProf \n", "0 3-5 years \n", - "1 18-20 years " + "1 18-20 years \n", + "\n", + "[2 rows x 21 columns]" ] }, - "execution_count": 562, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -313,16 +481,16 @@ }, { "cell_type": "code", - "execution_count": 563, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(98855, 19)" + "(98855, 21)" ] }, - "execution_count": 563, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -334,7 +502,7 @@ }, { "cell_type": "code", - "execution_count": 564, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -360,6 +528,8 @@ "LanguageDesireNextYear 25611\n", "LanguageWorkedWith 20521\n", "FormalEducation 4152\n", + "PlatformWorkedWith 32856\n", + "PlatformDesireNextYear 37502\n", "dtype: int64\n" ] } @@ -370,7 +540,7 @@ }, { "cell_type": "code", - "execution_count": 565, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -395,10 +565,12 @@ "LanguageDesireNextYear object\n", "LanguageWorkedWith object\n", "FormalEducation object\n", + "PlatformWorkedWith object\n", + "PlatformDesireNextYear object\n", "dtype: object" ] }, - "execution_count": 565, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -409,25 +581,23 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Data Validation - Total Cells vs Missing %" ] }, { "cell_type": "code", - "execution_count": 566, + "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Total : 1878245\n", - "Total missing : 424234\n", - "Missing Percentage: 22.58672324430519 %\n" + "Total : 2075955\n", + "Total missing : 494592\n", + "Missing Percentage: 23.82479389004097 %\n" ] } ], @@ -445,16 +615,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Missing Percentage column-wise" ] }, { "cell_type": "code", - "execution_count": 567, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -465,7 +633,7 @@ }, { "cell_type": "code", - "execution_count": 568, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -490,7 +658,9 @@ "YearsCodingProf : 21.19 %\n", "LanguageDesireNextYear : 25.91 %\n", "LanguageWorkedWith : 20.76 %\n", - "FormalEducation : 4.20 %\n" + "FormalEducation : 4.20 %\n", + "PlatformWorkedWith : 33.24 %\n", + "PlatformDesireNextYear : 37.94 %\n" ] } ], @@ -503,9 +673,7 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Gender Filtering \n", "### Data Cleaning Starts" @@ -513,7 +681,7 @@ }, { "cell_type": "code", - "execution_count": 569, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -538,7 +706,7 @@ "Name: Gender, dtype: int64" ] }, - "execution_count": 569, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -552,7 +720,7 @@ }, { "cell_type": "code", - "execution_count": 570, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -575,7 +743,7 @@ }, { "cell_type": "code", - "execution_count": 571, + "execution_count": 43, "metadata": { "scrolled": true }, @@ -586,12 +754,12 @@ }, { "cell_type": "code", - "execution_count": 572, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -612,16 +780,16 @@ }, { "cell_type": "code", - "execution_count": 573, + "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(98855, 19)" + "(98855, 21)" ] }, - "execution_count": 573, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -632,7 +800,7 @@ }, { "cell_type": "code", - "execution_count": 574, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -641,7 +809,7 @@ "0" ] }, - "execution_count": 574, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -652,16 +820,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Country" ] }, { "cell_type": "code", - "execution_count": 575, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -682,7 +848,7 @@ "Name: Country, Length: 183, dtype: int64" ] }, - "execution_count": 575, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -693,7 +859,7 @@ }, { "cell_type": "code", - "execution_count": 576, + "execution_count": 54, "metadata": {}, "outputs": [ { @@ -702,7 +868,7 @@ "412" ] }, - "execution_count": 576, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -713,7 +879,7 @@ }, { "cell_type": "code", - "execution_count": 577, + "execution_count": 56, "metadata": {}, "outputs": [], "source": [ @@ -722,7 +888,7 @@ }, { "cell_type": "code", - "execution_count": 578, + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -731,7 +897,7 @@ "0" ] }, - "execution_count": 578, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" } @@ -742,7 +908,7 @@ }, { "cell_type": "code", - "execution_count": 579, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -753,12 +919,12 @@ }, { "cell_type": "code", - "execution_count": 580, + "execution_count": 62, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -783,16 +949,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Hobby" ] }, { "cell_type": "code", - "execution_count": 581, + "execution_count": 65, "metadata": {}, "outputs": [ { @@ -801,7 +965,7 @@ "0" ] }, - "execution_count": 581, + "execution_count": 65, "metadata": {}, "output_type": "execute_result" } @@ -812,7 +976,7 @@ }, { "cell_type": "code", - "execution_count": 582, + "execution_count": 67, "metadata": {}, "outputs": [ { @@ -824,7 +988,7 @@ "Name: Hobby, dtype: int64" ] }, - "execution_count": 582, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" } @@ -835,16 +999,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## UndergradMajor" ] }, { "cell_type": "code", - "execution_count": 583, + "execution_count": 70, "metadata": {}, "outputs": [ { @@ -853,7 +1015,7 @@ "19819" ] }, - "execution_count": 583, + "execution_count": 70, "metadata": {}, "output_type": "execute_result" } @@ -864,7 +1026,7 @@ }, { "cell_type": "code", - "execution_count": 584, + "execution_count": 72, "metadata": {}, "outputs": [ { @@ -886,7 +1048,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 584, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -897,7 +1059,7 @@ }, { "cell_type": "code", - "execution_count": 585, + "execution_count": 74, "metadata": {}, "outputs": [], "source": [ @@ -926,7 +1088,7 @@ }, { "cell_type": "code", - "execution_count": 586, + "execution_count": 76, "metadata": {}, "outputs": [], "source": [ @@ -935,12 +1097,12 @@ }, { "cell_type": "code", - "execution_count": 587, + "execution_count": 78, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -961,7 +1123,7 @@ }, { "cell_type": "code", - "execution_count": 588, + "execution_count": 80, "metadata": {}, "outputs": [ { @@ -970,7 +1132,7 @@ "0" ] }, - "execution_count": 588, + "execution_count": 80, "metadata": {}, "output_type": "execute_result" } @@ -981,7 +1143,7 @@ }, { "cell_type": "code", - "execution_count": 589, + "execution_count": 82, "metadata": {}, "outputs": [], "source": [ @@ -990,7 +1152,7 @@ }, { "cell_type": "code", - "execution_count": 590, + "execution_count": 84, "metadata": {}, "outputs": [ { @@ -999,7 +1161,7 @@ "0" ] }, - "execution_count": 590, + "execution_count": 84, "metadata": {}, "output_type": "execute_result" } @@ -1010,16 +1172,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Job Status" ] }, { "cell_type": "code", - "execution_count": 591, + "execution_count": 87, "metadata": {}, "outputs": [ { @@ -1032,7 +1192,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 591, + "execution_count": 87, "metadata": {}, "output_type": "execute_result" } @@ -1043,7 +1203,7 @@ }, { "cell_type": "code", - "execution_count": 592, + "execution_count": 89, "metadata": {}, "outputs": [], "source": [ @@ -1052,7 +1212,7 @@ }, { "cell_type": "code", - "execution_count": 593, + "execution_count": 91, "metadata": {}, "outputs": [], "source": [ @@ -1076,7 +1236,7 @@ }, { "cell_type": "code", - "execution_count": 594, + "execution_count": 93, "metadata": {}, "outputs": [ { @@ -1088,7 +1248,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 594, + "execution_count": 93, "metadata": {}, "output_type": "execute_result" } @@ -1099,7 +1259,7 @@ }, { "cell_type": "code", - "execution_count": 595, + "execution_count": 95, "metadata": {}, "outputs": [ { @@ -1108,7 +1268,7 @@ "0" ] }, - "execution_count": 595, + "execution_count": 95, "metadata": {}, "output_type": "execute_result" } @@ -1119,16 +1279,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Employment" ] }, { "cell_type": "code", - "execution_count": 596, + "execution_count": 98, "metadata": {}, "outputs": [ { @@ -1144,7 +1302,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 596, + "execution_count": 98, "metadata": {}, "output_type": "execute_result" } @@ -1155,7 +1313,7 @@ }, { "cell_type": "code", - "execution_count": 597, + "execution_count": 100, "metadata": {}, "outputs": [ { @@ -1164,7 +1322,7 @@ "1018" ] }, - "execution_count": 597, + "execution_count": 100, "metadata": {}, "output_type": "execute_result" } @@ -1175,7 +1333,7 @@ }, { "cell_type": "code", - "execution_count": 598, + "execution_count": 102, "metadata": {}, "outputs": [], "source": [ @@ -1184,7 +1342,7 @@ }, { "cell_type": "code", - "execution_count": 599, + "execution_count": 104, "metadata": {}, "outputs": [], "source": [ @@ -1208,7 +1366,7 @@ }, { "cell_type": "code", - "execution_count": 600, + "execution_count": 106, "metadata": {}, "outputs": [], "source": [ @@ -1217,12 +1375,12 @@ }, { "cell_type": "code", - "execution_count": 601, + "execution_count": 108, "metadata": {}, "outputs": [ { "data": { - "image/png": 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iQRBJR8hViqqSYDDjoNMQmWBk76W77Lp4lwNXIrgUHmft8PKdg86SiBpW8KRd9RLUKuOG0ayi00hoNWKcSCh6RNIRcizJaEaWJaISjOw4H56SZELuJ1g7tALHQaehka8nrQK8aVutBCVd7UkymnHQa5AkydrhCUKeE0lHeCqJRjNajURoZCJ/Hr3JXydvc+pWtLXDsjml3exp7l+ctlVL0NTPC1mW0GqklFl0glDYiKQjZFmCwYxeK3M5PJZVR26y8dTtItllllc0skQTXy+ere9Dh+olUVQVe60GWRYtIKHwEElHeKJEoxmdRuZ0aDSrDoew8VQYNyNFt1les9PKtK1agucalKWpnxcGs4KjmJotFAIi6QhpqKpK4oObKRftv8bv+6+L8RkrcnPQEVyzJP0alqN6aTcMJkVMyRZslkg6QookoxmtRubI9fv8susKm8+EYTSLX4+CpJSbPb3qlmFI04o42Wmx08piAoJgU0TSKeJUVSXRqGBSFBYfuMHv+69x7V68tcMSMqGRJdpWLcFrLX2pVcYNRQW9Vkw+EAo+kXSKKEVRMSkq525H88OOy/xzKgyDWbF2WMJT8C/hzKst/OhepzRmRRU3oQoFmkg6RYxZUVFUlWM3Ivls4zn2X4mwdkhCLinmrOfFoAoMaVoRWZLEuI9QIImkU0SYzAoqcPBqBDM3nuPw9UhrhyTkEQedhj71fHinnT/2Oo1IPkKBIpJOIWd60GW2++JdZv5znhM3o6wckZBf7LQyg4MqMLJN5ZTq3YJgbSLpFFLJyWbbuTt8/s95zt6OsXJEgrW42GkZ9owvLzf3BRXsRPIRrEgknUIoyWjm5K1oJq06IZKNkKKYs55Rbfx5vmFZVDHbTbCSbP3WzZ49m4CAgCd+rVy5MsvnW7lyJQEBAezYsQOA/fv3ExAQwOLFi7N0fEREBLGxsSnfjx8/noCAAJKSkrLztAqNRKOZOzGJjPzjKL2/2yMSjpDK3VgDk/88SauZ//L3yVBMZiWlRSwI+eWp6moMGzYMX1/fdB+rW7dujgLKqu3btzN27FgWL16Ms7MzAH379qVJkybodLp8iaGgMJjMqMC3/17kh+2XSTKJNxIhYyH3Exj5x1HmbLvIjD61qVLSRYz3CPnmqZJOUFAQjRo1yu1YsuX48eNERaUeFA8MDCQwMNBKEeU/RVExqypbztzhg7WnuR2daO2QBBtyPiyWnt/upk89H97vWh2tLInxHiHPiQqCNirRaOZGRDwTVp7g0LX71g5HsFGqCssOhbDlzB3e71qNTjVLoZUlUVpHyDN5MpKY0djKzJkzCQgIICQkJMfnnzNnDgDBwcEMHDgw3evOnj2batWqcfXqVV599VUCAwNp3Lgx06dPx2QysWHDBrp06ULt2rXp0aMHe/fuTXUdVVX57bff6Ny5MzVr1qRp06ZMmjSJu3fv5ij+nDCZFQwmM9P/OkuHL3eIhCPkiog4AyP/OMqguQcIjUok0Wi2dkhCIfVULZ2YmBgiItLeye7k5ISdnV2Og8pM3759iY2NZdOmTYwdO5aqVatmuK+qqgwcOJCmTZsybtw4Nm7cyLx587h48SKnTp1i0KBBODg48OOPPzJ8+HA2bdqEp6cnAJMnT2b58uV07dqVAQMGcPPmTX7//Xf27dvH8uXL8fDwyPPn+qhEo5lL4bEMX3SEK3fFOjZC7tt76R6tZv7L8NaVGNbSDwnEstpCrnqqpPPmm2+mu33ChAkMHjw4J/FkSWBgIAEBAWzatIlWrVrh5+eX4b6KotCmTRvef/99wNIyatKkCbt27WLZsmXUrFkTAEdHRyZPnszRo0dp3bo1Bw8eZNmyZWmeU6dOnXj22Wf54YcfGD9+fF4+zRTJpWu+3nKB77dfQhGT3IU8lGRS+Pyf86w+cosv+9amcgkx0UDIPU+VdMaNG0eVKlXSbK9YsWKOA8oLHTp0SPm/q6srXl5eaLXalIQDULZsWQDCw8MB2LhxIwCtW7dO1aorVaoUlStXZtu2bfmSdBKNZm5GJvDm74fFFGghX10Kj6XHt3t4q21lhrX0E2M9Qq54qqRTvXr1fJm9FhMTQ2Ji6hlZLi4u2NvbZ+s8Xl5eqb7XarVptskP1qRXFMt042vXrgHQrl27dM+Z19Oyk2emzd11hVmbz4t1bQSrMCsqn/9znl0X7vLdgHo46TVihpuQI/k6e81szt7g5NSpU1m1alWqbdOmTaNXr17ZOo9Gk/aPJLNPbIqiYGdnx/fff5+ta+WGRKOZe7EG3lx0mKM3IvP9+oLwuP1XImj9+b981TeQxr6eIvEITy1Pkk5yq8FgMKSaWJDdWV8vv/wy3bp1S7WtUqVKOQ8wC8qUKcOuXbuoVKkS3t7eqR7bunUr7u7ueXLdJKOZnRfuMuqPI8QbxAwioeCIjDfy4rwDvBhUnknB1dDIoJHFJAMhe/LkN6Z48eIAnD59OmVbVFQUu3btytZ5KlWqRFBQUKqv5ASQnNjyqnRcmzZtAPj2229TbT969ChvvPEGv/32W65f02hW+HLzBV6Zf0gkHKHA+m3PNbp/s0tMrRaeSp60dDp37swPP/zA2LFjGTJkCKqq8scff+Dm5pbuVOunkTyted68ebRu3TolSeSWli1b0r59exYvXkxoaCgtWrTg3r17LFy4EFdXV0aNGpVr1zKZFZJMCq8t+I9dF613D5AgZNWZ0BjafbGD6b1q0rFGSdHdJmRZnrR0/P39mT17Nh4eHsycOZMFCxbQu3dvhg0blmvX6Ny5M0FBQaxZs4aZM2fm2nkfNWvWLEaPHs2NGzeYNm0aS5cupXHjxixevDjD2nPZlWg0c/VePB2+3CESjmBTEoxmRi05+mCii6j3J2SNWNrAipJMZjafDmP0smMkGsUfrWC72lcrwewXAtHJMrIsplULGRNJx0qMZoVpG84wd/dVa4ciCLmiemlXFg5thJOdVqzVI2RIJJ18ZlYUDGaVob8eZM+le9YORxByVQlXOxYObURZT0dRxUBIl0g6+chkVohJMvHCT/s4EyqqCwiFk4NOw7f969LEz0skHiENkXTyicGkcCcmked/3EfI/QRrhyMIeUqSYGKnqrwYVEF0tQmpiKSTD5KMZi6Fx9H/533cjzdaOxxByDfJN5KKxCMkE0knjyUazZy8GcWguQfEDZ9CkfRCo3J80K06OrFEgoBIOnkq0WjmwJUIXpl/iCSTmBItFF3P1fdhas+aIvEIIunklUSjmS1n7jDqjyOYxAI4gkCvumX4tHctkXiKOJF08kCi0cym02GM/OMI4tUVhIe61S7N58/VFomnCBNJJ5clGs3svXSPl+cfwixaOIKQRnDNknzZN1BMLiiixE89FyUazZy4GcWwhf+JhCMIGdhw4jYjFh8W9dqKKJF0ckmSycyl8FhenHtATBoQhExsPBXG8EVHROIpgkTSyQUGk8LN+wn0+2mfmBYtCFm08dRtPl5/GoP4kFakiKSTQ0azwr3YJJ77YS/RCSZrhyMINuW3PdeYv/eqWAyuCBFJJwdMikJUgpE+3+/lbqzB2uEIgk2auuEM287dEYmniBBJJweSjArPfb+Xm5GilpogPC1VhVGLj3L6VjRJIvEUeiLpPCWjWeHl+Ye4fDfO2qEIgs0zmBUGzztAaHSimFxQyImk8xSSjGY+2XCGvWI9HEHINdGJJvr9uI+YRBNmRSSewkoknWxKNJrZcCKUeWLFT0HIdaFRibzw0z6MZnGfW2Elkk42GMwKl8JjGbfihLVDEYRC6+ztGEb9cVRMpS6kRNLJIkVRiUs0MXjeQQyiz1kQ8tTGU7dZtP+amNFWCImkk0UmRWXwvAOExyRZOxRBKBI+Xn+Gi3diRYunkBFJJwsMJoXxK49zLCTK2qEIQpFhUtQHa1GJ1k5hIpJOJhKNZpYeusHKwzetHYogFDmhUYm88bsoDlqYiKTzBGZF4U50Ih+tO23tUAShyNp54S7fb78kxncKCZF0nkBR4fXfD4uq0YJgZbM2ned4SCQG0dVm80TSyUCi0cysTec5dSva2qEIQpGnqPD6wsPEJYmkY+tE0kmH0axw7nYM32+/ZO1QBEF44F6cgRGLxRo8tk4knXSYFZU3Fx1GLP4pCAXLrot3WXk4RIzv2DCRdB6TZDIzadUJQu6LytGCUBB9uPY0MYkmVFV8KrRFIuk8IslkZteFu6wQ06MFocCKM5gZ+ccRTKIrwiaJpPOIRKPCmGXHrB2GIAiZ2Hvpnuhms1Ei6TyQZDQzefVJ7scbrR2KIAhZ8PG6MyLp2CCRdLAsO33mdgxrjt2ydiiCIGRRTJKJcStOiDI5NkYkHSzL5Y5bftzaYQiCkE0bT91mz8V7oiioDSnySSfRaGbR/uucC4uxdiiCIDyF8SuPi5lsNqTIJx2DSeHzf85ZOwxBEJ5SWHSSqM1mQ7TWDsCaEo1mPlh7iuhEk7VDScVu1TuZ7mNo9gZq8UqWb0xJaC5sQw45ihQfAQ5umMvUwRzQFrR2Tz5RXAR2/3yc6fWS2v8PnDwB0JzdhObSTlAVlJLVMNXqCXqHVPtLYWfR7fkJY+t3UN3KZHp+QciJ77df5sWgCtjrNNYORchEkU06ZkXl0p1YVh4pePfkmKq0T3e7lBSL5soeVDtnVBdvy0bFjG7vz8h3L6EUq4S5VHXkqJtoz29BvnMOY4sRoNFlfDGdQ8bXiw1HE3IExdkb7J0BkG8eR3vmLxTvAFSnYsjX9qM1GzE1ejHVsdrTf6GUqS0SjpAvEoxmPtlwlg+7VxeJp4ArsklHUVXeXXGcgtgVbK7aMd3t2r2/oCJhrN8f7F0BkK8dQL57CZNfS8y1uluOBzSn1qE9vxX52n4U32YZX0zvkP71FDO67V+hylpMjQaDRv/gevtRXEpgDHoVJAmNgzva0+sxJcWBnZNln1vHkaJuYqr/wlO/BoKQXcv/u8Ebrfwo7+mIJEnWDkfIQJEc00kymVl95KZNVZCWb/yH5vYplAqNUL0DUrZLseGoeifMAa1T7a/41LUcF3H1qa6nubAVOTIEc5X2qK4lH14vPgLVtRQ8+KNW3EunbAdAVdCc/hulbD1UlxJPdW1BeBqKClNWn8RoLoCfJIUURTLpaCSJLzadt3YYWWc2oj21AVVnj6la59QP1eyGofNHYOeSarsUcwcA9bHtWZIUg+b8VlQnL8yVn0n9mM4BTIaH1zEmPdhuD4AccgQpNjzDLjtByEs7Ltzl6I1ITKISdYFV5JJOktHMsv9CCI1KtHYoWaa5vBsp4T7myq1TurAyZIhDvvEf2mMrUHUOmCs2zf71zm5CMiVhqtoR5NQ9sIpneeTw80j3rkBSLJoru1HtXVEdPUExozmzEaV8Q3DyyvZ1BSE3vLfmpLVDEJ6gyI3pyLLE11suWDuMrFMVNJd2omrtMk0g8tV96I4stRym0WNs+ho4F8ve9YwJaK4dQHX0RPEJTPOw2b81mtCT6HfMtlxH1mJqMABkDfKVvUgJkRirtEsVP1KR+2wjWNGZ0BjWHr9FcM1S2GnFpIKCpkglnSSTmRU21sqRQ08iJdzHVKllmmnJadg5Y6rcGikhEvnWcXS7f8DYaDBqiSpZvp7m2gEkswFjpZbpJws7FwytRiOHngBjIqp3gGUmndmE9twmzBWDwMEd+fZptMdWQvx9VHcfTHX7orqVzuazF4Sn8+lf5+haS/y+FURF6iOoLEl8veWitcPIFvn6IQCUCk0y3VcpVQNzjS6YGgzA2HIkqAq6Q4vAlJSt66myFqVcg4x30tmjlGuA4tc8Zeq25soeMMRjDmgDSbFoD8xH8SiHMegV0OrR7Z8Hirh5T8gft6MT+fPoLVEepwAqMkknyWhmycEb3I62nVYOZiPynfMorqUe3peTRaq7D0rZekiGWKSIa1k7KP4+ctRNFO+AlIkBWWJKQnN+C2a/ZmDngibkMCgmTHX6oJaogqlWT6S4e8hhZ7P1HAQhJ7799yJykXmHsx1F5kciyxKzt9rQWA4g3b2EZDaglKn1xH3kW+kPnKqOlgoCkiEuS9eTw84APPF66dFc2gmKEXPlVpbrxd4FvRPoHS1xOBe3bI+7l63zCkJOXAqPY9eFu5gU0dopSIpE0kkymvnjwA3CorPezVQQyA9aKIqXb4b7aA8vQXvgVzDEp3lMirIs1aBmcSZZVq6XhjEBzYVtmCu1tCQasEweUB/5Qzc/KDMk7tcT8tnXWy4UyBvAi7IikXQ0Gok522yrlQMgRVlK9KhuPhnuo5Spg6QqaE+tT7Vdvn0a+dZxS9ece9ksX0/V2WdrurPmwr8gyZj9WqZsU52LIxnikGLDLee9f9US64MWjyDkl8PXIzlzKxpFLG1dYBT62WsmRWHz6Ts218oBkOLuomp0T5y1ZvZvjXz7FJqre5GiQ1E8KyDF3UUOPQV6R8t05kdKgmgubgdjgiVJPF6kM+4eqoN71gNMikVzaQfmgHapxoDMPoFozvyNds9PKCWroQk5jOLsnaqSgiDkl1mbL/DdgLrYy2L6dEFQ6Fs6igK/7Lps7TCeimSIB20mA/o6e4wtRmCq9AxSYhSaSzuRI66hlG+AodU7lpI1j9Bc2oH27D9gTEh9HsWEZErK/HqPnuv8FtDoMT9e283eFWOToSBrLTePOntjajxE3K8jWMW/5+8QZksTiAo5SS3kqx9duxdHy8/+tXYYgiBYUa+6ZZjaoyYOetHasbZC/dEzwWDmxx222coRBCH3rD12iwSxyFuBUKiTjiTB6gK4Xo4gCPnLaFb548B1kkTisbpCm3QMJoUV/4UQZxC/ZIIgwNJDN9BqCu1bns0otD8BWYJ5e65aOwxBEAqIq/fiOR1qO2toFVaFMumoqsqJm1FcvBNr7VAEQShAFuy9RrzBZO0wirRCmXQSjQo/77xi7TAEQShg1h+/hVYUZLOqwvnqS7DpdJi1oxAEoYCJM5j5+2SoqMdmRYUu6ZgVlS2nwzCI5WoFQUjH4gM3MIuyOFZT6JKOwaSw+qiYJi0IQvr2XblHdIIY17GWQpd0JAl2Xrhr7TAEQSigVBV+33+NRHHPjlUUqqSjKCpbzoSRJFYLFAThCdYcvYVWI9basIZClXSSTAqrj96ydhiCIBRwl+/GcTfGYO0wiqRClXQkCXacD7d2GIIg2IC/ToRiFBOO8l2hSTqia00QhOz450yYmMVmBYUm6YiuNUEQsuPQ1QhEysl/hSbpaGRJdK0JgpBlRrPKrgvhFPIlxQqcQpN0/rsWIbrWBEHIlr9O3iZBVKLPV4Ui6SQYzGw+c8faYQiCYGP+PReOvU6sJpqfCkXS0WokdokbQgVByKaIOANnb4vlDvJToUg6CQYz58JirB2GIAg2aN3xUFGdIB/ZfNJRVZXdl0QrRxCEp7P/SgSiNkH+sfmkk2Aws/O8SDqCIDydkzejxDLW+cjmX2m9VubA1QhrhyEIgo1KMilcCherDOcXm086iUazWJZaEIQc2XfpnljYLZ/YfNL579p9a4cgCIKNO3TtPklGkXTyg00nnQSDmV0X71k7DEEQbNzh6/dxEPfr5AubTjoqKmdCxRx7QRByJuR+ArFJYjXR/GDTScdRrxU3dgmCkCuO3oi0dghFgk0nnZhEI3djxUJMgiDk3J5Ld8VNovnAppOOmLUmCEJuOXojUix1kA9sNumYFZWj1yOtHYYgCIXEhbBYMZkgH9hs0kk0mjktxnMEQcgl9+IMJIjutTxns0lHp5E4GyqKfAqCkHtu3U+wdgiFng0nHZkLd0TSEQQh94j3lLxns0knLDqJRHEHsSAIuejc7RgMYgXiPGWzSee8WD9HEIRcdvluHEazSDp5ySaTjqqqXL0XZ+0wBEEoZK7ejUMri9V18pJNJp0kk0JoZKK1wxAEoZC5ci8OOzFtOk/ZZNIxKyphMSLpCIKQu6ITTMQmGq0dRqFmk0lHkuB2lEg6giDkvpBIMW06L9lk0tFrZMKiRdIRBCH33YlOsnYIhZpNJh2tRiZM/GIIgpAH7saK95a8ZJNJJ8loFmtfCIKQJ8JjkjArovRnXrHJpBMRL5YzEAQhb0TGG8W9OnnIJpOO6FoTBCGv3I83iJZOHrLJpCNmrgmCkFciE8SU6bxkk0lHzKMXBCGvRMYbkERRgjxjk0knXqx5IQhCHrkfZ0Qr2+Rbo02wuVdWUVUSDCLpCIKQNyITDOi1NvfWaDNs7pVVFJUkUXpcEIQ8Ehkvuu/zks0lHbNIOoIg5CHx/pK3bC7pKCokmUT3miAIeUcRU6bzjM0lHRWVJLFiqCAIeUhRRdLJK7aXdFQwiLuFBUHIQ6Khk3e01g7gaYiWjpAdPw+sS71ynkQnGsWd5kKWiGXc8o5NJh1RF0nIjmf8PVHNGtyd9UiShCHRxPXTEdwPjQORg4R0VOjkbO0QCi2bTDo6jc31CgpWpNFoMcsKqsEAOh1qfBy+tYuR4OvKxcPhXD4aTujFKFTRChIeqNuxPCDKEuQFm0w6DnqRdISsKeNhjyRr0Jz7h+jyQRhiIvDUOHLrnXewqxKAf4dOVG9WG1VRuXryHpcO3+H6qQiMSWKGZFEmyuDkHZtLOrIk4ai3ubAFK6lUzBnVbEBaOgi7cZeZe/EPKrhWoPvMz7i/8Heudu8GZjNuvXpRundvyvevitZeR+ilKC4cusPV43eJiyxcVc13XlzBkRub6VXnbXw8/DPcL+T+eVYenZXp+Ua2+g4ARTGz8+JyzobtRyPr8PeuT5BfD7SyLtX+J27uZOfF5bzY+EOc7Nxy9mTyiCSyTp6xuXdvWQJ7nRjmE7KmrKcjJEaD2YD95o94o8NHBK8M5p+r//Bl3xk4NQ0iZMRIopYvJ2r5cgAcGzfGc8AAmgQ3pOXz/kSGxXP+UBhXj93lbkislZ9RztyOvsrRkK1Z2tfV3ouGFTqn+1hY9FWuRZyitFvllG1HQ7Zx7Oa/VCpeF73GjmMh25AlmWaVeqfsYzIbOXBtA7V9nimwCQdAkkXSySs2l3Q0soSjXiQdIWvKeDhAfITlmwM/IDV5g3ENxjF6+2harmrHb+3nUvnP1YROeY/oNWsAiN+3j/h9+wDQlSuH50svUfuZ1tTvVIGkeBOXjtzh8tFwbp2PRDHbzjiQWTGx+ex8VDVrE3FcHbxoXLFLmu1JpgR+P/AR9jpnOlUfmrL9dOgeyntWI7jGKwDIspYTt3alSjonbu3AaEqkbrl2OXw2eUejE933ecnmXl2tRhZJR8iyEq72EB+e8r1+6SBalW1FvRL1iDPF0WdDX74/M5dSH31ImVlfIDs5pTreeP06YR98wJVWLbnYqCGxv3xLpdKJdB5Wk1dmtaDTazWp3KAEeoeC//nt4LW/iIwPp6xHlRydZ9fFFcQm3adl5WdTtVaiE+9SzNkn5fvizj4YzYkkGCytQ4MpkUPX/qZO2TY46Aru7DB7J13mOwlPzeaSDoCzXcH/AxcKBm8XO4gJe7gh9BiaS9v4IOgDNJLlw8t3x7/j2Y0vQPOG+G5Yj33NmumeS4mL494PP3C1a1cu1K5J2KTxlDBd5Zm+fgz9vDm9361LrdY+uHjZ58dTy5a7sSEcuraR+uU74OVU6qnPcy/2JqdD91DazY+AEg1TPWandcRofjj+ZTAlIiGh09oBcCxkG6qqEli2zVNfPz/YO+kwi/precY2k469SDpC1ng66SD6Zqpt8rLBlLAvRt+Avinbzt8/T/MVrdlvOE+FRb/j9eormU5hil67jusDB3GpfiDX+vfH8fw+GrYtwcCPmjDgw8Y06u6Ld3kXq8+8VVSFzWcX4u7gTYPyHXN0rj2X/0RFpalfzzSPlXSryMXwI9yLCyUmMYLTt/fi7VIOrawjyRjP4RubqFuuHXZahxzFkNfsnXU21W1qa2zy3dtJzF4TssjTDqS4u6k3GuOw3/E5bz0zlr+v/k1EomXMR0Hh9a1v0N2vO++/PhHnFi24+fY7mMLD0zlzaolHjnDzyBEAtCVK4Dl0CDVatyOwXT2MSWYuHw3n8pFwQs7ez/dP0YevbyI85jp96o5BIz/9305k/B2u3DtJaTc/Srn5pXm8ccVurDzyBb8f+BAAvdaBtrWGA/DfjU1oZB21fZ5J2V9VFSSp4H3utXfSooraa3nGJt+9RfeakFUuegni76Z9YNfnyA2HMqb+aCbumpTqoT8v/cmeW3tY2O5XfDes59aYscRu357la5rCwrjzyTT4ZBrY2+PZ73kqdOtB5ZerIWk0hJyN4OJ/d7h24h6JcXm7dsv9+DD2X11PzTItKeXmm6NzHbv5L6BSt1z7dB/3cipF/4aTuXz3OKqqUMGrJi72HsQbojkWso0mFbuh09hxKnQPey//SYIhBh8Pf9pWGYSLvWeOYstN9k46cZ9OHip4HzOyoJiz3tohCDZCr5Xh8ZbOA3bLX6ZjxU7ULJZ2DCc8IZwOazqz4tZflJkzmxKT/4eke4oB5sREIub9yrWePbhYpxa3R79FsZjztOhdkSGfNePZCfWp064sbt653+Wkqipbzi7AUedCkG/3HJ1LURXOhR3ESe9GRa/0x7wAHPWu1CjdjJplWuBi7wHAoWsbsdM6UqNMc+7F3WLL2YVULl6XrrXeIM4QzcbTv+Yottxm76xDFstV5xmbfGWLuxS8gVqhYNJotBCXQffY9T3I1/byQdAHSBkMvHy07yNe3fo6jj26UvHP1egrVsxRPDH/bOLGkKFcalCXK336YHd8O/VbFuOF9xszaGoTgnr5UdLPLVc+aR+/uZ1bUZdoFdAPvTZnfzOhUZdINMZSqXhgtm6cjEm8z4lbO2hQvhNaWcepW3tw0DnRvPKzVPCqQZBvd25FXeBe7M3MT5ZP7J10yFrR1MkrNtlP5aDX4KTXEGcQpUqEJ5O0eoi/l+HjmiUDKTf6DD0r92TlhZXp7rP/9n6ar27DvLa/UO3P1dz+4EOiVqzIcWxJp09za+y7ljiKFcNr8GCqtm9PrVZ1MJlUrh4P59LhcG6cicBkyP440MXwwwCsOf5Nuo8nVxsY3PhjXB28nniuq/dOAVDJu262Yjh4bQNOeneqlQoCIDLhDq4OxZAfjOW4O5R4sP0uXs5lsnXuvOLoZicqEuQhm0w6JrNCKXcHLt6x7bvDhbyVXHcto+41ABIjsdv3He82Gsvma5uJNkSnv5spkX5/92dojaGMmPI/nFu1InTCBJSYmFyJ1Xz3LndmzoSZM0Gvx/3ZPpTt0QvfwVWQdVpuXYjk4n+Wsjzx0YYsnbNqySaUcU9b5uZaxCnCoq9StWRjXOy9sjSb7Hb0FWRJQwnXCll+TpEJ4ZwO3UObKgPRyJbp6apqTnVzqlmxjGkVpPd4R1fRfZ+XbDLpGEwKpd3sRdIRnsg3ue6aIZPfky0fog0cwKi6o/ho30dP3PWXk7+w7cY2fmv9M74b1nNz5EgSjhzNvaABDAYif19E5O+LAHBq0QLPAf0J6lqPZ14IIOJWHOcPhnH1+F0iQuMyPE21Uk3SP70p/kHSafLE2muPuht7A0+nUmnqqD3J/ivrcHPwTnU/j4djCW6FXiLJlICd1oHb0VeAhy2egsDBRdwcmpdsckxHBUq5F+y5/oL1lU+uu5YFdquG0atyLwI8AjLd93LUZVqsasOOuOOUnz+fYm++CXk48By3Ywc3Xn2Ny43qc7lrV+T9/xAY5Ebf/zVg8PQgmj1XmdL+7jmuF7bvyjr2XVmXZnuCMZYkUwJO+qzXSrsXF8r5sIM0qtglpSsNLK0vk2Jk5ZFZbL+wlF2XVlLWoyqeTiVzFHtucvYQY8Z5ySaTjl4jU9pN/GIIT1bGwwES7mdt50tbkW4e4YOgD7K0u4rKW9vf4t09E3F/+SXKL16EtkTef1o3XLrE7UmTuNKyOReCgohfNBf/Cma6Dq/NK180p/3L1fGrWxydffZLRR24up4DV9en2Z5otLSmsnNT574ra/ByLkPl4qnHgIq7lKVjtaEkmeI5eWsnZdwr077qi9mONa/o7DTY2UBJI1smqTZ6F9SqwyG8vfSYtcMQCrAvnqtNT69rSPOCs3aAU3GS3j7J+3s/YN3ltJ/4M+Jp78mCdvMoY1eCW++OI3bLlqeMOAdkGbdePXHr3Qed/8PlGS7+d4crxwrf8gx5xauMM89OqI9G+3SfxwcOHAjAm2++yaxZszhz5gwuLi4EBwczevRo7O0tH5YPHDjA3LlzOXr0KDExMbi5udG4cWPGjBlD6dKlAdi/fz+DBg3ixx9/ZPfu3WzYsIHo6GiqVq3KO++8Q6NGjXLnSeczm006h6/dp9d3e6wdhlCALRzakKZJO5GWv5T1gzp+SlRgPzqs6ECcMePxkvS82+Bd+lfqS9TqPwmbOhU1yXpv9MnLM+jrN0Tv6kxkWDwX/gvjylHbX54hL/nWKU6bwVXRP2WprYEDB3LlyhXi4+Pp1asX/v7+bN68me3btzN06FDeffdd9u7dy9ChQ6levTpdu3ZFr9dz+PBh1qxZQ+XKlVm7di3wMOmUKVMGd3d3evToQUJCAr/88gtJSUn8+++/eHh45ObTzxc2244s5S6614Qn83TSQfit7B309zjsaj3LG3Xe4LODn2Xr0BkHZ7Dp6ia+7zwb38aNCHlzOEkXLmTv+rkkveUZaj3TmnodK2BIMHHpSDiXjtyxueUZ8ppbcQfkHI6NhYeHM2vWLIKDLS3sPn360L59e9auXcu7777LvHnz8PDwYP78+Tg4WLosn3/+eUwmE+vXrycsLIwSj3TVOjk5sWTJEnQPbk4uXrw4EyZMYNOmTTz33HM5itUabHJMB8DbxR67p2wCC0WDpe5a5nXTHme/ZhQvVHmBim7ZvxH0SPgRWqxswyldOBVWLMe93/PZPkduS7U8Q8MGxPz8LX6lEh4uzzDMsjyDnaPNfgbNNV5lnNDmcOkUnU5Hu3YP1wuSZZmAgADu3rVM3f/uu+9Yt25dSsIBiI2Nxc7OUo07Pj4+1fnat2+fknAAqlWrBliSmy2y2d8ys6JSyduZU7eyNjtJKHqc9aRfdy0zZ9dC2Gneb/I+L/6d/UHuJCWJQf8MZkDVAYwZPw6XZ1pxa9w4zJGR2Y8llynx8dz74Qfu/fADAK5du1Diuefw6VsTrWM17lyN5sKhMK4cu0vMvUQrR5v/ipV1yfE5XFxcUiUJAL1ej6JY7k/SaDSEhoYyZ84cLly4QEhICLdu3UopMpq8XzJPz9R16ZLP/fh+tsJmmwpGs0K10q7WDkMowOy0mdwY+gTaP16gulc12pZr+9TXX3hmId3W9yYpMADfDetxbNDgqc+VV1Ivz/ACjuf20LDNY8szVLD+8gz5xbV4zm/FyKxu26+//krPnj3ZsWMHPj4+DBw4kAULFvDaa6891flsjc22dOx1GmqWdmMZIdYORSignlh3LTNRN7A7vpTJjf/Hrpu7SDQ/3af+6zHXeWZVWz5rPoMOc3/h3i+/ED57DpgLXgmnxCNHufngRteCtjxDfnB006PN46Wqk5KS+PLLLwkMDGT+/Pno9Q+rH6x5sFx6YWezKVQjS9Qtb3szN4T8k1ndtUytHYWjpOHVWq/mOJaxO9/l7Z1jcR00gApLl6ArUzrH58xLycszXGnbmvP16xE15wsqeEbT4eVqvPJlC7q8WYsqTUoWqqWdPUs5PVWNu+xITEwkISGB8uXLp0o4t27d4p9//gHAXAA/kOQmm23pAFTydkaSwDYnfQt5KUt11zKjKthvGMfg7nNYeXElITE5a1VvubGF1mGHmN9uHr7r1nFrwkRi/v47R+fMFw+WZ4iY9ysALu3b4fX885TqVYfWA6sSfiMmZRwo6k6CdWPNAe/yruT1mnJubm4EBgaydu1aXF1d8ff35/r16yxdupSEBMtrFxeXvan6tsZmWzoAOo2Mj4cohyOkZam7ZoTM6q5l5vgfEHGJyY0m50pcUYYouq/vxbyLiyg941NKTZ+G5GBbv8MPl2eol7I8Q72WxXjhvcYM+iR3l2fITz5VPNDqcjZzLSu++uorOnTowLp16/jkk0/YvHkzffr0YcGCBQDs2VO47z+02ZtDAeKSTLyz9BgbT922dihCAfNCo3JMbV8K6bO0yypnm5cfhjf28da2t9h5c2fOz/dADa8a/PzMt+ii4gkZPoKkM2dy7dzWIHt54fXSYJzbdUBbujTmXFieIT+98mWLp74pVMg6m046RpPCd9sv8cWm89YORShgxnUMYFgNFWlO/dw5Ye9fCPNtTvDKYAxK1pYWyAqtrOWH1t/TwLsuYTM/5/5vv2X7HL+rCssyeKwZMCaTPqPrqsoiVM4BCUBFoBsSTR5rqphVlbmo/AvoH5x7EBK6x/bb+GC/Rb164/tCf3SVKj/18gz5xc3bgRfea4yssbHmmQ2y6bSu08rUE5MJhHSUcLWHuOu5d8JVr+E27gqDqw/mxxM/5tppTYqJoZtf5jn/55jw9hicn2nJrdFjMEdEZPkcVwEd0Cudx8pnMtf5iqoyHhUVaA44AvuBT1F5UYWejySUdcB6IAhwePB/DSqDH7mGQVVZikowoFm1imurVgHg1Lw5ngMHpFqeIXkc6EnLM+SXUn5umI1mZI1NvyXaBJt/heuUdUeWQLHZ9pqQF4q72EFMLna7Kibs/5nCa8EzWHN5DbfjcrdLd+n5pey+uZv57ebi+9cGbr39DnFZ7Nu/CpQF+j3FKPj3qJiB6UhUepBgXlBV3kFlMSptVHB9sH0zKnWBdx9cR6sqbAQGP3K+v7G0lno+luzidu4kbqela1Lv54vnkKHUadaChl0rkhBj5OLhO1w+Gk7oxShUK/wxl67sjtYu78dzBBufSACWyQTiJlHhcV5OOojOZt21zPw3D6JuMLHhhNw97wM3427SZnUH1of/i88P3+P97ruge/KU5HhVJRwo/xTXi1dVkoD6kJJwABwkiQaAAbjyyP5hQIVHvq+IRAIQ/aCHPkFVWYFKVx4mqvQYLl1+uDxDkybEL/ol1fIMHV55+uUZnlYZfw+xRHU+sfmWjqKqNKtUjJM3RTkc4SFPO5CepgROJvR/DKTZa9tpVLIR+2/vz/XzA/xv9//YeHUjs57/FKemQYQMH4Hxxo1097364N8KT1EywFGS+DKD45Inhz+6bJsz8OgtsvFYPrUmz71bByhA92zEokRHc/fr2dz9enbK8gylevem3IBqaO0eLs9w9fhdYu/nTdVuvYMWFy9RQDi/2HxLx16noW3VgrPUrVAwOOt5+moET3LnFNoL//B+0Ptopbz7zLbz5k6eWdWe654KvmvX4Nq1a7r7XX3wbzQq76kK/R98faoq3MzmHCGzqhKqqvykKhzG0gKq8Minf39gD3BDVQlXVbai4gfoJIlYVWU1Kj2QcHzaFoOiELV8Bdf7vcClunW4MXQortcP07hTaQZNDeKF9xvRoEsFipV1frrzZ6BkRdcCP7OuMLH5pANQu6y7qDgtpJKTumuZkZYPoZidO/2q9suT8yeLNcXSe8Nz/HBuHqWmfkTpLz5HdnJMtc81LIllNZYWRzssyWEvMBaVy9lIPP9D5XVU1gNVgTGPtVj6I6ECI1B5BZUIYOiDfVajogM6P7K/ksOJsfH79hEyfDiXGzfkUseOqNvWUKueM33G1WfIZ81o+UIAZat65njGWUk/txwvZyBknU1PmU6WaDTz0q8H2XspByVPhELl8oetked3gZBDeXOBJiNIbPM/Oq7oyL3EvP+9q+JRhbmtvsc+zkjI8BEknjwJwA+qwiFgJBI1H2lhbFdVZqHiC3yRxQkGv6sKRuAMcA6oDExBwuWR80aqKgewdKPVB4pJEpGqyjBU+iPRVZLYrKosRCUaqAGMQKJ4Lo6XyI6OeAwciEuXLujKVQBJ4vrpCC4dvsO1k/dIijdl63zPTWpA8VyoLi1kTaFIOgaTwk87L/PZxnPWDkUoIK580hFpdl24fzXPrpH01gm23D/JuB3j8uwaj9JIGua0mk3Tko2589XXRPzyyxNrQE1SFU4B3yBRJptv+r+qCquBTsBrmSStX1SFPcD3SIQCox5Mma6LxG+ouABT87C+jGvXLrg/9xy6qjXROtpla3kGOyctQz9rjiRaOvmmUPRJ6bWyGNcRUuRK3bUssFs+hHbl2lGneJ08vU4ys2rm9a1vMOXAh3gNf51y839DW7x4hvv7Pvg37Cmu1R8JO+BAJvvdVVX+Bp57cJPoZlRcgSFI1JMkBiBxCriWh59t012eoW0JBnzUhAEfPXl5hnLVvDAZxXhOfioUSQegcglnXEUJC4FcrLuWmZCDaK7s5IOgD5DzulLkI1ZfXE2HtV2JqFicuM9mcL1OnXT3S77nP6NJ1zGqygFV5Wo6CUEnSXgAmc0JXYqKJ9Dmwfe3gBKA5kHLKrmWdn4Vqko8cpSbb7/D5aDGXGrVCtOG5dSoaUevMfUYOrM5rQdWoXwNLzQPljDwrVMMrb7QvA3ahELzaicazTTx87J2GEIBUNbTERKj8uVa8rJBlHYqQR//PvlyvWR34u/Q6c8uvDB0CJMvXaTYxAlIj9zTo6oqZwENlrI26QkBPkHlD9ImnbgH9/+UfEIMoarKFuB5JLQPkowCPFqYPznxWaPzyhQWxp1pjyzPMPsLyicvzzCrBV2G16J8jWLi/px8VmiSjp1WQ5daBXuNEiF/+Lg7QML9/LlYUgz2u75mdL3RuNu55881H5C0EoqfQlR0NH/cj6Di6tXoK1YA4E/gGtACcM7gTdUfKI6lC+30I60ds6ry44NKBW2ekC7+QKXUg2skKw3cxJK0AM4/st2qEhOJ+PVXrvXsycU6tbj19ii8CUNSC/faNQVRoUk6GlmibdUS6DWF5ikJT6mkm32ej+eksn06msQo3qn3Tv5d8wFtGy04wZxvv2PAlHEsa9aM94t58SsqZYGXHkkai1WFxerD8QuNJDEcCRmYgsosVeEXVeFtVLZjmZ2W/t1Blnt1dmJp5WgeSWqtkTAAk1H5WVX4FZXagE8Ba03EbtpMwtEjosCnFRSud2gJgiqJLraiLtfrrmWB3YpX6OrXlWqe1fL1upK7hG6IDrm2zPEzx/nt94Xc0eno37o1M1xcU5WjWfLg61G1JYnpSNQBDmKpnQaWiQATHksoj/odlXJA08e2+0oSY5CIAzZimTL9llU61zLnGhyMnEmZISH3FYop08nMisqaYzd5e8kxa4ciWNGGEU2pem0h0j+T8vW65pf+4oKLJ8+tfe5B3WbrqORWiXmtf8QpCW6OHEnCkaNWi6Wgsq9RnQqLF6caBxPyR6Fq6WhkiQ7VSqITTeYizdM+b+quZUbzR38qupSnm1+3fL/2oy5GXaTlqrbsij9J+fnz8XrjdZAL1Z96jrl07IiqiKnS1lDofhNlWaKlf8b3LgiFn6XuWv4nHRIisDvwI+MavouLzrp3uCsojPx3JOP3/g+PV16m/KLf0ZYQ97Ilc+vaFdnOztphFEmFLunotTLP1S9r7TAEK7LTynlT7DMrNk1Bb0xiROAI61z/MRuubKDtmk7cK+eG74b1OLdube2QrM6hfn00HmLxR2spdElHliRaVfHG2U7cKFpUaTQ6sEL3WjK7P9/k2YBnqexe2WoxPCoiMYLgtd1Ycv1Pynw1i5IffIBUhD/le/bvj6QRC7ZZS6FLOgBGs0LHGk+6rU0ozCStHuKsWPz1/EYIPcb7Qe9bL4Z0TDswjZc2v4Jdlw5UXPMn+kqVrB1SvtO4u+PSrq1IOlZUKJOOo17LgMZPs5aiYOvKuCfXXbNS99oD2j/6E+DhT8cKHa0ax+MO3zlMy5VtOWsXQcWVK3B//nlrh5SvXLt1QzUarR1GkVYokw5AjdKuBJQQ5cqLGt/i+VR3LTMxodgdWcjERhNx0Dpkvn8+SlQSGbBxEJ8f+wrv8ePw+eF7ZDe3zA8sBDxfHITsULB+HkVNoU06KjC0eUZVp4TCylJ3rYAsXb5+NA6qyrDaw6wdSbrmn55P9w19MAZWwe+vDTjUr2/tkPKUQ716T6zKLeSPQjvartPI9KhTho/XnyY6IXuLOgm2y1J3LcLaYaSwX/cOg3r/zMoLK7kWfS3N4+aTZpSDCmq4CnYg+Uhon9EieWV+r5lxvhE1JP2bUDUdNWjqWsYtVEXFvNmMclIBDcjVZDStNEhaiWsx12i5qi0zW3xGRKeOTD9ymO9U8CiE97B4DuiPJO5XsrpC/RMwKyrPNyhn7TCEfJTvddcyc2oVavg53msyJc1Dpn9NmNeYUZNU5HoycnkZ9byK8TcjamTmFQ3UcBU8QW4mp/mSSj1MWspBBeWQglRBQvaTUQ4pmLenLnQ5eusYpn89g34D+hO4dAna0lYv0ZmrZDc3XNq2RdIW2s/ZNqNQJx0HvYZXmldELApYdFij7lpmdH+8QO1itWlVtlXKNuWWgrJHQSonoRuqQ9tGi7aH5YtEMO96cvVjNVKFJJAryWhbaNN8yaUe/mkrxxQkXwldLx3aLlrkOjLKkdQtGeWwQmJCImu813G7lD1+69bi0qFD7r4QVuTWrRuqSfR4FASFOukAuNjraF3F29phCPnEy1EH0TetHUZq96+iP7mSyY0nY6ex3B+j/Gd509d20iLpHn4qkqpIyHVkJI8nf1JS71haQpJ35p+o1EgVqcQj1yghgQHUeMs5VIOKeY8ZuYFMjDaGbut68uvlPyj92QxKTfsEqRAMvIsJBAVHoU86eo3MsJZ+1g5DyCfWqruWqT/fxEXWM7TGUACUSwqSt5Rm7EaSJLTBWjRNn3wfSXaSDvY8XE0NIAnLqmp6y7fKQQVU0DR6eM1Z/81iwKbB6No9g+/aNdgFBGR+nQLKsWEDdN7ig2dBUeiTjixL1Cnrjl9xZ2uHIuQDq9Vdy4xqxv7vCbxc82VKqCUgHqRiEupdFeNyI4bPDRg+N2BcmcXxnAdJR72hYvzFiOEzA4bZBkybTKiJqY+XykgoZy2TFdRoFfNxM1JJCUkroSaqmPeb0TTSINmlTmAn7p6gxaq2HJNvUmH5UjwGDsy91yMfFR81CsRYToFR6JMOWJbQfUVMny4SrFp3LTNHf4f7VxlcYTAAaoyK8VcjRIFcW0bykVDPWrapUU9OPModS/eceYclgch1ZCRHCeWggmmBCTXp4fHaFlpQwfiTEeMcI8SCpp2lVWPeZ7bMaKv/8K3g0dVODIqBIZte5pP/ZlB89NuUnfuLTdUts69ZE4datcSstQKkSPwk9BqZ3vV8KOVmb+1QhDym0WitWnctM7ol/ansZKnJpt5QkQNktC9p0bbVouursySDeDBtynjQW1VVJHsJqYSE7lUd2s5atO20aIdokQNl1HAV886HExGk4hK6l3VoOmnQdNSge0WH7COjxqkoBxU0TTRIegnzMTOGrwwYpxsxLkqd+JacW0LndT1JqF4R37824Ni4cd69SLmo+KiRT7Wsw/jx4wkICEj1VaVKFQIDA+nRowe//fYbSi5PK79+/XqW942IiCA29uEN0MnxJiUl5WpMeaHItDlVVeXtdv68u/y4tUMR8pCktbNu3bXMhJ9Dd2Of5f8SaNpqkB6ZXinXlzEfNKNeVFGNaqpJBskkSUI3OO3iY5IkoWmjQTmpoJxSoO0jjzlLaAJTjxOZ95jBHuS6Mkq4gnm9Gbm+jOwnY95ixrTGhG7gw+vcjLtJ69Xt+aTZJ3T+6Ufuz1/AnVmzoIDOCrPz98epceMc1VmbMGECHg9adqqqEh8fz+bNm/nkk0+4efMmEydOzJVYp0yZwrlz51iy5PG1XdPavn07Y8eOZfHixTg7W4YN+vbtS5MmTdDZwKJ0RSbp6LUaegWWYc7Wi1yPiLd2OEIeSKm7VoBbOgCuuz8B3HH1diXRITHVY5IkIXlLlnGdKKBY9s4t6SUkTwk1TEU1qUja9CcaqNEqymEFTTvLTaLmY2ZwfCQJmsG03IRyR0H2Tt1SmLhrIht9NvJFv+k4NW1KyIgRGG/cyF6g+aD4yJwvL9G2bVt8fHxSbevbty/PP/88Cxcu5OWXX8Y7FyYp7Nq1i2LFsvbDPn78OFFRUam2BQYGEhgYmOM48kOR6F5Lpqgwpr3tzsIRnqyCl5Ol7lpSjLVDeaKyjoloZAlHyRFvx3TesJJ7bTL40KomqighCuq99Md9VKNqmZ32hL9u8y4zuFjGkgDUCBXJXUppdUmeD5JVZPrHbw/ZTstV7bhRTMV37Rpcu3TJ+GJWYOfvj/Mzz+TJzaAajYZOnTphNps5duxYrp+/sCtSSUevlQmuWVLMZCukyhdzgqQCUnftCew0UMMjidu3bzO09NBUj6mKihqmggOQQb1a9baKab4J09a03VpqrAqRlntxpAzuilbvqyjHFTTNNUjJS7srPEx2gGrOfAZdrCmWXuuf5adzv1Hqk48p/flMZCfHTI/LD95jRufp+eUH40TGBxWrN2/ezIsvvkiDBg2oUaMGLVq0YPLkyURGRqYcs3LlSgICAvjrr7/o0KEDNWvWZMqUKQQEBHDz5k2OHTtGQEAAK1euzPC648ePZ86cOQAEBwcz8MGMwsfHdGbPnk21atW4evUqr776KoGBgTRu3Jjp06djMpnYsGEDXbp0oXbt2vTo0YO9e/emuo6qqvz222907tyZmjVr0rRpUyZNmsTduznvRShSSQcshUDHdRStncLIx90B4u9bO4wsec4vAYCt87ZSt1jdlO3KfgViQK4pZ5g0pLISOIF6UUW5/jBTqGYV00YTKCDXy/hP27zTDB4gV3+4j+Qlod5TU6Zbqzcf3Afkmfl9QHOOzqHfxkHILZvgu24d9jWqZ3pMXrKvUR2noKA8LXmzZ88eAKpXr87KlSt588030Wg0vPXWW0yYMIEaNWqwdOlSxo8fn+bYSZMm0bp1a8aMGUOrVq2YMWMGHh4elCtXjhkzZtCgQYMMr9u3b1/atWsHwNixYxk2LONisqqqMnDgQDw9PRk3bhxVq1Zl3rx5DBs2jI8++ojOnTvz9ttvc+fOHYYPH05ExMOahZMnT2batGlUq1aNiRMn0rNnTzZs2EDfvn25fz9nf2NFZkwnmU4j07qKN1VLuXAmtGB3wwjZU8LVHuIK3thCenr7JrDtlh2bd+6kfEh5FG8F810z6iVLPTVNs4eD36YdlhaNtoXlz1XSWG4gNa0wYVpkQq4qgwMoVxS4ZynoKddKP+mo4SrKKQVN98cmMNSy1GQz/W5CKiuhHFeQKkpIxbJWQ+p0xGlarGrDN63m0GTxYu58+SURc+eBmnmLKbd5jx0LUu7UvoqOjk55M1YUhdDQUFasWMH27dvp0KED5cuX54033qBq1ar8/PPPKS2g/v3707dvX3bt2mWZbfhIPK1bt2bcuHGprvPVV1/h4eFB9+7dnxhPYGAgAQEBbNq0iVatWuHnl/GN74qi0KZNG95//33A0jJq0qQJu3btYtmyZdSsWRMAR0dHJk+ezNGjR2ndujUHDx5k2bJlTJgwgcGDB6ecr1OnTjz77LP88MMP6SbTrCpySSfZ+E5VeXHuAWuHIeQib1c7iC1YddcyIknwVdNIFl5yZ8l9DcphBdVORa4ro2mhQbJ/pGDnrgetmRYPj5cry2gHajHvMqNcVMBkaa3I7WXkenKqN7lHmXaYkIpLlkT1CLmEjLaHFtM2E+oRFamiJbFlh0kx8dqWYfSq1IvJw8fh3LIlN98ZjTkXumSyyqFePRzr1s21lUF79uyZZptWq6VHjx5MnjwZgNWrVxMfH5+ScMAypdnZ2Rmj0YjRaESv16c81jgfp5t3eKR+nqurK15eXmi12pSEA1C2bFkAwsMt97dt3LgRsCTHR1s/pUqVonLlymzbtk0knezSamSC/LyoU9adozcirR2OkEu8HHVw95a1w8gyrQyDK0cyuFkjEp5ZSccVHYlITLssg36iPp2jQS4jI/fNXg+5rnfGU2rlqjL6qulfKztWXlzJ7lu7WdhuHn4b1nNz9Bjidu7M8XkzpdFQ6qMPIReXov7ss89SZpVJkoSLiwu+vr44Oj4cu9LpdJw7d461a9dy+fJlrl+/zp07d1IeVx9r7WVlllpMTAyJialnNrq4uGBvn717Db28vFJ9r9Vq02xLTpbJ9x1du2ZZgiO5G+9xOZ2WXSSTDoAsSUzvXZPgr3ai5H8PgJAHPO1BKqjVCJ5k1yzkBq8wpv5oJu6aZO1ockVYfBjt/gzmvSbv0evbb4hc/Ad3PvssT5eK9ujXD13p0rlafaBu3bpppkw/burUqcyfPx9/f38CAwPp1KkTtWrVYsGCBaxZsybN/nIW4ps6dSqrVq1KtW3atGn06tUrW/Fr0knAGbWCkymKgp2dHd9//322rpVVRTbpaGSJCl5O9GtYjt/3Z/1OYKHgctZLBbPuWhbYrRhCx8HrWHz2D07cPWHtcHLNB3s/4J9r//B1n5lUaBrEzTeHY7h6NdevoylWDO8xo5Gz2RLIqZs3bzJ//nw6derErFmzUr2h37v39Dcpv/zyy3Tr1i3VtkqVKj31+bKjTJky7Nq1i0qVKqW5B2nr1q24u7vn6PxFbvbao+x1GiZ1roqXU867FATrs9NKBf7G0Axd34d8bQ8fBn2ILBWuP8u9t/bSclU7LrskUPHP1bj17JHr1yg5aeJTlbvJqeSbNH19fVMlnFOnTnHggGXM2JSFig2yLKcqq1OpUiWCgoJSfSUngOSW0uPddrmlTZs2AHz77bepth89epQ33niD3377LUfnL7ItnWQaWeK9rtUY+cdRa4ci5JBGoy24xT6zQLNkED6jz9CzUk9WXFhh7XByVbwpnr5/9eOVmq/w5vvv49yqFaETJ6E8Uj/saTk2bGBZFdQKJWAqVapEmTJlmDt3LmazGR8fH86fP8/y5ctTkkNcXBxOTk5PPI+npycXLlzg999/p1GjRk9s1Xh6egIwb948WrdunZIkckvLli1p3749ixcvJjQ0lBYtWnDv3j0WLlyIq6sro0aNytH5C9dHqqdgp9XQqWYpGlX0tHYoQg5lVHctIlHivYOuNFtdnNpLS9D9Ly8WXXDI8lje2ftaXt/hToPl3tRcUoKuG7xYcjHtgmBxRonRe9wIXOZNqz+L890pp3Sv8flRZ1qsLk7S44uDJkZiv/dbxtYfg6veNWvB2ZifTvxEn7+eR20SiO9fG7CvXTtnJ9RqKTV1aq5OHsgOvV7PTz/9RIMGDVi8eDHTp09n3759DBs2jC+++AJ4eE/Pk4wYMQIPDw+mTZvGpk2bnrhv586dCQoKYs2aNcycOTNXnsfjZs2axejRo7lx4wbTpk1j6dKlNG7cmMWLF+Pr65ujc0tqXrXRbIiiqITcj6f159sxiVkFNqmMuz27x7eBaT6pyuDcS5R57h9PQuK01PYyEFjMyOn7Og7c0RNcLoEvgqKeeEvH2fta+m32JMks0alcIl72CltC7AiJ0/Jy1VjG1nn4Sf3j/1xYdMGR7hUSiDPJbLxhz5R60fT3f1jr726CTNu1xXg3MIYXKieke82kMedZc2sHH+79MOcvTAElI/NVq69oWaop4d9+y70ffoSnqNrs+fJQig8fnu9jOcLTK/ItHbAs9Obtas/QZmLNHVuVUd21z466EBKnZaB/HEvaRTChbgwL2kQwtEosG647sOrKk5cw/vK4M/Emma+bRfJ5UBQT68awptM9KriYmHvWiRuxlk/YqgorLjvwrF8C0xpH83WzSJqVTOKPx1pE3592wtNe4Vm/9BMOgN2q1+hZqQcBHoW3coaCwohtI5iwdzIer75C+d8Xos1m4UxtiRIUHzFCJBwbI5LOA/Y6De+09xdr7tiocl5p666ZFNh4ww53vcLo2jGpWjSjasXipFX49dyTa4WdiNDhpldo6/NwnRInnUqX8okoqsSJe5ZxhIgkmXiTTBX3h1OCq3oYCYl72O0TGiez5KIjw2vEoXvSX96lbUg3j/BB0AdZeOa2bf2V9bRf05mICh74bliPc6tnsnxsyfem5FrlASH/iKTzCEmSmNGnlrXDEJ5CWY+0ddeSE4G/uwmHx6bM2GmggquZ85FaYo0Zv3G56xVijRJRhtT7hCVY/nQ87CxdQi46BQmVeNPD/WKNMs66h92135xypoyTme4VMm7lJNP88QKV3H3p4luwqjfnhbuJd+m0pitLb6ylzFdfUfL995D0T55R6tSsGc7NmiFnsp9Q8Iik8wi9RqZhBU8GNC5n7VCEbLLUXUs9c00vW97wDY8P2D8Qa5BQkbgVl/Eg9POVEzCrEqP3uHMtRkOsUWL5JQdWXXaguoeRht4Gy7U0UM3DxMrLDoTGyVyM0vDPDTvqFrM8fi1Gw6rLDoyoGYsmK391ceHYHfyV8Q3H46R78synwuKTA58wdOtr2HftRMU1f6LPoK6Yxt2d0p/NyDQxCQWTSDqPsdNpmNKlulj+wMYUd0lbd83dTsXHycSZSF3K2EuyC1FabjxINjFPaOkM9I/nvfpR7AvT035dceotL8GkA240KmFgbquIVAlkXGAMt+I1PLPGm84biqOR4Z3alokGX59wxtfVRHC5h6VNMp2zsnE8dmYTb9Z5MwuvQOFwKOwQLVa25Zx9JBVXrcT9uefS7FNq2ifIjgVjCQUh+0TSSYcsw4+D6qHP0kdSoSAo5qSD6LR114ZUiSfJLPHGDnf+C9cRZ5Q4FK5j5C537DUPyvg/4bxH7+r48bQzOlmlR4UEBvrH4edqYs9tPV+fcE5VRLlRCQNrOt1jSv0opjaMYk2nu5R3sXThbbhuz6hasUgSfH/KiQbLvam1tAQjd7kTbcg46dmvGUG/Kv3wdcvZNFVbkqgk0n/jQL449jXekybg8923yG5uALj17IFTUBCynZ2VoxSelpgynYFEo5nFB67zwdrT1g5FyIJ9Y5tS8shXsOuLVNtVFT457MKC846oPHxz71o+ASedyh8XHVnZ4S7VPdPeNR5rlGizpjiKCkvb36Oiq6WfzmCGMXvdLVOi60fRP4Opz8ne3OlOWLzM8g4RbL+l59XtnoyqGYO/u4kPD7nSuISBGU2iMjze9OoOTmjMDPr7xey8JIVCBdcKzG/zCy5GDWHTplPq44/EbDUbJz7KZ8Bep2FA4/I0r5zNReoFq3DWkW41AkmCSfVi+LPTPSYERjM+MJrl7e8yMyiK+0mWX/9i9unfH7IlxI5Ig8zAgPiUhAOW8Zsp9Swz5VZdfvKU6+P3tGwOsbRyAJZdcqS6h5E3asTR1ieJl6vGsfaa/RMnM2iXvEA1r+q0K59+1d/C7Gr0VVqsasO/sUco/en0XFuyQLAekXSeQKeRmd0vEA/H/C+vIWSPnU5+Yt21AHcTg6vE81KVeGp6WVo1JyO0uOgUSjimn3Rux1ve4Pxc07aCijkoeNgphMY/+U3wq+Mu1C9uoHmphxMKyrs8PF8FFxOKKhES+4TzRIVgd/wP/tdoEvaaovkp/1bcLZJUo1VK3Qi5SySdTDjoNXz5fKC1wxAyYam7ljbpvLPbjeari2N+LK+cjtByM05L05JJaY5J5vWgBXQlJm1CiDJIRCZJGbaSAA7e0bHrth1v1Xp4w6pJlTCrD1s1BiWL95msfQtHScOrtV7N2v6FSEuflvQL6Ie9tmgm3MJGJJ1M2Gk1NK7oyaAm5a0divAElrpraZOOr6uJOwka1l17+IaVYIKPD1tqm71SLS7Dc7Yqk4SDRmHheadUs9/MCkw/7IKKROfyiRkeP+u4C01LJtHA++ENoxVdTJy4p0tJgkfv6tBKKj7OGczrTqYq2K8fy+DqgynrUvbJ+xYipZxKMaPFDHQa0cIpLMREgiwymhUG/rKffZfTruwoWFdGddfAMhmg219e3EnQEPygdtqmEDtuxGoZWTOGN2s8TDqzT1imyY+o+bCe2orLDvzvgCsOGpUOZRNx1avsC9NzNlJHQ28DvzwTgT6dnrEdt/S8st2TZe3vUcvrYdLZetOO13d40NA7iYquZlZccqCXbwIfNYxOe5J0GN/YxyFTJK9uKvwtHq2sZXHnxfi5+YmkU4iIlk4W6TQyPw9qQFnPJw8cC/nPUnfNlCbhADjrVBa3jaBTuUT2hulZctGBYvYKs5vdT5VwAOacdGbOydT3Z/X2TWBeq/sEFjOyKcSe3y84YlAkRtWMyTDhAHx5woVWZRJTJRyA1mWSmFIvmisxWtZcsSe4fCLjAtPGnRHd4n7UK1GXFj4tsnyMrRpdbzQVXCuIhFPIiJZONpjMCrciEwj+ehexSZkvzCTkj34Ny/FJx9JIM4rIvSy9fibMrwXBK4MxKAZrR5Mnuvp25YOgD0TCKYRESycbtBqZEq72fD+gLrKoM1hg+KRTd61QWz0MN60DL9V4ydqR5ImmpZuKhFOIiaSTTXY6DfUreDIxuKq1QxEeKJlO3bVCTTFh/88UXq31KiWdSlo7mlxVzbMaX7X6SiScQkwknadgr9MwqEkFetctY+1QBNKvu1bo/TcPIm8wseEEa0eSa3xcfPipw0/oZJFwCjORdJ6SXiszrVct6pbzsHYoRZ5XBnXXCjv9kgE0K9OMRiUbWTuUHPO092Reh3k4ah2RZfG2VJiJn24O6DQSv77UgApeouKtNXnZg5TOPTqF3p3TaM//w/tB76OVtJnvX0A5aB34qf1PeNp7opVt93kIWSOSTg5IkoSjnYblrwdRxl1MpbYWZx1PLIFTmEkrhlLMzp0Xqr5g7VCeilbSMrv1bMq7lEevEevjFAUi6eSQVpZxd9Cx4vUgSriKcuvWYKeVi9ZEgkeZErHfNo0RgSMo5mB7xWk/bPohtYvXxk4r/naKCpF0coFWI+PlpGf5sCC8nMSntfym0aZfd63I2DsHOfYO7zZ419qRZMvIwJG0L99e1FQrYkTSySU6rUwJVzuWDmuCm4OYfZOfJK0dxN+zdhhWpV/2Em3LtSXQ2zaK0z7n/xwvVn9RtHCKIJF0cpFeq8HHw4ElrzbG2U4MiOaHUq72SLKm6HavJbt5CM2VHXzQ5H1kqWD/Wbcu15rxDceLMZwiqmD/dtogO62GisWc+P3lRjjoxIJTec23eMZ114oaeekgSjmWoI9/H2uHkqEOFTows8VMcfNnESaSTh6w02kIKOnCb0MaYK8TL3FeKuflBElZq9Bc6Blisd/9JaPrjcbdzt3a0aTRp3IfpjWfJhJOESfeEfOIvU5DLR93lg8LEmM8eaiMhwPEi+UmUmyfgSYxinfqvWPtSFJ5sdqLTGw0UVQbEETSyUv2Og2VSzizdkQzSrmJGTp5oVRRq7uWBXYrXqGrX1eqeVWzdigAvFnnTUbWHSlaOAIgkk6es9NqKOVmz7oRzajs7Zz5AUK2WOquhVk7jILl6k6kGwf4MOgDJKxXDl1CYkLDCbxU4yUxaUBIIZJOPtBpZNwd9ax+syn1yotabbnJ00kH0TetHUaBo/mjPxVcytO9UnerXF8v65nVaha9K/fGTiOmRQsPiaSTTzSyhKNew+JXGtO2qre1wyk0ihXVumuZSYjAbv+PvNvgXVx0Lvl6aVe9K/M6zqNp6abiPhwhDZF08pEkSei1Mt8NqMfzDcpaO5xCoSjXXcvU5inojYmMrDsy3y5ZyqkUS7osIcAzINuVBsaPH09AQAA//vhjhvs0bdqUgQMHPnV8169ff+pjrWHlypUEBASwY8cOa4eSrtmzZxMQEMClS5eyfIxIOlag08h82L0G77TzRxIrkOZIka67lgV2q16nt39vKrtXzvNrVfGswrKuyyjhWCJHXWrffPNNniSHoUOHMmvWrFw/r5A9IulYiV4r82oLX+a+2EBUL8iBIl93LTMXNyGFHuf9oPfz9DKty7VmYaeFuOhccjxLLTExkffeey+XInto165duX5OIftE0rEie52GID8v/hrVHN9iTtYOxyaJumuZ0/7RnwAPfzpW6Jjr59bLeiY3nszMFjOx09rlygJsbdu2Zc+ePaxevTrnAQoFjkg6Vman01DK3Z71o5qLCQbZ9LDummjpPFFMKHaHFzCp0SQctLm37lM5l3Is67qMbn7dcvUenIkTJ+Lq6sr06dO5f/9+pvuHhYUxYcIEgoKCqFGjBp06deKnn37CbDYDEBISQkBAAAAbNmwgICCA/fv3P/Gca9asoVevXtSqVYtGjRoxatSoNF1+rVu3ZtKkSaxevZrg4GBq1qxJ586d2bZtGwkJCXz88cc0btyYhg0bMmrUKCIiHt7EnDwWcvnyZYYMGULt2rVp3rw506dPJyEh4YmxKYrCb7/9RufOnalRowZNmjRh7Nix3Lz5cBbn6NGjqVatGvfupf5ApqoqLVu2ZMiQISnbLl++zMiRI2nYsCG1atWiV69ebNiwIc11z507x2uvvUa9evUICgpi5syZmEymJ8aaHpF0CgCtLOOg0/DdgHpMDK6KVhYDPVlRMaXumiiDk6kNY7BXFd6o/UaunC64YjAru62knGu5XF+aoFixYowdO5b79+8zffr0J+5769YtevfuzYYNG+jevTsTJkygQoUKzJw5k3fesVRl8PT0ZMaMGQDUqVOHGTNm4Ofnl+E5v/32W8aOHYu3tzfjxo1jwIABHDx4kGeffZZr166l2nfnzp1Mnz6drl27Mnr0aCIiIhg1ahSvvvoq586dY8SIEQQHB/P3338zderUNNcaOnQoJpOJsWPH0rRpU+bNm8ewYcNQVTXD+MaOHcsnn3xCmTJlmDBhAr169WLz5s306dOHGzduANCtWzfMZjN///13qmMPHTrE7du36datGwAXLlzgueee4+TJkwwdOpQxY8bg5OTE22+/za+//ppy3JUrV3jhhRc4ceIEL7/8Mi+99BIbNmxg/vz5T/jppE8MJhQgOo3MoCblaezrySvzDxEWnWTtkAq08qLuWrbYr32bAX1+YcWFFVyNvvpU53DQOjC58WQ6VOiQpzd8Pvvss/z555+sXr2aHj160KRJk3T3+/zzzwkPD+f333+nfv36APTv358PPviARYsWsXnzZtq2bUv37t159913KV26NN27Z3zv0o0bN5gzZw4DBw7kf//7X6p4goODmTlzJrNnz07ZHhYWxtKlS6lduzYAOp2ODz/8kOjoaFatWpXS3Xj27Nl0x5R8fX356aefUvYrVqwYP/30E1u2bKFt27Zp9t+1axfr1q3j2Wef5eOPP07Z3r59e/r27cv06dP55ptvaNq0KV5eXqxfv57+/fun7Ld27VocHBxo164dAB999BHOzs6sXr0aV1dXAAYOHMjIkSP54osv6NatG56ennz99dcYjUZWrlxJ+fLlAejVqxddu3YlPj4+w9czPaKlU8DY6zRUKeXKpnda0ryy7a0EmZ/KeDhAQubdL8IDp1dD+FmmNJnyVIf7ufuxotsK2pdvn+cVBiRJ4sMPP0Sn0/Hee++RlJT2A5jZbGbr1q00bNgwJeEke+MNS4tu8+bN2bru5s2bMZvNtG3bloiIiJQvvV5Pw4YN2bFjR6oupZIlS6YkHICKFSsClnGpR8e3ypYtS2RkJAaDIdX1Xn311VT7JXd7bd26NcP4AF5//fVU22vXrk3Tpk3ZsWMHBoMBrVZLcHAwhw8f5vbt2wAYjUY2btxI69atcXJy4v79+xw4cIAWLVpgMplSnuv9+/dp3749SUlJ7N69G0VR2L59O0FBQSkJB8DLy4uuXbtm/cV9QCSdAkivkXG11zF3cAOm96qJk14skZCekq72EHvH2mHYFO3iF6hdrBatyrbK1nG9KvdiaZellHYqnW83fPr5+fHaa69x7do1vvnmmzSP379/n/j4eHx9fdM8Vrx4cVxdXVONc2RFcvfZiy++SJMmTVJ9bdu2jcTExFRjM15eXqmO12g0T9z+eLdZ5cqpp7J7enri5uaWYdwhISHY29tTpkyZNI/5+flhMBi4c8fyN9G9e3dUVU0Zn9m9ezeRkZEpXWs3btxAVVWWLFmS5rmOGTMGsHRfRkZGEhcXlyrhPHrN7BLdawWYTiPTI7AMrat4M2rJUfZeErO0HuUt6q5lX+Q19CeXM7nxZPbc2kOS+clduE46Jz5u+jHNfZpbpX7aa6+9xoYNG5g7dy5dunRJ9VjyG3hG4x+KoqDTZW+Cg6IoAHz99de4uKRfycHNzS3l/1pt+m+hUhZvwEvveLPZnOF5VVVN+Xr8GsmxJz/nmjVr4uvry4YNGxgyZAjr1q3Dw8ODZs2apVwHoG/fvnTsmP7MxrJlH97EnpiYmObx5Gtmh2jpFHD2Og3FXeyYP6Qhn/SsgaNo9aTwdNJBzC1rh2F7/hyOi6xjaI2hT9ytmmc1/uz+J819mlutfpper+fDDz/EZDIxZcqUVG9ynp6eODo6cuXKlTTH3blzh9jYWEqWLJmt6yW3ILy9vQkKCkr1JUmSpaqIPveS7+Mz4u7du0dsbGy6rQoAHx8fkpKS0m0JXblyBb1ej6enZ8q2rl27cuLECUJCQti+fTvBwcEpCe3R1tLjz7Vs2bLEx8fj4OCAh4cHzs7OXL16NdP4s0IkHRsgSRI6jUyvuj5sG/MMjX09Mz+oCPCyBylWVCPINlXB/u8JDK05lDLOabtpHLQOjKk/ht87/04xh2JWL9jZoEEDevfuzZEjR1J1bWk0Gp555hkOHDjAoUOHUh3z/fffA5ZpzclkWc70k3ny/j/88EOqfW/cuMHrr7/O559/nuVWTFY8Pvvr559/Bsiw5dGmTRvg4fNLdvz4cXbv3k3z5s1Tte66deuGJEnMmjWL6OjoVGMw3t7e1KxZk7Vr16bMegNLa+qjjz7izTff5P79+0iSRLt27di/fz/Hjx9P2S8mJuap7qUS3Ws2xF6nwU4rs2BoI5YeusHU9WeIN5itHZbVuIi6a0/v6CKkZm8zqdEk3tjycBr1M2Wf4f0m7+Okc0IrF5y3h3fffZdt27alue9k9OjR7Nu3j6FDh/LCCy/g4+PD7t272bJlC23atEl5kwZLy+i///5jyZIlNG/enNKlS6e5TuXKlXnppZeYN28e/fv3p1OnTiQmJrJw4ULMZjPjx4/P1ef1999/Ex8fT5MmTTh8+DDr1q2ja9euNGzYMN39W7RoQadOnVi2bBnh4eG0aNGC27dvs3DhQtzc3Bg3blyq/X18fKhbty7r1q2jXLlyBAYGpnp88uTJDBo0iD59+tC/f3+KFy/O5s2b2bVrF/369UsZc3r77bfZuXMnL730Ei+++CIuLi4sWbLkiVO7MyJaOjYmudXT+0Grp1VA0b2h1FJ3TSSdp6Vb/AKNSjWiaemmlHQqyXdtv+Pzlp/j5eCV6/fe5JSbmxsTJ05Ms93Hx4fly5fTvn17Vq1axfTp07l+/Trjx49n9uzZqVolyYPjH3/8MQcOHMjwWuPHj+ejjz4iMTGRmTNnMnfuXPz9/VmwYEGaWXI59fXXXxMZGcn06dM5duwYo0eP5tNPP33iMZ9//jljxozh+vXrTJs2jVWrVtGxY0dWrVqVbrdc8hTxx8fEwDLrbcmSJdSvX5+FCxcyffp07ty5w6RJk5g8eXLKfiVKlOCPP/6gadOmLFiwgG+//ZbGjRunzBLMDkl9mlQlFBgGk8LRG5H8b/UJzofFWjucfHX5w1bI87tByEFrh2Kz1Gd/I9KvJU46JyQksbpnPpk9ezZz5sxhw4YNTzUDLDuWLVvG//73PzZu3EiFChXy9FpZIVo6Nk6vlalbzp0NI5szvVdNPJ2KzgqNou5aDvl3RPKpj6vWEb1GLxJOIWQymVi6dCkNGjQoEAkHxJhOoaDVWD479AwsQ/c6ZZi1+Ty/7r6KwZz96Yy2QtRdy4HiAdB5FvjUB60dYj5k4XPv3j0+/PBDrl69ytmzZ5+4RlF+Ey2dQsROp8FBr+Gddv7seLcV7auVsHZIeUbUXXsKrmWg61cwbDeUbQRiVc9Cy8XFhaNHjxIaGsrYsWNp2bKltUNKIcZ0CrEko5lTodFM/+ssB65EZH6ADenXsCyfdPRBmlHR2qEUfO7loMW7UPt5UBWRbASrEt1rhZidTkNtH3cWDm3EubAYPv/nHP+eKxz3tZTxcBR11zLjUQFajoeaz4JqBjFmIxQAIukUchpZQiNLVC/lyg8D6nEzMoHP/znPXydDUWy4jVvS1R7iQqwdRsHk6QvPTIDqvR4kGy3iT10oKET3WhGUaDQTEWdg1ubzrD5yE6PZ9n4F5g9pSHPjbqRlL1o7lILDqxK0mgjVuoOigLbozGQUbIf4+FME2es0lHZ34MPuNZjQqQqzt15k6cEbxNlQdQNPJx3cEHXXkGTwaw2NhoFfK8uYjawVU4SEAksknSLMQafBQafh3Q5VGN+pCuuPh7Jw3zUOX4+0dmiZ8rIHqShPl3YpCYEDoeGrYO8Ksh5kkWmEgk8kHQGHB5Wru9UuTZdapQmLTuTXPVdZeTiE+/FGK0eXPmcdEFc4JkVkmSRbWjONXre0bswG0DlYOypByBYxpiOkK8FgRqeR2Hr2DvP3XmP3pbsUpN+UC1Oao/vzNTi3wdqh5D3RqhEKEdHSEdKV3PppU7UELf2LE51oYvGBa/x9MozToda/IVOj1RbuCtNOxSEg2DLduXyQaNUIhYZo6QhZlmQ0I8sSUQlGNpwI5a+Ttzl4JQKTFeZeX/mkI9Kc+hBxOd+vnWc8faFKF0uiKVEDTAmgd7J2VIKQq0TSEZ6K0axgVlQUVWXb2TusOx7KjvPh+TIDrpSrPXsntoFpZW2/DE7pwAeJpg+4lQVzEugcrR2VIOQZ0b0mPBWdRkb3oFJkpxqlaFXFG71G5uDVCDadDuPg1fucDo3GnAetoIrFnVAVE5ItJhyn4pbuMt9noGp3sHcBVX1YmkYWCUco3ETSEXJMliUc9ZZfpSZ+xahT1gONbFk869StKHZeuMvBqxEcuR5JbJIpx9cr5+kIiTaScNzLQ9kGUPEZS6Jx8wFjPGjtQRb1nYWiRyQdIdclT0IACCznQfXSrrzSvCJ2Og3X78Wz6+JdDlyJ4NStKK7di8/2mJCPZwGtu+bgASVrgU8DqNAMytSzjMkYEyyTAJKTjBinEYowkXSEPKfXPkxCFYo5UdbTkZ6BZbDTykiSRFh0IhfvxHLqVhQX78RyKTyOy+GxRCem3yqyat01rZ1lwN+rEnhVBu+q4F0NPMqDnYslwSCB7pHlnu2crROrIBRAIukI+U4jSzjZPfzVK+3uQGl3B4L8vEgyKWhkCXudhqgEI1fvxnHlbhw3IxMIj0niTkwilbydISkWHL0gMRKUXJi8oHO0tFQcPMDR88H/H/zrWhpK1gBPP3AqZrmeKclSbubR5AJiWrMgZELMXhNsgsmsYDArqOqDSQySgqR5kLiMCZAUA4ZYUEygYqlBhmr5V1XTfi9rwN7N8qV3tpT9V1XL/TCKyfJ/CZC0lsKZkrgZUxByg0g6giAIQr4RH98EwUqMRiO//vorvXv3JjAwkDp16hAcHMynn35KRET2V3pduXIlAQEB7NixI2Xb7du3GTx4MLVr16Zhw4acPHkyN59CngkJCSEgIICZM2daO5R07d+/n4CAABYvXmztUGyOGNMRBCswmUy89tprHDhwgM6dO9OjRw80Gg1nzpxhwYIFrFu3jiVLllC6dOkcXeeTTz5h7969vP7665QqVYqKFcXy3oJ1iaQjCFawceNGdu/ezaeffkqPHj1SPdaxY0eGDh3Kl19+yYwZM3J0nXPnzuHn58dbb72Vo/MIQm4R3WuCYAX//fcfAC1atEjzWNOmTalcuTKHDx/O8XWMRiPOzmLKtlBwiKQjCFaQnAgWLVpEenN5VqxYwebNm1O+j4mJYerUqbRs2ZIaNWrQrl07vvnmG4zG9Nc7Sh5zuHnzJseOHSMgIIDx48dnGtfx48d5+eWXqVu3LnXq1GHAgAHs3bs31T7jx4+nXbt2HD9+nP79+1O7dm2aN2/Ojz/+iKqqLFy4kLZt2xIYGMjzzz/P6dOn08S1efNmpkyZQoMGDWjYsCEjR47kxo0bmca3fft2+vfvT506dQgMDGTw4MEcOnQo5fElS5YQEBDAxo0b0xw7evRo6tWrR1JSUrZe08jISKZMmULTpk0JDAxk5MiRhIcXsbWccpFIOoJgBd27d8fOzo7Zs2fTsWNHPvvsM3bs2EFcXBwAer0+Zd/4+HgGDBjA8uXLCQ4OZtKkSdStW5fZs2czatSodJOWn58fM2bMwMPDg3LlyjFjxgz69u37xJj27t3LCy+8wJ07dxg+fDgjR44kLi6OIUOG8Pfff6fa9/79+wwdOpSqVasyfvx4ihcvzueff86rr77K3Llz6d+/P6+99hrnzp1j+PDhGAyGVMdPnTqVffv2MWzYMPr168eOHTvo168f9+7dyzC+JUuW8OqrrxIdHc2IESMYNmwYN27c4MUXX0xJ0B07dkSv17N+/fpUxyYkJLB161bat2+PnZ1dll9Tg8HAoEGDWLFiBcHBwbzzzjvcvXuXyZMnP/G1FJ5AFQTBKnbt2qU2a9ZM9ff3T/mqXr26OmTIEHXfvn0p+82ePVutWrWqeuzYsVTH//bbb6q/v7+6ZcsWVVVVdcWKFaq/v7+6ffv2lH1atWqlPvvss5nGYjab1bZt26o9e/ZUDQZDyvakpCT12WefVZs2baomJSWpqqqq48aNU/39/dUff/wxZb/z58+r/v7+aq1atdTQ0NCU7V988YXq7++vnj17VlVVVd23b5/q7++vNmnSRI2IiEjZb/v27aq/v786depUVVVV9caNG6q/v7/62Wefqaqqqvfv31fr1KmjdunSRU1MTEw5LjIyUm3evHmq+IYPH67WqlVLjY2NTdlv3bp1qr+/v7pnz55svaaLFi1S/f391T///DNlH6PRqA4ePFj19/dXFy1alOlrK6QmWjqCYCVNmzZly5YtfPPNNzz77LP4+PhgNBrZtWsXgwYN4tdffwUskw58fX3x8fEhIiIi5atVq1ZIksS2bdtyHMuZM2e4fv06bdu2JSYmJuUasbGxtG3blvDw8DTTrTt06JDy/+RZcbVq1aJkyZIp2318fADSdEf169cPDw+PlO9btGhB5cqV2bp1a7rx7dmzh/j4eIYMGYKdnV3Kdjc3NwYMGEB4eDhHjhwBoFu3biQmJrJly5aU/datW0eJEiVo1KgRkPXX9N9//8XV1ZUuXbqknEur1TJgwIDMXlIhA2L2miBYkV6vp23btrRt2xaAq1evsmzZMubNm8fMmTPp1KkT169fJzExkSZNmqR7jlu3bmX5ejExMSQmJqba5uLiwrVr1wD46quv+OqrrzK8Tt26dVO+9/LySvm/VqtNsw1Ao7HU3VMUJdX2SpUqpTl/hQoV2LZtW7rdhSEhllp7vr6+aR5L3nbz5k0AWrZsibu7Oxs2bKBbt25ERUWxc+dOBg4ciPxgme+svqYhISH4+PikHJfMz88v3eOEzImkIwj5LD4+nh9++AF/f386d+6c6rEKFSowduxYHBwcmD17NseOHcNsNlO7du0Mpz27urpm+dpTp05l1apVqbZNmzYtZQzpjTfeoEGDBuke+3iiSE40j5IkKUtx6HS6NNvMZjOyLD/xHOklpORtyefU6/V06NCBlStXEhUVxT///IPRaKRbt26prpWV11SSpDRJGtImUSHrRNIRhHxmZ2fH3Llz0006ySpXrgyAvb09ZcqUISoqiqCgoFT7JCUlsWXLllTdWZl5+eWXU735giWZJLcS7O3t01zn3LlzhIaG4uCQe8VMr1+/nmbbtWvXKF++fLr7J3fTXb58mTp16qR67PJly5LlpUqVStnWrVs3lixZwvbt29myZQuVK1ematWqKY9n9TX18fFh3759GAyGVJM7sjLTTkifGNMRhHym0Wjo0qULJ0+eZNGiRWkeN5vNLFu2DHd3dxo0aECbNm24evUqGzZsSLXf/Pnzefvtt9NMaX6SSpUqERQUlOrL29ubGjVq4O3tzcKFC4mKikrZ32AwMG7cOEaOHInJlPMF+JItWbIkZeoywLZt27h06RIdO3ZMd/+goCAcHByYN29equNiYmL4/fff8fDwoHbt2inb69Wrh4+PD3///Tf79u2ja9euqc6X1de0ffv2JCQksGDBgpR9VFVN9b2QPaKlIwhWMG7cOE6ePMkHH3zAX3/9RcuWLfHw8CAsLIwNGzZw9epVvvzySxwcHHjttdfYtGkTY8eOZf/+/VSrVo1Tp06xbNkyatSoQa9evXIcj06nY8qUKYwaNYqePXvy3HPP4eLiwurVqzlz5gxjxoxJNfCfU6GhoTz//PP07NmTsLAwFixYQMWKFRkyZEi6+7u7uzN27Fg+/PBD+vTpQ48ePVKS8927d/niiy9SddlJkkTXrl357rvvUv7/qKy+pj169GDlypV89tlnXL16lSpVqrBlyxbOnDmTa69FUSOSjiBYgbu7O8uXL2fBggVs3ryZn376ibi4ODw8PGjYsCEzZ86kSpUqgGWG1pIlS/j666/ZunUrK1asoESJEgwaNIjXX38917q92rVrx6+//sp3332XcqOnr68vM2bMoHv37rlyjWRvvfUW58+fZ9asWTg4ONCjRw/efvttHB0dMzymf//+lChRgp9//pmvv/4avV5P7dq1mTZtGvXr10+zf/fu3fnuu++oV69emhp2WX1NZVnmp59+4uuvv2bdunWsWbOGBg0a8MUXXzB48OBcfU2KCrG0gSAI+Wb//v0MGjSI999/n379+uXpta5du0b79u35+OOPefbZZ/P0WkLWiTEdQRAKpcWLF+Po6EinTp2sHYrwCNG9JghCofLee+8REhLCrl27ePnll0XB0wJGtHQEQShU7t+/z3///Ue3bt0YOXKktcMRHiPGdARBEIR8I1o6giAIQr4RSUcQBEHINyLpCIIgCPlGJB1BEAQh34ikIwiCIOQbkXQEQRCEfCOSjiAIgpBvRNIRBEEQ8o1IOoIgCEK++T/62B6Qv0zjvQAAAABJRU5ErkJggg==", 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", 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" ] @@ -1243,7 +1401,7 @@ }, { "cell_type": "code", - "execution_count": 602, + "execution_count": 110, "metadata": {}, "outputs": [ { @@ -1252,7 +1410,7 @@ "0" ] }, - "execution_count": 602, + "execution_count": 110, "metadata": {}, "output_type": "execute_result" } @@ -1263,16 +1421,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## JobSatisfaction" ] }, { "cell_type": "code", - "execution_count": 603, + "execution_count": 113, "metadata": {}, "outputs": [ { @@ -1289,7 +1445,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 603, + "execution_count": 113, "metadata": {}, "output_type": "execute_result" } @@ -1300,7 +1456,7 @@ }, { "cell_type": "code", - "execution_count": 604, + "execution_count": 115, "metadata": {}, "outputs": [ { @@ -1309,7 +1465,7 @@ "10482" ] }, - "execution_count": 604, + "execution_count": 115, "metadata": {}, "output_type": "execute_result" } @@ -1320,7 +1476,7 @@ }, { "cell_type": "code", - "execution_count": 605, + "execution_count": 117, "metadata": {}, "outputs": [], "source": [ @@ -1329,7 +1485,7 @@ }, { "cell_type": "code", - "execution_count": 606, + "execution_count": 119, "metadata": {}, "outputs": [ { @@ -1338,7 +1494,7 @@ "0" ] }, - "execution_count": 606, + "execution_count": 119, "metadata": {}, "output_type": "execute_result" } @@ -1349,12 +1505,12 @@ }, { "cell_type": "code", - "execution_count": 607, + "execution_count": 121, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -1380,16 +1536,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Ethnicity" ] }, { "cell_type": "code", - "execution_count": 608, + "execution_count": 124, "metadata": {}, "outputs": [ { @@ -1398,7 +1552,7 @@ "23578" ] }, - "execution_count": 608, + "execution_count": 124, "metadata": {}, "output_type": "execute_result" } @@ -1409,7 +1563,7 @@ }, { "cell_type": "code", - "execution_count": 609, + "execution_count": 126, "metadata": {}, "outputs": [ { @@ -1430,7 +1584,7 @@ "Name: RaceEthnicity, Length: 71, dtype: int64" ] }, - "execution_count": 609, + "execution_count": 126, "metadata": {}, "output_type": "execute_result" } @@ -1442,7 +1596,7 @@ }, { "cell_type": "code", - "execution_count": 610, + "execution_count": 128, "metadata": {}, "outputs": [], "source": [ @@ -1461,7 +1615,7 @@ }, { "cell_type": "code", - "execution_count": 611, + "execution_count": 129, "metadata": {}, "outputs": [ { @@ -1478,7 +1632,7 @@ "Name: RaceEthnicity, dtype: int64" ] }, - "execution_count": 611, + "execution_count": 129, "metadata": {}, "output_type": "execute_result" } @@ -1489,7 +1643,7 @@ }, { "cell_type": "code", - "execution_count": 612, + "execution_count": 132, "metadata": {}, "outputs": [ { @@ -1498,7 +1652,7 @@ "23578" ] }, - "execution_count": 612, + "execution_count": 132, "metadata": {}, "output_type": "execute_result" } @@ -1509,7 +1663,7 @@ }, { "cell_type": "code", - "execution_count": 613, + "execution_count": 134, "metadata": {}, "outputs": [], "source": [ @@ -1518,7 +1672,7 @@ }, { "cell_type": "code", - "execution_count": 614, + "execution_count": 136, "metadata": {}, "outputs": [ { @@ -1527,7 +1681,7 @@ "0" ] }, - "execution_count": 614, + "execution_count": 136, "metadata": {}, "output_type": "execute_result" } @@ -1538,12 +1692,12 @@ }, { "cell_type": "code", - "execution_count": 615, + "execution_count": 138, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1565,16 +1719,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Developer Roles" ] }, { "cell_type": "code", - "execution_count": 616, + "execution_count": 141, "metadata": {}, "outputs": [ { @@ -1583,7 +1735,7 @@ "728" ] }, - "execution_count": 616, + "execution_count": 141, "metadata": {}, "output_type": "execute_result" } @@ -1594,7 +1746,7 @@ }, { "cell_type": "code", - "execution_count": 617, + "execution_count": 143, "metadata": {}, "outputs": [], "source": [ @@ -1603,7 +1755,7 @@ }, { "cell_type": "code", - "execution_count": 618, + "execution_count": 145, "metadata": {}, "outputs": [ { @@ -1624,7 +1776,7 @@ "Name: DevType, Length: 8820, dtype: int64" ] }, - "execution_count": 618, + "execution_count": 145, "metadata": {}, "output_type": "execute_result" } @@ -1635,7 +1787,7 @@ }, { "cell_type": "code", - "execution_count": 619, + "execution_count": 147, "metadata": {}, "outputs": [], "source": [ @@ -1666,7 +1818,7 @@ }, { "cell_type": "code", - "execution_count": 620, + "execution_count": 148, "metadata": {}, "outputs": [ { @@ -1680,7 +1832,7 @@ "Name: DevType, dtype: int64" ] }, - "execution_count": 620, + "execution_count": 148, "metadata": {}, "output_type": "execute_result" } @@ -1691,12 +1843,12 @@ }, { "cell_type": "code", - "execution_count": 621, + "execution_count": 151, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1718,16 +1870,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Language to worked with" ] }, { "cell_type": "code", - "execution_count": 622, + "execution_count": 154, "metadata": {}, "outputs": [ { @@ -1740,7 +1890,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 622, + "execution_count": 154, "metadata": {}, "output_type": "execute_result" } @@ -1751,7 +1901,7 @@ }, { "cell_type": "code", - "execution_count": 623, + "execution_count": 156, "metadata": {}, "outputs": [ { @@ -1760,7 +1910,7 @@ "9985" ] }, - "execution_count": 623, + "execution_count": 156, "metadata": {}, "output_type": "execute_result" } @@ -1771,7 +1921,7 @@ }, { "cell_type": "code", - "execution_count": 624, + "execution_count": 158, "metadata": {}, "outputs": [], "source": [ @@ -1780,7 +1930,7 @@ }, { "cell_type": "code", - "execution_count": 625, + "execution_count": 160, "metadata": {}, "outputs": [ { @@ -1789,7 +1939,7 @@ "0" ] }, - "execution_count": 625, + "execution_count": 160, "metadata": {}, "output_type": "execute_result" } @@ -1800,7 +1950,7 @@ }, { "cell_type": "code", - "execution_count": 626, + "execution_count": 162, "metadata": {}, "outputs": [ { @@ -1813,7 +1963,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 626, + "execution_count": 162, "metadata": {}, "output_type": "execute_result" } @@ -1824,16 +1974,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## LanguageDesireNextYear" ] }, { "cell_type": "code", - "execution_count": 627, + "execution_count": 165, "metadata": {}, "outputs": [ { @@ -1846,7 +1994,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 627, + "execution_count": 165, "metadata": {}, "output_type": "execute_result" } @@ -1857,7 +2005,7 @@ }, { "cell_type": "code", - "execution_count": 628, + "execution_count": 167, "metadata": {}, "outputs": [ { @@ -1866,7 +2014,7 @@ "14147" ] }, - "execution_count": 628, + "execution_count": 167, "metadata": {}, "output_type": "execute_result" } @@ -1877,7 +2025,7 @@ }, { "cell_type": "code", - "execution_count": 629, + "execution_count": 169, "metadata": {}, "outputs": [], "source": [ @@ -1886,7 +2034,7 @@ }, { "cell_type": "code", - "execution_count": 630, + "execution_count": 171, "metadata": {}, "outputs": [ { @@ -1895,7 +2043,7 @@ "0" ] }, - "execution_count": 630, + "execution_count": 171, "metadata": {}, "output_type": "execute_result" } @@ -1906,7 +2054,7 @@ }, { "cell_type": "code", - "execution_count": 631, + "execution_count": 173, "metadata": {}, "outputs": [ { @@ -1919,7 +2067,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 631, + "execution_count": 173, "metadata": {}, "output_type": "execute_result" } @@ -1930,16 +2078,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Years of coding (Exp)" ] }, { "cell_type": "code", - "execution_count": 632, + "execution_count": 176, "metadata": {}, "outputs": [ { @@ -1959,7 +2105,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 632, + "execution_count": 176, "metadata": {}, "output_type": "execute_result" } @@ -1970,7 +2116,7 @@ }, { "cell_type": "code", - "execution_count": 633, + "execution_count": 178, "metadata": {}, "outputs": [ { @@ -1979,7 +2125,7 @@ "3349" ] }, - "execution_count": 633, + "execution_count": 178, "metadata": {}, "output_type": "execute_result" } @@ -1990,7 +2136,7 @@ }, { "cell_type": "code", - "execution_count": 634, + "execution_count": 180, "metadata": {}, "outputs": [], "source": [ @@ -1999,7 +2145,7 @@ }, { "cell_type": "code", - "execution_count": 635, + "execution_count": 182, "metadata": {}, "outputs": [ { @@ -2008,7 +2154,7 @@ "0" ] }, - "execution_count": 635, + "execution_count": 182, "metadata": {}, "output_type": "execute_result" } @@ -2019,7 +2165,7 @@ }, { "cell_type": "code", - "execution_count": 636, + "execution_count": 184, "metadata": {}, "outputs": [ { @@ -2039,7 +2185,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 636, + "execution_count": 184, "metadata": {}, "output_type": "execute_result" } @@ -2050,16 +2196,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Years of coding (Non Exp)" ] }, { "cell_type": "code", - "execution_count": 637, + "execution_count": 187, "metadata": {}, "outputs": [ { @@ -2079,7 +2223,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 637, + "execution_count": 187, "metadata": {}, "output_type": "execute_result" } @@ -2090,7 +2234,7 @@ }, { "cell_type": "code", - "execution_count": 638, + "execution_count": 189, "metadata": {}, "outputs": [ { @@ -2099,7 +2243,7 @@ "105" ] }, - "execution_count": 638, + "execution_count": 189, "metadata": {}, "output_type": "execute_result" } @@ -2110,7 +2254,7 @@ }, { "cell_type": "code", - "execution_count": 639, + "execution_count": 191, "metadata": {}, "outputs": [], "source": [ @@ -2119,7 +2263,7 @@ }, { "cell_type": "code", - "execution_count": 640, + "execution_count": 193, "metadata": {}, "outputs": [ { @@ -2128,7 +2272,7 @@ "0" ] }, - "execution_count": 640, + "execution_count": 193, "metadata": {}, "output_type": "execute_result" } @@ -2139,7 +2283,7 @@ }, { "cell_type": "code", - "execution_count": 641, + "execution_count": 195, "metadata": {}, "outputs": [ { @@ -2159,7 +2303,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 641, + "execution_count": 195, "metadata": {}, "output_type": "execute_result" } @@ -2170,16 +2314,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Operating System" ] }, { "cell_type": "code", - "execution_count": 642, + "execution_count": 198, "metadata": {}, "outputs": [ { @@ -2193,7 +2335,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 642, + "execution_count": 198, "metadata": {}, "output_type": "execute_result" } @@ -2204,7 +2346,7 @@ }, { "cell_type": "code", - "execution_count": 643, + "execution_count": 200, "metadata": {}, "outputs": [ { @@ -2213,7 +2355,7 @@ "10374" ] }, - "execution_count": 643, + "execution_count": 200, "metadata": {}, "output_type": "execute_result" } @@ -2224,7 +2366,7 @@ }, { "cell_type": "code", - "execution_count": 644, + "execution_count": 202, "metadata": {}, "outputs": [], "source": [ @@ -2233,7 +2375,7 @@ }, { "cell_type": "code", - "execution_count": 645, + "execution_count": 204, "metadata": {}, "outputs": [ { @@ -2242,7 +2384,7 @@ "0" ] }, - "execution_count": 645, + "execution_count": 204, "metadata": {}, "output_type": "execute_result" } @@ -2253,7 +2395,7 @@ }, { "cell_type": "code", - "execution_count": 646, + "execution_count": 206, "metadata": {}, "outputs": [], "source": [ @@ -2262,12 +2404,12 @@ }, { "cell_type": "code", - "execution_count": 647, + "execution_count": 208, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -2288,16 +2430,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Salary Type" ] }, { "cell_type": "code", - "execution_count": 648, + "execution_count": 211, "metadata": {}, "outputs": [ { @@ -2310,7 +2450,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 648, + "execution_count": 211, "metadata": {}, "output_type": "execute_result" } @@ -2321,7 +2461,7 @@ }, { "cell_type": "code", - "execution_count": 649, + "execution_count": 213, "metadata": {}, "outputs": [ { @@ -2330,7 +2470,7 @@ "28498" ] }, - "execution_count": 649, + "execution_count": 213, "metadata": {}, "output_type": "execute_result" } @@ -2341,7 +2481,7 @@ }, { "cell_type": "code", - "execution_count": 650, + "execution_count": 215, "metadata": {}, "outputs": [], "source": [ @@ -2350,7 +2490,7 @@ }, { "cell_type": "code", - "execution_count": 651, + "execution_count": 217, "metadata": {}, "outputs": [ { @@ -2359,7 +2499,7 @@ "0" ] }, - "execution_count": 651, + "execution_count": 217, "metadata": {}, "output_type": "execute_result" } @@ -2370,7 +2510,7 @@ }, { "cell_type": "code", - "execution_count": 652, + "execution_count": 219, "metadata": {}, "outputs": [ { @@ -2383,7 +2523,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 652, + "execution_count": 219, "metadata": {}, "output_type": "execute_result" } @@ -2394,16 +2534,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Currency" ] }, { "cell_type": "code", - "execution_count": 653, + "execution_count": 222, "metadata": {}, "outputs": [ { @@ -2423,7 +2561,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 653, + "execution_count": 222, "metadata": {}, "output_type": "execute_result" } @@ -2434,7 +2572,7 @@ }, { "cell_type": "code", - "execution_count": 654, + "execution_count": 224, "metadata": {}, "outputs": [ { @@ -2443,7 +2581,7 @@ "17483" ] }, - "execution_count": 654, + "execution_count": 224, "metadata": {}, "output_type": "execute_result" } @@ -2454,7 +2592,7 @@ }, { "cell_type": "code", - "execution_count": 655, + "execution_count": 226, "metadata": {}, "outputs": [], "source": [ @@ -2463,7 +2601,7 @@ }, { "cell_type": "code", - "execution_count": 656, + "execution_count": 228, "metadata": {}, "outputs": [ { @@ -2472,7 +2610,7 @@ "1" ] }, - "execution_count": 656, + "execution_count": 228, "metadata": {}, "output_type": "execute_result" } @@ -2483,7 +2621,7 @@ }, { "cell_type": "code", - "execution_count": 657, + "execution_count": 230, "metadata": {}, "outputs": [], "source": [ @@ -2492,7 +2630,7 @@ }, { "cell_type": "code", - "execution_count": 658, + "execution_count": 232, "metadata": {}, "outputs": [ { @@ -2512,7 +2650,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 658, + "execution_count": 232, "metadata": {}, "output_type": "execute_result" } @@ -2523,16 +2661,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Salary" ] }, { "cell_type": "code", - "execution_count": 659, + "execution_count": 235, "metadata": {}, "outputs": [ { @@ -2552,7 +2688,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 659, + "execution_count": 235, "metadata": {}, "output_type": "execute_result" } @@ -2563,7 +2699,7 @@ }, { "cell_type": "code", - "execution_count": 660, + "execution_count": 237, "metadata": {}, "outputs": [ { @@ -2572,7 +2708,7 @@ "31786" ] }, - "execution_count": 660, + "execution_count": 237, "metadata": {}, "output_type": "execute_result" } @@ -2583,7 +2719,7 @@ }, { "cell_type": "code", - "execution_count": 661, + "execution_count": 239, "metadata": {}, "outputs": [ { @@ -2603,7 +2739,7 @@ "Name: SalaryUSD, dtype: float64" ] }, - "execution_count": 661, + "execution_count": 239, "metadata": {}, "output_type": "execute_result" } @@ -2615,7 +2751,7 @@ }, { "cell_type": "code", - "execution_count": 662, + "execution_count": 241, "metadata": {}, "outputs": [], "source": [ @@ -2625,7 +2761,7 @@ }, { "cell_type": "code", - "execution_count": 663, + "execution_count": 243, "metadata": {}, "outputs": [ { @@ -2645,7 +2781,7 @@ "Name: SalaryUSD, dtype: float64" ] }, - "execution_count": 663, + "execution_count": 243, "metadata": {}, "output_type": "execute_result" } @@ -2657,7 +2793,7 @@ }, { "cell_type": "code", - "execution_count": 664, + "execution_count": 245, "metadata": {}, "outputs": [], "source": [ @@ -2666,16 +2802,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Age" ] }, { "cell_type": "code", - "execution_count": 665, + "execution_count": 248, "metadata": {}, "outputs": [ { @@ -2692,7 +2826,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 665, + "execution_count": 248, "metadata": {}, "output_type": "execute_result" } @@ -2703,7 +2837,7 @@ }, { "cell_type": "code", - "execution_count": 666, + "execution_count": 250, "metadata": {}, "outputs": [ { @@ -2712,7 +2846,7 @@ "16374" ] }, - "execution_count": 666, + "execution_count": 250, "metadata": {}, "output_type": "execute_result" } @@ -2723,7 +2857,7 @@ }, { "cell_type": "code", - "execution_count": 667, + "execution_count": 252, "metadata": {}, "outputs": [], "source": [ @@ -2732,7 +2866,7 @@ }, { "cell_type": "code", - "execution_count": 668, + "execution_count": 254, "metadata": {}, "outputs": [ { @@ -2741,7 +2875,7 @@ "0" ] }, - "execution_count": 668, + "execution_count": 254, "metadata": {}, "output_type": "execute_result" } @@ -2752,12 +2886,12 @@ }, { "cell_type": "code", - "execution_count": 669, + "execution_count": 256, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", "text/plain": [ "
" ] @@ -2790,32 +2924,34 @@ }, { "cell_type": "code", - "execution_count": 670, + "execution_count": 259, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Age 0\n", - "SalaryUSD 0\n", - "Country 0\n", - "Currency 0\n", - "DevType 0\n", - "Employment 0\n", - "RaceEthnicity 0\n", - "Gender 0\n", - "SalaryType 0\n", - "Hobby 0\n", - "JobSatisfaction 0\n", - "JobSearchStatus 0\n", - "OperatingSystem 0\n", - "UndergradMajor 0\n", - "YearsCoding 0\n", - "YearsCodingProf 0\n", - "LanguageDesireNextYear 0\n", - "LanguageWorkedWith 0\n", - "FormalEducation 1549\n", + "Age 0\n", + "SalaryUSD 0\n", + "Country 0\n", + "Currency 0\n", + "DevType 0\n", + "Employment 0\n", + "RaceEthnicity 0\n", + "Gender 0\n", + "SalaryType 0\n", + "Hobby 0\n", + "JobSatisfaction 0\n", + "JobSearchStatus 0\n", + "OperatingSystem 0\n", + "UndergradMajor 0\n", + "YearsCoding 0\n", + "YearsCodingProf 0\n", + "LanguageDesireNextYear 0\n", + "LanguageWorkedWith 0\n", + "FormalEducation 1549\n", + "PlatformWorkedWith 19350\n", + "PlatformDesireNextYear 23215\n", "dtype: int64\n" ] } @@ -2826,7 +2962,7 @@ }, { "cell_type": "code", - "execution_count": 671, + "execution_count": 261, "metadata": {}, "outputs": [ { @@ -2835,7 +2971,7 @@ "1549" ] }, - "execution_count": 671, + "execution_count": 261, "metadata": {}, "output_type": "execute_result" } @@ -2846,7 +2982,7 @@ }, { "cell_type": "code", - "execution_count": 672, + "execution_count": 263, "metadata": {}, "outputs": [ { @@ -2865,7 +3001,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 672, + "execution_count": 263, "metadata": {}, "output_type": "execute_result" } @@ -2876,7 +3012,7 @@ }, { "cell_type": "code", - "execution_count": 673, + "execution_count": 265, "metadata": {}, "outputs": [ { @@ -2892,7 +3028,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 673, + "execution_count": 265, "metadata": {}, "output_type": "execute_result" } @@ -2934,16 +3070,16 @@ }, { "cell_type": "code", - "execution_count": 697, + "execution_count": 268, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(78800, 19)" + "(78800, 21)" ] }, - "execution_count": 697, + "execution_count": 268, "metadata": {}, "output_type": "execute_result" } @@ -2955,7 +3091,7 @@ }, { "cell_type": "code", - "execution_count": 698, + "execution_count": 270, "metadata": {}, "outputs": [ { @@ -2989,7 +3125,7 @@ " Gender\n", " SalaryType\n", " Hobby\n", - " JobSatisfaction\n", + " ...\n", " JobSearchStatus\n", " OperatingSystem\n", " UndergradMajor\n", @@ -2998,6 +3134,8 @@ " LanguageDesireNextYear\n", " LanguageWorkedWith\n", " EdLevel\n", + " PlatformWorkedWith\n", + " PlatformDesireNextYear\n", " \n", " \n", " \n", @@ -3013,7 +3151,7 @@ " Male\n", " Yearly\n", " Yes\n", - " Moderately dissatisfied\n", + " ...\n", " Seeking\n", " Linux-based\n", " Other Science\n", @@ -3022,6 +3160,8 @@ " Go;Python\n", " JavaScript;Python;Bash/Shell\n", " Bachelors\n", + " Linux\n", + " Linux\n", " \n", " \n", " 2\n", @@ -3035,7 +3175,7 @@ " Non-conforming\n", " Yearly\n", " Yes\n", - " Moderately satisfied\n", + " ...\n", " Not seeking\n", " Linux-based\n", " Computer Science\n", @@ -3044,6 +3184,8 @@ " Go;Python\n", " JavaScript;Python;Bash/Shell\n", " Associate\n", + " NaN\n", + " NaN\n", " \n", " \n", " 3\n", @@ -3057,7 +3199,7 @@ " Male\n", " Yearly\n", " No\n", - " Neither satisfied nor dissatisfied\n", + " ...\n", " Not seeking\n", " Windows\n", " Computer Science\n", @@ -3066,6 +3208,8 @@ " C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell\n", " C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell\n", " Bachelors\n", + " Azure\n", + " Azure\n", " \n", " \n", " 4\n", @@ -3079,7 +3223,7 @@ " Male\n", " Yearly\n", " Yes\n", - " Slightly satisfied\n", + " ...\n", " Not seeking\n", " Windows\n", " Computer Science\n", @@ -3088,6 +3232,8 @@ " Assembly;C;C++;Matlab;SQL;Bash/Shell\n", " C;C++;Java;Matlab;R;SQL;Bash/Shell\n", " No Degree\n", + " Arduino;Windows Desktop or Server\n", + " Arduino;Windows Desktop or Server\n", " \n", " \n", " 5\n", @@ -3101,7 +3247,7 @@ " Male\n", " Yearly\n", " Yes\n", - " Moderately satisfied\n", + " ...\n", " Seeking\n", " Linux-based\n", " Computer Science\n", @@ -3110,6 +3256,8 @@ " C#;Go;Java;JavaScript;Python;SQL;TypeScript;HT...\n", " Java;JavaScript;Python;TypeScript;HTML;CSS\n", " Bachelors\n", + " Linux\n", + " Linux\n", " \n", " \n", " 6\n", @@ -3123,7 +3271,7 @@ " Male\n", " Yearly\n", " Yes\n", - " Slightly satisfied\n", + " ...\n", " Not seeking\n", " MacOS\n", " Computer Science\n", @@ -3132,6 +3280,8 @@ " C;Go;JavaScript;Python;HTML;CSS\n", " JavaScript;HTML;CSS\n", " No Degree\n", + " Linux\n", + " Linux\n", " \n", " \n", " 7\n", @@ -3145,7 +3295,7 @@ " Female\n", " Yearly\n", " Yes\n", - " Slightly satisfied\n", + " ...\n", " Not seeking\n", " Windows\n", " Computer Science\n", @@ -3154,6 +3304,8 @@ " Matlab;SQL;Kotlin;Bash/Shell\n", " JavaScript;TypeScript;HTML;CSS\n", " Bachelors\n", + " Azure;Heroku\n", + " Amazon Echo;Android;Apple Watch or Apple TV;AW...\n", " \n", " \n", " 8\n", @@ -3167,7 +3319,7 @@ " Male\n", " Yearly\n", " Yes\n", - " Moderately satisfied\n", + " ...\n", " Not seeking\n", " MacOS\n", " Arts and Science\n", @@ -3176,6 +3328,8 @@ " Erlang;Go;Python;Rust;SQL\n", " Assembly;CoffeeScript;Erlang;Go;JavaScript;Lua...\n", " No Degree\n", + " Amazon Echo;AWS;iOS;Linux;Mac OS;Serverless\n", + " AWS;Linux;Mac OS;Serverless\n", " \n", " \n", " 13\n", @@ -3189,7 +3343,7 @@ " Non-conforming\n", " Yearly\n", " No\n", - " Extremely satisfied\n", + " ...\n", " Not seeking\n", " Linux-based\n", " Engineering\n", @@ -3198,6 +3352,8 @@ " Java;Python\n", " Java\n", " Bachelors\n", + " Linux\n", + " Linux\n", " \n", " \n", " 14\n", @@ -3211,7 +3367,7 @@ " Male\n", " Monthly\n", " No\n", - " Neither satisfied nor dissatisfied\n", + " ...\n", " Not seeking\n", " Windows\n", " No major\n", @@ -3220,9 +3376,12 @@ " Java;Python\n", " Java;JavaScript;PHP;VB.NET;HTML;CSS\n", " No Degree\n", + " Windows Desktop or Server\n", + " NaN\n", " \n", " \n", "\n", + "

10 rows × 21 columns

\n", "" ], "text/plain": [ @@ -3250,68 +3409,82 @@ "13 U.S. dollars ($) Developer Full-time \n", "14 Euros (€) Developer Full-time \n", "\n", - " RaceEthnicity Gender SalaryType Hobby \\\n", - "1 White or European descent Male Yearly Yes \n", - "2 White or European descent Non-conforming Yearly Yes \n", - "3 White or European descent Male Yearly No \n", - "4 White or European descent Male Yearly Yes \n", - "5 White or European descent Male Yearly Yes \n", - "6 White or European descent Male Yearly Yes \n", - "7 Black or African descent Female Yearly Yes \n", - "8 White or European descent Male Yearly Yes \n", - "13 South Asian Non-conforming Yearly No \n", - "14 White or European descent Male Monthly No \n", + " RaceEthnicity Gender SalaryType Hobby ... \\\n", + "1 White or European descent Male Yearly Yes ... \n", + "2 White or European descent Non-conforming Yearly Yes ... \n", + "3 White or European descent Male Yearly No ... \n", + "4 White or European descent Male Yearly Yes ... \n", + "5 White or European descent Male Yearly Yes ... \n", + "6 White or European descent Male Yearly Yes ... \n", + "7 Black or African descent Female Yearly Yes ... \n", + "8 White or European descent Male Yearly Yes ... \n", + "13 South Asian Non-conforming Yearly No ... \n", + "14 White or European descent Male Monthly No ... \n", + "\n", + " JobSearchStatus OperatingSystem UndergradMajor YearsCoding \\\n", + "1 Seeking Linux-based Other Science 30 or more years \n", + "2 Not seeking Linux-based Computer Science 24-26 years \n", + "3 Not seeking Windows Computer Science 18-20 years \n", + "4 Not seeking Windows Computer Science 6-8 years \n", + "5 Seeking Linux-based Computer Science 6-8 years \n", + "6 Not seeking MacOS Computer Science 9-11 years \n", + "7 Not seeking Windows Computer Science 0-2 years \n", + "8 Not seeking MacOS Arts and Science 30 or more years \n", + "13 Not seeking Linux-based Engineering 3-5 years \n", + "14 Not seeking Windows No major 0-2 years \n", "\n", - " JobSatisfaction JobSearchStatus OperatingSystem \\\n", - "1 Moderately dissatisfied Seeking Linux-based \n", - "2 Moderately satisfied Not seeking Linux-based \n", - "3 Neither satisfied nor dissatisfied Not seeking Windows \n", - "4 Slightly satisfied Not seeking Windows \n", - "5 Moderately satisfied Seeking Linux-based \n", - "6 Slightly satisfied Not seeking MacOS \n", - "7 Slightly satisfied Not seeking Windows \n", - "8 Moderately satisfied Not seeking MacOS \n", - "13 Extremely satisfied Not seeking Linux-based \n", - "14 Neither satisfied nor dissatisfied Not seeking Windows \n", + " YearsCodingProf LanguageDesireNextYear \\\n", + "1 18-20 years Go;Python \n", + "2 6-8 years Go;Python \n", + "3 12-14 years C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell \n", + "4 0-2 years Assembly;C;C++;Matlab;SQL;Bash/Shell \n", + "5 3-5 years C#;Go;Java;JavaScript;Python;SQL;TypeScript;HT... \n", + "6 0-2 years C;Go;JavaScript;Python;HTML;CSS \n", + "7 3-5 years Matlab;SQL;Kotlin;Bash/Shell \n", + "8 21-23 years Erlang;Go;Python;Rust;SQL \n", + "13 3-5 years Java;Python \n", + "14 0-2 years Java;Python \n", "\n", - " UndergradMajor YearsCoding YearsCodingProf \\\n", - "1 Other Science 30 or more years 18-20 years \n", - "2 Computer Science 24-26 years 6-8 years \n", - "3 Computer Science 18-20 years 12-14 years \n", - "4 Computer Science 6-8 years 0-2 years \n", - "5 Computer Science 6-8 years 3-5 years \n", - "6 Computer Science 9-11 years 0-2 years \n", - "7 Computer Science 0-2 years 3-5 years \n", - "8 Arts and Science 30 or more years 21-23 years \n", - "13 Engineering 3-5 years 3-5 years \n", - "14 No major 0-2 years 0-2 years \n", + " LanguageWorkedWith EdLevel \\\n", + "1 JavaScript;Python;Bash/Shell Bachelors \n", + "2 JavaScript;Python;Bash/Shell Associate \n", + "3 C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell Bachelors \n", + "4 C;C++;Java;Matlab;R;SQL;Bash/Shell No Degree \n", + "5 Java;JavaScript;Python;TypeScript;HTML;CSS Bachelors \n", + "6 JavaScript;HTML;CSS No Degree \n", + "7 JavaScript;TypeScript;HTML;CSS Bachelors \n", + "8 Assembly;CoffeeScript;Erlang;Go;JavaScript;Lua... No Degree \n", + "13 Java Bachelors \n", + "14 Java;JavaScript;PHP;VB.NET;HTML;CSS No Degree \n", "\n", - " LanguageDesireNextYear \\\n", - "1 Go;Python \n", - "2 Go;Python \n", - "3 C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell \n", - "4 Assembly;C;C++;Matlab;SQL;Bash/Shell \n", - "5 C#;Go;Java;JavaScript;Python;SQL;TypeScript;HT... \n", - "6 C;Go;JavaScript;Python;HTML;CSS \n", - "7 Matlab;SQL;Kotlin;Bash/Shell \n", - "8 Erlang;Go;Python;Rust;SQL \n", - "13 Java;Python \n", - "14 Java;Python \n", + " PlatformWorkedWith \\\n", + "1 Linux \n", + "2 NaN \n", + "3 Azure \n", + "4 Arduino;Windows Desktop or Server \n", + "5 Linux \n", + "6 Linux \n", + "7 Azure;Heroku \n", + "8 Amazon Echo;AWS;iOS;Linux;Mac OS;Serverless \n", + "13 Linux \n", + "14 Windows Desktop or Server \n", "\n", - " LanguageWorkedWith EdLevel \n", - "1 JavaScript;Python;Bash/Shell Bachelors \n", - "2 JavaScript;Python;Bash/Shell Associate \n", - "3 C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell Bachelors \n", - "4 C;C++;Java;Matlab;R;SQL;Bash/Shell No Degree \n", - "5 Java;JavaScript;Python;TypeScript;HTML;CSS Bachelors \n", - "6 JavaScript;HTML;CSS No Degree \n", - "7 JavaScript;TypeScript;HTML;CSS Bachelors \n", - "8 Assembly;CoffeeScript;Erlang;Go;JavaScript;Lua... No Degree \n", - "13 Java Bachelors \n", - "14 Java;JavaScript;PHP;VB.NET;HTML;CSS No Degree " + " PlatformDesireNextYear \n", + "1 Linux \n", + "2 NaN \n", + "3 Azure \n", + "4 Arduino;Windows Desktop or Server \n", + "5 Linux \n", + "6 Linux \n", + "7 Amazon Echo;Android;Apple Watch or Apple TV;AW... \n", + "8 AWS;Linux;Mac OS;Serverless \n", + "13 Linux \n", + "14 NaN \n", + "\n", + "[10 rows x 21 columns]" ] }, - "execution_count": 698, + "execution_count": 270, "metadata": {}, "output_type": "execute_result" } @@ -3322,25 +3495,23 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## After Cleaning Dataset 2018" ] }, { "cell_type": "code", - "execution_count": 676, + "execution_count": 273, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Total : 1497200\n", - "Total missing : 0\n", - "Missing Percentage: 0.0 %\n" + "Total : 1654800\n", + "Total missing : 42565\n", + "Missing Percentage: 2.572214164853759 %\n" ] } ], @@ -3358,36 +3529,32 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Stackoverflow 2019 Dataset" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 278, "metadata": {}, "outputs": [], "source": [ "na_vals = ['NA', 'Missing']\n", - "survey_main_df = pd.read_csv(r\"Data/survey_results_public_2019.csv\", na_values=na_vals)\n", - "schema_df = pd.read_csv(r\"Data/survey_results_public_2019.csv\")" + "survey_main_df = pd.read_csv(r\"C:\\Users\\SHRISTI\\OneDrive\\Desktop\\GitHub\\survey_results_public_2019.csv\", na_values=na_vals)\n", + "schema_df = pd.read_csv(r\"C:\\Users\\SHRISTI\\OneDrive\\Desktop\\GitHub\\survey_results_public_2019.csv\")" ] }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Data Cleaning" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 281, "metadata": {}, "outputs": [], "source": [ @@ -3398,7 +3565,7 @@ }, { "cell_type": "code", - "execution_count": 274, + "execution_count": 283, "metadata": {}, "outputs": [], "source": [ @@ -3417,7 +3584,7 @@ }, { "cell_type": "code", - "execution_count": 275, + "execution_count": 285, "metadata": {}, "outputs": [ { @@ -3451,11 +3618,13 @@ " Employment\n", " Ethnicity\n", " Gender\n", - " Hobbyist\n", + " ...\n", " JobSatisfaction\n", " JobStatus\n", " LanguageDesireNextYear\n", " LanguageWorkedWith\n", + " PlatformDesireNextYear\n", + " PlatformWorkedWith\n", " Profession\n", " SalaryUSD\n", " UndergradMajor\n", @@ -3475,11 +3644,13 @@ " Not employed, and not looking for work\n", " NaN\n", " Man\n", - " Yes\n", + " ...\n", " NaN\n", " NaN\n", " C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL\n", " HTML/CSS;Java;JavaScript;Python\n", + " Android;Arduino;Windows\n", + " MacOS;Windows\n", " I am a student who is learning to code\n", " NaN\n", " NaN\n", @@ -3497,11 +3668,13 @@ " Not employed, but looking for work\n", " NaN\n", " Man\n", - " No\n", + " ...\n", " NaN\n", " I am actively looking for a job\n", " C++;HTML/CSS;JavaScript;SQL\n", " C++;HTML/CSS;Python\n", + " Windows\n", + " Windows\n", " I am a student who is learning to code\n", " NaN\n", " NaN\n", @@ -3519,11 +3692,13 @@ " Employed full-time\n", " NaN\n", " Man\n", - " Yes\n", + " ...\n", " Slightly satisfied\n", " I’m not actively looking, but I am open to new...\n", " Elixir;HTML/CSS\n", " HTML/CSS\n", + " NaN\n", + " NaN\n", " I am not primarily a developer, but I write co...\n", " 8820.0\n", " Web development or web design\n", @@ -3531,6 +3706,7 @@ " \n", " \n", "\n", + "

3 rows × 21 columns

\n", "" ], "text/plain": [ @@ -3549,10 +3725,10 @@ "1 Secondary school (e.g. American high school, G... \n", "2 Bachelor’s degree (BA, BS, B.Eng., etc.) \n", "\n", - " Employment Ethnicity Gender Hobbyist \\\n", - "0 Not employed, and not looking for work NaN Man Yes \n", - "1 Not employed, but looking for work NaN Man No \n", - "2 Employed full-time NaN Man Yes \n", + " Employment Ethnicity Gender ... \\\n", + "0 Not employed, and not looking for work NaN Man ... \n", + "1 Not employed, but looking for work NaN Man ... \n", + "2 Employed full-time NaN Man ... \n", "\n", " JobSatisfaction JobStatus \\\n", "0 NaN NaN \n", @@ -3564,23 +3740,25 @@ "1 C++;HTML/CSS;JavaScript;SQL \n", "2 Elixir;HTML/CSS \n", "\n", - " LanguageWorkedWith \\\n", - "0 HTML/CSS;Java;JavaScript;Python \n", - "1 C++;HTML/CSS;Python \n", - "2 HTML/CSS \n", + " LanguageWorkedWith PlatformDesireNextYear \\\n", + "0 HTML/CSS;Java;JavaScript;Python Android;Arduino;Windows \n", + "1 C++;HTML/CSS;Python Windows \n", + "2 HTML/CSS NaN \n", + "\n", + " PlatformWorkedWith Profession \\\n", + "0 MacOS;Windows I am a student who is learning to code \n", + "1 Windows I am a student who is learning to code \n", + "2 NaN I am not primarily a developer, but I write co... \n", "\n", - " Profession SalaryUSD \\\n", - "0 I am a student who is learning to code NaN \n", - "1 I am a student who is learning to code NaN \n", - "2 I am not primarily a developer, but I write co... 8820.0 \n", + " SalaryUSD UndergradMajor YearsCodePro \n", + "0 NaN NaN NaN \n", + "1 NaN NaN NaN \n", + "2 8820.0 Web development or web design 1 \n", "\n", - " UndergradMajor YearsCodePro \n", - "0 NaN NaN \n", - "1 NaN NaN \n", - "2 Web development or web design 1 " + "[3 rows x 21 columns]" ] }, - "execution_count": 275, + "execution_count": 285, "metadata": {}, "output_type": "execute_result" } @@ -3592,15 +3770,15 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 287, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Age float64\n", - "CareerSat object\n", - "ConvertedComp float64\n", + "JobSatisfaction object\n", + "SalaryUSD float64\n", "Country object\n", "Dependents object\n", "EdLevel object\n", @@ -3608,12 +3786,12 @@ "Ethnicity object\n", "Gender object\n", "Hobbyist object\n", - "ImpSyn object\n", - "JobSat object\n", - "JobSeek object\n", + "CompetenceLevel object\n", + "CurrentJobSatis object\n", + "JobStatus object\n", "LanguageDesireNextYear object\n", "LanguageWorkedWith object\n", - "MainBranch object\n", + "Profession object\n", "UndergradMajor object\n", "YearsCodePro object\n", "DevType object\n", @@ -3622,7 +3800,7 @@ "dtype: object" ] }, - "execution_count": 20, + "execution_count": 287, "metadata": {}, "output_type": "execute_result" } @@ -3634,25 +3812,23 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Data Validation - Total Cells vs Missing %" ] }, { "cell_type": "code", - "execution_count": 277, + "execution_count": 290, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Total : 1688777\n", - "Total missing : 169969\n", - "Missing Percentage: 10.064620728491684 %\n" + "Total : 1866543\n", + "Total missing : 189578\n", + "Missing Percentage: 10.15663716292633 %\n" ] } ], @@ -3670,9 +3846,7 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Cleaning and Refactoring column values" ] @@ -3686,7 +3860,7 @@ }, { "cell_type": "code", - "execution_count": 278, + "execution_count": 294, "metadata": {}, "outputs": [ { @@ -3703,7 +3877,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 278, + "execution_count": 294, "metadata": {}, "output_type": "execute_result" } @@ -3714,7 +3888,7 @@ }, { "cell_type": "code", - "execution_count": 279, + "execution_count": 296, "metadata": {}, "outputs": [], "source": [ @@ -3742,7 +3916,7 @@ }, { "cell_type": "code", - "execution_count": 280, + "execution_count": 298, "metadata": {}, "outputs": [], "source": [ @@ -3751,7 +3925,7 @@ }, { "cell_type": "code", - "execution_count": 281, + "execution_count": 300, "metadata": {}, "outputs": [ { @@ -3760,7 +3934,7 @@ "0" ] }, - "execution_count": 281, + "execution_count": 300, "metadata": {}, "output_type": "execute_result" } @@ -3772,7 +3946,7 @@ }, { "cell_type": "code", - "execution_count": 282, + "execution_count": 302, "metadata": {}, "outputs": [ { @@ -3785,7 +3959,7 @@ "Name: Gender, dtype: int64" ] }, - "execution_count": 282, + "execution_count": 302, "metadata": {}, "output_type": "execute_result" } @@ -3796,23 +3970,21 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Age" ] }, { "cell_type": "code", - "execution_count": 283, + "execution_count": 305, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" + "
" ] }, "metadata": {}, @@ -3827,7 +3999,7 @@ }, { "cell_type": "code", - "execution_count": 284, + "execution_count": 307, "metadata": {}, "outputs": [], "source": [ @@ -3838,14 +4010,14 @@ }, { "cell_type": "code", - "execution_count": 285, + "execution_count": 309, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] }, "metadata": {}, @@ -3860,7 +4032,7 @@ }, { "cell_type": "code", - "execution_count": 286, + "execution_count": 311, "metadata": {}, "outputs": [ { @@ -3869,7 +4041,7 @@ "0" ] }, - "execution_count": 286, + "execution_count": 311, "metadata": {}, "output_type": "execute_result" } @@ -3880,16 +4052,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Profession column (Mainbranch)" ] }, { "cell_type": "code", - "execution_count": 287, + "execution_count": 314, "metadata": {}, "outputs": [ { @@ -3904,7 +4074,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 287, + "execution_count": 314, "metadata": {}, "output_type": "execute_result" } @@ -3915,7 +4085,7 @@ }, { "cell_type": "code", - "execution_count": 288, + "execution_count": 316, "metadata": {}, "outputs": [ { @@ -3924,7 +4094,7 @@ "255" ] }, - "execution_count": 288, + "execution_count": 316, "metadata": {}, "output_type": "execute_result" } @@ -3935,7 +4105,7 @@ }, { "cell_type": "code", - "execution_count": 289, + "execution_count": 318, "metadata": {}, "outputs": [], "source": [ @@ -3944,7 +4114,7 @@ }, { "cell_type": "code", - "execution_count": 290, + "execution_count": 320, "metadata": {}, "outputs": [ { @@ -3959,7 +4129,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 290, + "execution_count": 320, "metadata": {}, "output_type": "execute_result" } @@ -3970,7 +4140,7 @@ }, { "cell_type": "code", - "execution_count": 291, + "execution_count": 322, "metadata": {}, "outputs": [], "source": [ @@ -3997,7 +4167,7 @@ }, { "cell_type": "code", - "execution_count": 292, + "execution_count": 324, "metadata": {}, "outputs": [ { @@ -4012,7 +4182,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 292, + "execution_count": 324, "metadata": {}, "output_type": "execute_result" } @@ -4023,16 +4193,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## EdLevel" ] }, { "cell_type": "code", - "execution_count": 293, + "execution_count": 327, "metadata": {}, "outputs": [ { @@ -4051,7 +4219,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 293, + "execution_count": 327, "metadata": {}, "output_type": "execute_result" } @@ -4062,7 +4230,7 @@ }, { "cell_type": "code", - "execution_count": 294, + "execution_count": 329, "metadata": {}, "outputs": [ { @@ -4071,7 +4239,7 @@ "1568" ] }, - "execution_count": 294, + "execution_count": 329, "metadata": {}, "output_type": "execute_result" } @@ -4082,7 +4250,7 @@ }, { "cell_type": "code", - "execution_count": 295, + "execution_count": 331, "metadata": {}, "outputs": [], "source": [ @@ -4112,7 +4280,7 @@ }, { "cell_type": "code", - "execution_count": 296, + "execution_count": 333, "metadata": {}, "outputs": [ { @@ -4128,7 +4296,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 296, + "execution_count": 333, "metadata": {}, "output_type": "execute_result" } @@ -4139,7 +4307,7 @@ }, { "cell_type": "code", - "execution_count": 297, + "execution_count": 335, "metadata": {}, "outputs": [ { @@ -4148,7 +4316,7 @@ "0" ] }, - "execution_count": 297, + "execution_count": 335, "metadata": {}, "output_type": "execute_result" } @@ -4159,16 +4327,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Undergrad Major" ] }, { "cell_type": "code", - "execution_count": 298, + "execution_count": 338, "metadata": {}, "outputs": [ { @@ -4188,7 +4354,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 298, + "execution_count": 338, "metadata": {}, "output_type": "execute_result" } @@ -4199,7 +4365,7 @@ }, { "cell_type": "code", - "execution_count": 299, + "execution_count": 340, "metadata": {}, "outputs": [ { @@ -4208,7 +4374,7 @@ "10787" ] }, - "execution_count": 299, + "execution_count": 340, "metadata": {}, "output_type": "execute_result" } @@ -4219,7 +4385,7 @@ }, { "cell_type": "code", - "execution_count": 300, + "execution_count": 342, "metadata": {}, "outputs": [], "source": [ @@ -4228,7 +4394,7 @@ }, { "cell_type": "code", - "execution_count": 301, + "execution_count": 344, "metadata": {}, "outputs": [ { @@ -4250,7 +4416,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 301, + "execution_count": 344, "metadata": {}, "output_type": "execute_result" } @@ -4261,7 +4427,7 @@ }, { "cell_type": "code", - "execution_count": 302, + "execution_count": 346, "metadata": {}, "outputs": [ { @@ -4270,7 +4436,7 @@ "1" ] }, - "execution_count": 302, + "execution_count": 346, "metadata": {}, "output_type": "execute_result" } @@ -4281,7 +4447,7 @@ }, { "cell_type": "code", - "execution_count": 303, + "execution_count": 348, "metadata": {}, "outputs": [], "source": [ @@ -4290,7 +4456,7 @@ }, { "cell_type": "code", - "execution_count": 304, + "execution_count": 350, "metadata": {}, "outputs": [ { @@ -4299,7 +4465,7 @@ "0" ] }, - "execution_count": 304, + "execution_count": 350, "metadata": {}, "output_type": "execute_result" } @@ -4310,7 +4476,7 @@ }, { "cell_type": "code", - "execution_count": 305, + "execution_count": 352, "metadata": {}, "outputs": [], "source": [ @@ -4347,7 +4513,7 @@ }, { "cell_type": "code", - "execution_count": 306, + "execution_count": 354, "metadata": {}, "outputs": [ { @@ -4366,7 +4532,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 306, + "execution_count": 354, "metadata": {}, "output_type": "execute_result" } @@ -4377,16 +4543,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Job Status" ] }, { "cell_type": "code", - "execution_count": 307, + "execution_count": 357, "metadata": {}, "outputs": [ { @@ -4399,7 +4563,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 307, + "execution_count": 357, "metadata": {}, "output_type": "execute_result" } @@ -4410,7 +4574,7 @@ }, { "cell_type": "code", - "execution_count": 308, + "execution_count": 359, "metadata": {}, "outputs": [ { @@ -4419,7 +4583,7 @@ "6084" ] }, - "execution_count": 308, + "execution_count": 359, "metadata": {}, "output_type": "execute_result" } @@ -4430,7 +4594,7 @@ }, { "cell_type": "code", - "execution_count": 309, + "execution_count": 361, "metadata": {}, "outputs": [], "source": [ @@ -4439,7 +4603,7 @@ }, { "cell_type": "code", - "execution_count": 310, + "execution_count": 363, "metadata": {}, "outputs": [ { @@ -4448,7 +4612,7 @@ "0" ] }, - "execution_count": 310, + "execution_count": 363, "metadata": {}, "output_type": "execute_result" } @@ -4459,7 +4623,7 @@ }, { "cell_type": "code", - "execution_count": 311, + "execution_count": 365, "metadata": {}, "outputs": [ { @@ -4472,7 +4636,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 311, + "execution_count": 365, "metadata": {}, "output_type": "execute_result" } @@ -4483,7 +4647,7 @@ }, { "cell_type": "code", - "execution_count": 312, + "execution_count": 367, "metadata": {}, "outputs": [], "source": [ @@ -4492,7 +4656,7 @@ }, { "cell_type": "code", - "execution_count": 313, + "execution_count": 369, "metadata": {}, "outputs": [], "source": [ @@ -4517,7 +4681,7 @@ }, { "cell_type": "code", - "execution_count": 314, + "execution_count": 371, "metadata": {}, "outputs": [ { @@ -4529,7 +4693,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 314, + "execution_count": 371, "metadata": {}, "output_type": "execute_result" } @@ -4540,16 +4704,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## JobSatisfaction" ] }, { "cell_type": "code", - "execution_count": 315, + "execution_count": 374, "metadata": {}, "outputs": [ { @@ -4564,7 +4726,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 315, + "execution_count": 374, "metadata": {}, "output_type": "execute_result" } @@ -4575,7 +4737,7 @@ }, { "cell_type": "code", - "execution_count": 316, + "execution_count": 376, "metadata": {}, "outputs": [ { @@ -4584,7 +4746,7 @@ "12467" ] }, - "execution_count": 316, + "execution_count": 376, "metadata": {}, "output_type": "execute_result" } @@ -4595,7 +4757,7 @@ }, { "cell_type": "code", - "execution_count": 317, + "execution_count": 378, "metadata": {}, "outputs": [], "source": [ @@ -4604,7 +4766,7 @@ }, { "cell_type": "code", - "execution_count": 318, + "execution_count": 380, "metadata": {}, "outputs": [ { @@ -4613,7 +4775,7 @@ "0" ] }, - "execution_count": 318, + "execution_count": 380, "metadata": {}, "output_type": "execute_result" } @@ -4624,7 +4786,7 @@ }, { "cell_type": "code", - "execution_count": 319, + "execution_count": 382, "metadata": {}, "outputs": [ { @@ -4639,7 +4801,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 319, + "execution_count": 382, "metadata": {}, "output_type": "execute_result" } @@ -4650,16 +4812,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Employment" ] }, { "cell_type": "code", - "execution_count": 320, + "execution_count": 385, "metadata": {}, "outputs": [ { @@ -4675,7 +4835,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 320, + "execution_count": 385, "metadata": {}, "output_type": "execute_result" } @@ -4686,7 +4846,7 @@ }, { "cell_type": "code", - "execution_count": 321, + "execution_count": 387, "metadata": {}, "outputs": [ { @@ -4695,7 +4855,7 @@ "969" ] }, - "execution_count": 321, + "execution_count": 387, "metadata": {}, "output_type": "execute_result" } @@ -4706,7 +4866,7 @@ }, { "cell_type": "code", - "execution_count": 322, + "execution_count": 389, "metadata": {}, "outputs": [], "source": [ @@ -4715,7 +4875,7 @@ }, { "cell_type": "code", - "execution_count": 323, + "execution_count": 391, "metadata": {}, "outputs": [ { @@ -4724,7 +4884,7 @@ "0" ] }, - "execution_count": 323, + "execution_count": 391, "metadata": {}, "output_type": "execute_result" } @@ -4735,7 +4895,7 @@ }, { "cell_type": "code", - "execution_count": 324, + "execution_count": 393, "metadata": {}, "outputs": [ { @@ -4751,7 +4911,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 324, + "execution_count": 393, "metadata": {}, "output_type": "execute_result" } @@ -4762,7 +4922,7 @@ }, { "cell_type": "code", - "execution_count": 325, + "execution_count": 395, "metadata": {}, "outputs": [], "source": [ @@ -4788,7 +4948,7 @@ }, { "cell_type": "code", - "execution_count": 326, + "execution_count": 397, "metadata": {}, "outputs": [ { @@ -4802,7 +4962,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 326, + "execution_count": 397, "metadata": {}, "output_type": "execute_result" } @@ -4813,16 +4973,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Ethnicity" ] }, { "cell_type": "code", - "execution_count": 327, + "execution_count": 400, "metadata": {}, "outputs": [], "source": [ @@ -4831,7 +4989,7 @@ }, { "cell_type": "code", - "execution_count": 328, + "execution_count": 402, "metadata": {}, "outputs": [ { @@ -5012,7 +5170,7 @@ " 'Black or of African descent;East Asian;Middle Eastern;South Asian;Multiracial']" ] }, - "execution_count": 328, + "execution_count": 402, "metadata": {}, "output_type": "execute_result" } @@ -5024,7 +5182,7 @@ }, { "cell_type": "code", - "execution_count": 329, + "execution_count": 404, "metadata": {}, "outputs": [ { @@ -5033,7 +5191,7 @@ "173" ] }, - "execution_count": 329, + "execution_count": 404, "metadata": {}, "output_type": "execute_result" } @@ -5044,7 +5202,7 @@ }, { "cell_type": "code", - "execution_count": 330, + "execution_count": 406, "metadata": {}, "outputs": [], "source": [ @@ -5063,7 +5221,7 @@ }, { "cell_type": "code", - "execution_count": 331, + "execution_count": 408, "metadata": {}, "outputs": [ { @@ -5072,7 +5230,7 @@ "7804" ] }, - "execution_count": 331, + "execution_count": 408, "metadata": {}, "output_type": "execute_result" } @@ -5083,7 +5241,7 @@ }, { "cell_type": "code", - "execution_count": 332, + "execution_count": 410, "metadata": {}, "outputs": [ { @@ -5102,7 +5260,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 332, + "execution_count": 410, "metadata": {}, "output_type": "execute_result" } @@ -5113,7 +5271,7 @@ }, { "cell_type": "code", - "execution_count": 333, + "execution_count": 412, "metadata": {}, "outputs": [], "source": [ @@ -5122,7 +5280,7 @@ }, { "cell_type": "code", - "execution_count": 334, + "execution_count": 414, "metadata": {}, "outputs": [ { @@ -5131,7 +5289,7 @@ "0" ] }, - "execution_count": 334, + "execution_count": 414, "metadata": {}, "output_type": "execute_result" } @@ -5142,7 +5300,7 @@ }, { "cell_type": "code", - "execution_count": 335, + "execution_count": 416, "metadata": {}, "outputs": [ { @@ -5161,7 +5319,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 335, + "execution_count": 416, "metadata": {}, "output_type": "execute_result" } @@ -5172,16 +5330,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Dependents" ] }, { "cell_type": "code", - "execution_count": 336, + "execution_count": 419, "metadata": {}, "outputs": [ { @@ -5193,7 +5349,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 336, + "execution_count": 419, "metadata": {}, "output_type": "execute_result" } @@ -5204,7 +5360,7 @@ }, { "cell_type": "code", - "execution_count": 337, + "execution_count": 421, "metadata": {}, "outputs": [ { @@ -5213,7 +5369,7 @@ "2619" ] }, - "execution_count": 337, + "execution_count": 421, "metadata": {}, "output_type": "execute_result" } @@ -5224,7 +5380,7 @@ }, { "cell_type": "code", - "execution_count": 338, + "execution_count": 423, "metadata": {}, "outputs": [], "source": [ @@ -5234,7 +5390,7 @@ }, { "cell_type": "code", - "execution_count": 339, + "execution_count": 425, "metadata": {}, "outputs": [ { @@ -5243,7 +5399,7 @@ "0" ] }, - "execution_count": 339, + "execution_count": 425, "metadata": {}, "output_type": "execute_result" } @@ -5254,7 +5410,7 @@ }, { "cell_type": "code", - "execution_count": 340, + "execution_count": 427, "metadata": {}, "outputs": [ { @@ -5266,7 +5422,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 340, + "execution_count": 427, "metadata": {}, "output_type": "execute_result" } @@ -5277,16 +5433,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## DevType" ] }, { "cell_type": "code", - "execution_count": 341, + "execution_count": 430, "metadata": {}, "outputs": [ { @@ -5295,7 +5449,7 @@ "5025" ] }, - "execution_count": 341, + "execution_count": 430, "metadata": {}, "output_type": "execute_result" } @@ -5306,7 +5460,7 @@ }, { "cell_type": "code", - "execution_count": 342, + "execution_count": 432, "metadata": {}, "outputs": [ { @@ -5326,7 +5480,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 342, + "execution_count": 432, "metadata": {}, "output_type": "execute_result" } @@ -5337,7 +5491,7 @@ }, { "cell_type": "code", - "execution_count": 343, + "execution_count": 434, "metadata": {}, "outputs": [], "source": [ @@ -5346,7 +5500,7 @@ }, { "cell_type": "code", - "execution_count": 344, + "execution_count": 436, "metadata": {}, "outputs": [ { @@ -5355,7 +5509,7 @@ "0" ] }, - "execution_count": 344, + "execution_count": 436, "metadata": {}, "output_type": "execute_result" } @@ -5366,7 +5520,7 @@ }, { "cell_type": "code", - "execution_count": 345, + "execution_count": 438, "metadata": {}, "outputs": [ { @@ -5381,7 +5535,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 345, + "execution_count": 438, "metadata": {}, "output_type": "execute_result" } @@ -5392,16 +5546,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## LanguageWorkedWith" ] }, { "cell_type": "code", - "execution_count": 346, + "execution_count": 441, "metadata": {}, "outputs": [ { @@ -5410,7 +5562,7 @@ "656" ] }, - "execution_count": 346, + "execution_count": 441, "metadata": {}, "output_type": "execute_result" } @@ -5421,7 +5573,7 @@ }, { "cell_type": "code", - "execution_count": 347, + "execution_count": 443, "metadata": {}, "outputs": [ { @@ -5441,7 +5593,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 347, + "execution_count": 443, "metadata": {}, "output_type": "execute_result" } @@ -5452,7 +5604,7 @@ }, { "cell_type": "code", - "execution_count": 348, + "execution_count": 445, "metadata": {}, "outputs": [], "source": [ @@ -5461,7 +5613,7 @@ }, { "cell_type": "code", - "execution_count": 349, + "execution_count": 447, "metadata": {}, "outputs": [ { @@ -5470,7 +5622,7 @@ "0" ] }, - "execution_count": 349, + "execution_count": 447, "metadata": {}, "output_type": "execute_result" } @@ -5481,7 +5633,7 @@ }, { "cell_type": "code", - "execution_count": 350, + "execution_count": 449, "metadata": {}, "outputs": [ { @@ -5501,7 +5653,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 350, + "execution_count": 449, "metadata": {}, "output_type": "execute_result" } @@ -5512,16 +5664,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## CompetenceLevel" ] }, { "cell_type": "code", - "execution_count": 351, + "execution_count": 452, "metadata": {}, "outputs": [ { @@ -5536,7 +5686,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 351, + "execution_count": 452, "metadata": {}, "output_type": "execute_result" } @@ -5547,7 +5697,7 @@ }, { "cell_type": "code", - "execution_count": 352, + "execution_count": 454, "metadata": {}, "outputs": [ { @@ -5556,7 +5706,7 @@ "12770" ] }, - "execution_count": 352, + "execution_count": 454, "metadata": {}, "output_type": "execute_result" } @@ -5567,7 +5717,7 @@ }, { "cell_type": "code", - "execution_count": 353, + "execution_count": 456, "metadata": {}, "outputs": [], "source": [ @@ -5577,7 +5727,7 @@ }, { "cell_type": "code", - "execution_count": 354, + "execution_count": 458, "metadata": {}, "outputs": [ { @@ -5586,7 +5736,7 @@ "0" ] }, - "execution_count": 354, + "execution_count": 458, "metadata": {}, "output_type": "execute_result" } @@ -5597,7 +5747,7 @@ }, { "cell_type": "code", - "execution_count": 355, + "execution_count": 460, "metadata": {}, "outputs": [ { @@ -5612,7 +5762,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 355, + "execution_count": 460, "metadata": {}, "output_type": "execute_result" } @@ -5623,16 +5773,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Current Job Satisfaction" ] }, { "cell_type": "code", - "execution_count": 356, + "execution_count": 463, "metadata": {}, "outputs": [ { @@ -5647,7 +5795,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 356, + "execution_count": 463, "metadata": {}, "output_type": "execute_result" } @@ -5658,7 +5806,7 @@ }, { "cell_type": "code", - "execution_count": 357, + "execution_count": 465, "metadata": {}, "outputs": [ { @@ -5667,7 +5815,7 @@ "13838" ] }, - "execution_count": 357, + "execution_count": 465, "metadata": {}, "output_type": "execute_result" } @@ -5678,7 +5826,7 @@ }, { "cell_type": "code", - "execution_count": 358, + "execution_count": 467, "metadata": {}, "outputs": [], "source": [ @@ -5688,7 +5836,7 @@ }, { "cell_type": "code", - "execution_count": 359, + "execution_count": 469, "metadata": {}, "outputs": [ { @@ -5697,7 +5845,7 @@ "0" ] }, - "execution_count": 359, + "execution_count": 469, "metadata": {}, "output_type": "execute_result" } @@ -5708,7 +5856,7 @@ }, { "cell_type": "code", - "execution_count": 360, + "execution_count": 471, "metadata": {}, "outputs": [ { @@ -5723,7 +5871,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 360, + "execution_count": 471, "metadata": {}, "output_type": "execute_result" } @@ -5734,16 +5882,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## LanguageDesireNextYear" ] }, { "cell_type": "code", - "execution_count": 361, + "execution_count": 474, "metadata": {}, "outputs": [ { @@ -5773,7 +5919,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 361, + "execution_count": 474, "metadata": {}, "output_type": "execute_result" } @@ -5784,7 +5930,7 @@ }, { "cell_type": "code", - "execution_count": 362, + "execution_count": 476, "metadata": {}, "outputs": [ { @@ -5793,7 +5939,7 @@ "3424" ] }, - "execution_count": 362, + "execution_count": 476, "metadata": {}, "output_type": "execute_result" } @@ -5804,7 +5950,7 @@ }, { "cell_type": "code", - "execution_count": 363, + "execution_count": 478, "metadata": {}, "outputs": [], "source": [ @@ -5814,7 +5960,7 @@ }, { "cell_type": "code", - "execution_count": 364, + "execution_count": 480, "metadata": {}, "outputs": [ { @@ -5823,7 +5969,7 @@ "0" ] }, - "execution_count": 364, + "execution_count": 480, "metadata": {}, "output_type": "execute_result" } @@ -5834,7 +5980,7 @@ }, { "cell_type": "code", - "execution_count": 365, + "execution_count": 482, "metadata": {}, "outputs": [ { @@ -5864,7 +6010,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 365, + "execution_count": 482, "metadata": {}, "output_type": "execute_result" } @@ -5875,16 +6021,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## YearsCodePro" ] }, { "cell_type": "code", - "execution_count": 366, + "execution_count": 485, "metadata": {}, "outputs": [ { @@ -5904,7 +6048,7 @@ "Name: YearsCodePro, Length: 77994, dtype: object>" ] }, - "execution_count": 366, + "execution_count": 485, "metadata": {}, "output_type": "execute_result" } @@ -5915,7 +6059,7 @@ }, { "cell_type": "code", - "execution_count": 367, + "execution_count": 487, "metadata": {}, "outputs": [], "source": [ @@ -5925,7 +6069,7 @@ }, { "cell_type": "code", - "execution_count": 368, + "execution_count": 488, "metadata": {}, "outputs": [ { @@ -5945,7 +6089,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 368, + "execution_count": 488, "metadata": {}, "output_type": "execute_result" } @@ -5956,7 +6100,7 @@ }, { "cell_type": "code", - "execution_count": 369, + "execution_count": 491, "metadata": {}, "outputs": [ { @@ -5965,7 +6109,7 @@ "14639" ] }, - "execution_count": 369, + "execution_count": 491, "metadata": {}, "output_type": "execute_result" } @@ -5976,7 +6120,7 @@ }, { "cell_type": "code", - "execution_count": 370, + "execution_count": 493, "metadata": {}, "outputs": [], "source": [ @@ -5985,7 +6129,7 @@ }, { "cell_type": "code", - "execution_count": 371, + "execution_count": 495, "metadata": {}, "outputs": [ { @@ -5994,7 +6138,7 @@ "0" ] }, - "execution_count": 371, + "execution_count": 495, "metadata": {}, "output_type": "execute_result" } @@ -6005,7 +6149,7 @@ }, { "cell_type": "code", - "execution_count": 372, + "execution_count": 497, "metadata": {}, "outputs": [], "source": [ @@ -6014,7 +6158,7 @@ }, { "cell_type": "code", - "execution_count": 373, + "execution_count": 499, "metadata": {}, "outputs": [ { @@ -6023,7 +6167,7 @@ "0" ] }, - "execution_count": 373, + "execution_count": 499, "metadata": {}, "output_type": "execute_result" } @@ -6034,7 +6178,7 @@ }, { "cell_type": "code", - "execution_count": 374, + "execution_count": 501, "metadata": {}, "outputs": [ { @@ -6054,7 +6198,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 374, + "execution_count": 501, "metadata": {}, "output_type": "execute_result" } @@ -6065,16 +6209,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Country" ] }, { "cell_type": "code", - "execution_count": 375, + "execution_count": 504, "metadata": {}, "outputs": [ { @@ -6099,7 +6241,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 375, + "execution_count": 504, "metadata": {}, "output_type": "execute_result" } @@ -6110,7 +6252,7 @@ }, { "cell_type": "code", - "execution_count": 376, + "execution_count": 506, "metadata": {}, "outputs": [ { @@ -6119,7 +6261,7 @@ "0" ] }, - "execution_count": 376, + "execution_count": 506, "metadata": {}, "output_type": "execute_result" } @@ -6130,7 +6272,7 @@ }, { "cell_type": "code", - "execution_count": 377, + "execution_count": 508, "metadata": {}, "outputs": [], "source": [ @@ -6139,7 +6281,7 @@ }, { "cell_type": "code", - "execution_count": 378, + "execution_count": 510, "metadata": {}, "outputs": [ { @@ -6148,7 +6290,7 @@ "0" ] }, - "execution_count": 378, + "execution_count": 510, "metadata": {}, "output_type": "execute_result" } @@ -6159,7 +6301,7 @@ }, { "cell_type": "code", - "execution_count": 379, + "execution_count": 512, "metadata": {}, "outputs": [ { @@ -6184,7 +6326,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 379, + "execution_count": 512, "metadata": {}, "output_type": "execute_result" } @@ -6195,16 +6337,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## SalaryUSD" ] }, { "cell_type": "code", - "execution_count": 380, + "execution_count": 515, "metadata": {}, "outputs": [ { @@ -6219,7 +6359,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 380, + "execution_count": 515, "metadata": {}, "output_type": "execute_result" } @@ -6230,7 +6370,7 @@ }, { "cell_type": "code", - "execution_count": 381, + "execution_count": 517, "metadata": {}, "outputs": [ { @@ -6239,7 +6379,7 @@ "24805" ] }, - "execution_count": 381, + "execution_count": 517, "metadata": {}, "output_type": "execute_result" } @@ -6250,7 +6390,7 @@ }, { "cell_type": "code", - "execution_count": 382, + "execution_count": 519, "metadata": {}, "outputs": [], "source": [ @@ -6259,7 +6399,7 @@ }, { "cell_type": "code", - "execution_count": 383, + "execution_count": 520, "metadata": {}, "outputs": [ { @@ -6268,7 +6408,7 @@ "3537" ] }, - "execution_count": 383, + "execution_count": 520, "metadata": {}, "output_type": "execute_result" } @@ -6279,7 +6419,7 @@ }, { "cell_type": "code", - "execution_count": 384, + "execution_count": 523, "metadata": {}, "outputs": [ { @@ -6294,7 +6434,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 384, + "execution_count": 523, "metadata": {}, "output_type": "execute_result" } @@ -6306,7 +6446,7 @@ }, { "cell_type": "code", - "execution_count": 385, + "execution_count": 525, "metadata": {}, "outputs": [], "source": [ @@ -6315,7 +6455,7 @@ }, { "cell_type": "code", - "execution_count": 386, + "execution_count": 527, "metadata": {}, "outputs": [ { @@ -6335,7 +6475,7 @@ "Name: SalaryUSD, dtype: float64" ] }, - "execution_count": 386, + "execution_count": 527, "metadata": {}, "output_type": "execute_result" } @@ -6346,7 +6486,7 @@ }, { "cell_type": "code", - "execution_count": 387, + "execution_count": 529, "metadata": {}, "outputs": [], "source": [ @@ -6362,35 +6502,37 @@ }, { "cell_type": "code", - "execution_count": 388, + "execution_count": 532, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Age 0\n", - "JobSatisfaction 0\n", - "SalaryUSD 0\n", - "Country 0\n", - "Dependents 0\n", - "EdLevel 0\n", - "Employment 0\n", - "Ethnicity 0\n", - "Gender 0\n", - "Hobbyist 0\n", - "CompetenceLevel 0\n", - "CurrentJobSatis 0\n", - "JobStatus 0\n", - "LanguageDesireNextYear 0\n", - "LanguageWorkedWith 0\n", - "Profession 0\n", - "UndergradMajor 0\n", - "YearsCodePro 0\n", - "DevType 0\n", + "Age 0\n", + "JobSatisfaction 0\n", + "SalaryUSD 0\n", + "Country 0\n", + "Dependents 0\n", + "EdLevel 0\n", + "Employment 0\n", + "Ethnicity 0\n", + "Gender 0\n", + "Hobbyist 0\n", + "CompetenceLevel 0\n", + "CurrentJobSatis 0\n", + "JobStatus 0\n", + "LanguageDesireNextYear 0\n", + "LanguageWorkedWith 0\n", + "Profession 0\n", + "UndergradMajor 0\n", + "YearsCodePro 0\n", + "DevType 0\n", + "PlatformWorkedWith 6073\n", + "PlatformDesireNextYear 8689\n", "dtype: int64" ] }, - "execution_count": 388, + "execution_count": 532, "metadata": {}, "output_type": "execute_result" } @@ -6402,7 +6544,7 @@ }, { "cell_type": "code", - "execution_count": 389, + "execution_count": 534, "metadata": {}, "outputs": [], "source": [ @@ -6412,7 +6554,7 @@ }, { "cell_type": "code", - "execution_count": 390, + "execution_count": 536, "metadata": {}, "outputs": [ { @@ -6433,7 +6575,7 @@ }, { "cell_type": "code", - "execution_count": 703, + "execution_count": 538, "metadata": {}, "outputs": [], "source": [ @@ -6442,7 +6584,7 @@ }, { "cell_type": "code", - "execution_count": 704, + "execution_count": 540, "metadata": {}, "outputs": [ { @@ -6476,7 +6618,7 @@ " Ethnicity\n", " Gender\n", " Hobbyist\n", - " CompetenceLevel\n", + " ...\n", " CurrentJobSatis\n", " JobStatus\n", " LanguageDesireNextYear\n", @@ -6485,6 +6627,8 @@ " UndergradMajor\n", " YearsCodePro\n", " DevType\n", + " PlatformWorkedWith\n", + " PlatformDesireNextYear\n", " \n", " \n", " \n", @@ -6500,7 +6644,7 @@ " East Asian\n", " Man\n", " Yes\n", - " Average\n", + " ...\n", " Slightly satisfied\n", " Not seeking\n", " Elixir;HTML/CSS\n", @@ -6509,6 +6653,8 @@ " Web Design/Dev\n", " 1.0\n", " Designer;Developer, back-end;Developer, front-...\n", + " NaN\n", + " NaN\n", " \n", " \n", " 1\n", @@ -6522,7 +6668,7 @@ " White or of European descent\n", " Man\n", " No\n", - " A little below average\n", + " ...\n", " Slightly satisfied\n", " Not seeking\n", " C;C#;JavaScript;SQL\n", @@ -6531,6 +6677,8 @@ " Computer Science\n", " 1.0\n", " Developer, full-stack\n", + " Linux;Windows\n", + " Linux;Windows\n", " \n", " \n", " 2\n", @@ -6544,7 +6692,7 @@ " White or of European descent\n", " Man\n", " Yes\n", - " A little above average\n", + " ...\n", " Slightly dissatisfied\n", " Not seeking\n", " HTML/CSS;Java;JavaScript;SQL;WebAssembly\n", @@ -6553,6 +6701,8 @@ " Computer Science\n", " 9.0\n", " Academic researcher;Developer, desktop or ente...\n", + " Android;Linux;MacOS;Slack;Windows\n", + " Android;Docker;Kubernetes;Linux;Slack\n", " \n", " \n", " 3\n", @@ -6566,7 +6716,7 @@ " East Asian\n", " Man\n", " Yes\n", - " A little above average\n", + " ...\n", " Slightly satisfied\n", " Not seeking\n", " Python;Scala;SQL\n", @@ -6575,6 +6725,8 @@ " Math/Stat\n", " 3.0\n", " Data or business analyst;Data scientist or mac...\n", + " Android;Google Cloud Platform;Linux;Windows\n", + " Android;Google Cloud Platform;Linux;Windows\n", " \n", " \n", " 4\n", @@ -6588,7 +6740,7 @@ " White or of European descent\n", " Man\n", " No\n", - " Average\n", + " ...\n", " Neither satisfied nor dissatisfied\n", " Not seeking\n", " HTML/CSS;JavaScript\n", @@ -6597,9 +6749,12 @@ " Engineering\n", " 4.0\n", " Designer;Developer, front-end\n", + " MacOS;Windows\n", + " MacOS;Windows\n", " \n", " \n", "\n", + "

5 rows × 21 columns

\n", "" ], "text/plain": [ @@ -6610,19 +6765,19 @@ "3 28 Very satisfied 366420.0 Canada No Bachelors \n", "4 42 Slightly satisfied 36000.0 Ukraine Yes Bachelors \n", "\n", - " Employment Ethnicity Gender Hobbyist \\\n", - "0 Full-time East Asian Man Yes \n", - "1 Full-time White or of European descent Man No \n", - "2 Full-time White or of European descent Man Yes \n", - "3 Full-time East Asian Man Yes \n", - "4 Self-employed White or of European descent Man No \n", + " Employment Ethnicity Gender Hobbyist ... \\\n", + "0 Full-time East Asian Man Yes ... \n", + "1 Full-time White or of European descent Man No ... \n", + "2 Full-time White or of European descent Man Yes ... \n", + "3 Full-time East Asian Man Yes ... \n", + "4 Self-employed White or of European descent Man No ... \n", "\n", - " CompetenceLevel CurrentJobSatis JobStatus \\\n", - "0 Average Slightly satisfied Not seeking \n", - "1 A little below average Slightly satisfied Not seeking \n", - "2 A little above average Slightly dissatisfied Not seeking \n", - "3 A little above average Slightly satisfied Not seeking \n", - "4 Average Neither satisfied nor dissatisfied Not seeking \n", + " CurrentJobSatis JobStatus \\\n", + "0 Slightly satisfied Not seeking \n", + "1 Slightly satisfied Not seeking \n", + "2 Slightly dissatisfied Not seeking \n", + "3 Slightly satisfied Not seeking \n", + "4 Neither satisfied nor dissatisfied Not seeking \n", "\n", " LanguageDesireNextYear \\\n", "0 Elixir;HTML/CSS \n", @@ -6638,22 +6793,38 @@ "3 Java;R;SQL Non developer \n", "4 HTML/CSS;JavaScript Developer \n", "\n", - " UndergradMajor YearsCodePro \\\n", - "0 Web Design/Dev 1.0 \n", - "1 Computer Science 1.0 \n", - "2 Computer Science 9.0 \n", - "3 Math/Stat 3.0 \n", - "4 Engineering 4.0 \n", + " UndergradMajor YearsCodePro \\\n", + "0 Web Design/Dev 1.0 \n", + "1 Computer Science 1.0 \n", + "2 Computer Science 9.0 \n", + "3 Math/Stat 3.0 \n", + "4 Engineering 4.0 \n", + "\n", + " DevType \\\n", + "0 Designer;Developer, back-end;Developer, front-... \n", + "1 Developer, full-stack \n", + "2 Academic researcher;Developer, desktop or ente... \n", + "3 Data or business analyst;Data scientist or mac... \n", + "4 Designer;Developer, front-end \n", + "\n", + " PlatformWorkedWith \\\n", + "0 NaN \n", + "1 Linux;Windows \n", + "2 Android;Linux;MacOS;Slack;Windows \n", + "3 Android;Google Cloud Platform;Linux;Windows \n", + "4 MacOS;Windows \n", + "\n", + " PlatformDesireNextYear \n", + "0 NaN \n", + "1 Linux;Windows \n", + "2 Android;Docker;Kubernetes;Linux;Slack \n", + "3 Android;Google Cloud Platform;Linux;Windows \n", + "4 MacOS;Windows \n", "\n", - " DevType \n", - "0 Designer;Developer, back-end;Developer, front-... \n", - "1 Developer, full-stack \n", - "2 Academic researcher;Developer, desktop or ente... \n", - "3 Data or business analyst;Data scientist or mac... \n", - "4 Designer;Developer, front-end " + "[5 rows x 21 columns]" ] }, - "execution_count": 704, + "execution_count": 540, "metadata": {}, "output_type": "execute_result" } @@ -6672,16 +6843,16 @@ }, { "cell_type": "code", - "execution_count": 393, + "execution_count": 543, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Total : 1414683\n", - "Total missing : 0\n", - "Missing Percentage: 0.0 %\n" + "Total : 1563597\n", + "Total missing : 14762\n", + "Missing Percentage: 0.9441051626474085 %\n" ] } ], @@ -6699,26 +6870,24 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Stackoverflow Survey Analysis 2020" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 548, "metadata": {}, "outputs": [], "source": [ - "df_2020 = pd.read_csv(r\"Data/survey_results_public_2020.csv\")\n", + "df_2020 = pd.read_csv(r\"C:\\Users\\SHRISTI\\OneDrive\\Desktop\\GitHub\\survey_results_public_2020.csv\")\n", "#df2020.head(10)" ] }, { "cell_type": "code", - "execution_count": 402, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -6733,7 +6902,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 554, "metadata": {}, "outputs": [], "source": [ @@ -6748,7 +6917,7 @@ }, { "cell_type": "code", - "execution_count": 404, + "execution_count": 556, "metadata": {}, "outputs": [], "source": [ @@ -6765,7 +6934,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 558, "metadata": {}, "outputs": [ { @@ -6774,18 +6943,18 @@ "text": [ "Age 19015\n", "Gender 13904\n", - "ConvertedComp 29705\n", + "SalaryUSD 29705\n", "Country 389\n", "DevType 15091\n", "Hobbyist 45\n", "EdLevel 7030\n", "Employment 607\n", "Ethnicity 18513\n", - "JobSat 19267\n", - "JobSeek 12734\n", + "CurrentJobSatis 19267\n", + "JobStatus 12734\n", "LanguageDesireNextYear 10348\n", "LanguageWorkedWith 7083\n", - "MainBranch 299\n", + "Profession 299\n", "UndergradMajor 13466\n", "YearsCodePro 18112\n", "PlatformWorkedWith 10618\n", @@ -6800,25 +6969,23 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Data Validation - Total Cells vs Missing %" ] }, { "cell_type": "code", - "execution_count": 406, + "execution_count": 561, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Total cell: 1031376\n", - "Total missing values: 371516\n", - "Missing: 36.02139278013062 %\n" + "Total cell: 1160298\n", + "Total missing values: 0\n", + "Missing: 0.0 %\n" ] } ], @@ -6836,16 +7003,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Gender" ] }, { "cell_type": "code", - "execution_count": 407, + "execution_count": 564, "metadata": {}, "outputs": [ { @@ -6854,7 +7019,7 @@ "13904" ] }, - "execution_count": 407, + "execution_count": 564, "metadata": {}, "output_type": "execute_result" } @@ -6865,7 +7030,7 @@ }, { "cell_type": "code", - "execution_count": 408, + "execution_count": 566, "metadata": {}, "outputs": [ { @@ -6882,7 +7047,7 @@ "Name: Gender, dtype: int64" ] }, - "execution_count": 408, + "execution_count": 566, "metadata": {}, "output_type": "execute_result" } @@ -6894,7 +7059,7 @@ }, { "cell_type": "code", - "execution_count": 409, + "execution_count": 568, "metadata": {}, "outputs": [], "source": [ @@ -6911,20 +7076,20 @@ }, { "cell_type": "code", - "execution_count": 410, + "execution_count": 570, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Gender\n", - "Man 46134\n", - "Non-binary 14391\n", - "Woman 3936\n", + "Female 2995\n", + "Male 40737\n", + "Non-conforming 11034\n", "Name: Gender, dtype: int64" ] }, - "execution_count": 410, + "execution_count": 570, "metadata": {}, "output_type": "execute_result" } @@ -6936,14 +7101,14 @@ }, { "cell_type": "code", - "execution_count": 411, + "execution_count": 572, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "df shape after clean Gender: (64461, 16)\n" + "df shape after clean Gender: (64461, 18)\n" ] } ], @@ -6954,16 +7119,14 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Age" ] }, { "cell_type": "code", - "execution_count": 412, + "execution_count": 575, "metadata": {}, "outputs": [ { @@ -6972,7 +7135,7 @@ "19015" ] }, - "execution_count": 412, + "execution_count": 575, "metadata": {}, "output_type": "execute_result" } @@ -6983,14 +7146,14 @@ }, { "cell_type": "code", - "execution_count": 413, + "execution_count": 577, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" + "
" ] }, "metadata": {}, @@ -7006,7 +7169,7 @@ }, { "cell_type": "code", - "execution_count": 414, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -7016,14 +7179,14 @@ }, { "cell_type": "code", - "execution_count": 415, + "execution_count": 606, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "
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" ] }, "metadata": {}, @@ -7039,7 +7202,7 @@ }, { "cell_type": "code", - "execution_count": 416, + "execution_count": 608, "metadata": {}, "outputs": [], "source": [ @@ -7054,14 +7217,14 @@ }, { "cell_type": "code", - "execution_count": 417, + "execution_count": 610, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "df shape after clean Age: (44709, 16)\n" + "df shape after clean Age: (60783, 18)\n" ] } ], @@ -7072,25 +7235,23 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## EdLevel" ] }, { "cell_type": "code", - "execution_count": 418, + "execution_count": 613, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "933" + "6013" ] }, - "execution_count": 418, + "execution_count": 613, "metadata": {}, "output_type": "execute_result" } @@ -7101,26 +7262,26 @@ }, { "cell_type": "code", - "execution_count": 419, + "execution_count": 615, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "EdLevel\n", - "Bachelor’s degree (B.A., B.S., B.Eng., etc.) 20290\n", - "Master’s degree (M.A., M.S., M.Eng., MBA, etc.) 10000\n", - "Some college/university study without earning a degree 5699\n", - "Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) 3676\n", - "Associate degree (A.A., A.S., etc.) 1455\n", - "Other doctoral degree (Ph.D., Ed.D., etc.) 1256\n", - "Primary/elementary school 590\n", - "Professional degree (JD, MD, etc.) 578\n", - "I never completed any formal education 232\n", + "Bachelor’s degree (B.A., B.S., B.Eng., etc.) 25442\n", + "Master’s degree (M.A., M.S., M.Eng., MBA, etc.) 12539\n", + "Some college/university study without earning a degree 6924\n", + "Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) 4546\n", + "Associate degree (A.A., A.S., etc.) 1755\n", + "Other doctoral degree (Ph.D., Ed.D., etc.) 1571\n", + "Primary/elementary school 811\n", + "Professional degree (JD, MD, etc.) 755\n", + "I never completed any formal education 427\n", "Name: count, dtype: int64" ] }, - "execution_count": 419, + "execution_count": 615, "metadata": {}, "output_type": "execute_result" } @@ -7131,7 +7292,7 @@ }, { "cell_type": "code", - "execution_count": 420, + "execution_count": 617, "metadata": {}, "outputs": [], "source": [ @@ -7160,23 +7321,23 @@ }, { "cell_type": "code", - "execution_count": 421, + "execution_count": 619, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "EdLevel\n", - "Bachelors 21223\n", - "No Degree 10197\n", - "Masters 10000\n", - "Associate 1455\n", - "Doctorate 1256\n", - "Professional 578\n", + "Bachelors 31455\n", + "No Degree 12708\n", + "Masters 12539\n", + "Associate 1755\n", + "Doctorate 1571\n", + "Professional 755\n", "Name: count, dtype: int64" ] }, - "execution_count": 421, + "execution_count": 619, "metadata": {}, "output_type": "execute_result" } @@ -7187,25 +7348,23 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## JobSat (CurrentJobSatis)" ] }, { "cell_type": "code", - "execution_count": 422, + "execution_count": 622, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "8690" + "17293" ] }, - "execution_count": 422, + "execution_count": 622, "metadata": {}, "output_type": "execute_result" } @@ -7216,22 +7375,22 @@ }, { "cell_type": "code", - "execution_count": 423, + "execution_count": 624, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CurrentJobSatis\n", - "Very satisfied 11751\n", - "Slightly satisfied 11198\n", - "Slightly dissatisfied 5790\n", - "Neither satisfied nor dissatisfied 4373\n", - "Very dissatisfied 2907\n", + "Very satisfied 14012\n", + "Slightly satisfied 13439\n", + "Slightly dissatisfied 6890\n", + "Neither satisfied nor dissatisfied 5553\n", + "Very dissatisfied 3596\n", "Name: count, dtype: int64" ] }, - "execution_count": 423, + "execution_count": 624, "metadata": {}, "output_type": "execute_result" } @@ -7242,7 +7401,7 @@ }, { "cell_type": "code", - "execution_count": 424, + "execution_count": 626, "metadata": {}, "outputs": [], "source": [ @@ -7251,22 +7410,22 @@ }, { "cell_type": "code", - "execution_count": 425, + "execution_count": 628, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CurrentJobSatis\n", - "Very satisfied 14628\n", - "Slightly satisfied 13834\n", - "Slightly dissatisfied 7192\n", - "Neither satisfied nor dissatisfied 5446\n", - "Very dissatisfied 3609\n", + "Very satisfied 19246\n", + "Slightly satisfied 18696\n", + "Slightly dissatisfied 9632\n", + "Neither satisfied nor dissatisfied 8175\n", + "Very dissatisfied 5034\n", "Name: count, dtype: int64" ] }, - "execution_count": 425, + "execution_count": 628, "metadata": {}, "output_type": "execute_result" } @@ -7277,25 +7436,23 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## JobSeek (JobStatus)" ] }, { "cell_type": "code", - "execution_count": 426, + "execution_count": 631, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "2153" + "10814" ] }, - "execution_count": 426, + "execution_count": 631, "metadata": {}, "output_type": "execute_result" } @@ -7306,20 +7463,20 @@ }, { "cell_type": "code", - "execution_count": 427, + "execution_count": 633, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "JobStatus\n", - "I am actively looking for a job 6980\n", - "I am not interested in new job opportunities 10919\n", - "I’m not actively looking, but I am open to new opportunities 24657\n", + "I am actively looking for a job 8626\n", + "I am not interested in new job opportunities 12533\n", + "I’m not actively looking, but I am open to new opportunities 28810\n", "Name: JobStatus, dtype: int64" ] }, - "execution_count": 427, + "execution_count": 633, "metadata": {}, "output_type": "execute_result" } @@ -7330,7 +7487,7 @@ }, { "cell_type": "code", - "execution_count": 428, + "execution_count": 635, "metadata": {}, "outputs": [], "source": [ @@ -7339,7 +7496,7 @@ }, { "cell_type": "code", - "execution_count": 429, + "execution_count": 637, "metadata": {}, "outputs": [], "source": [ @@ -7361,19 +7518,19 @@ }, { "cell_type": "code", - "execution_count": 430, + "execution_count": 639, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "JobSeek\n", - "Not seeking 37369\n", - "Seeking 7340\n", + "Not seeking 50035\n", + "Seeking 10748\n", "Name: JobSeek, dtype: int64" ] }, - "execution_count": 430, + "execution_count": 639, "metadata": {}, "output_type": "execute_result" } @@ -7384,7 +7541,7 @@ }, { "cell_type": "code", - "execution_count": 431, + "execution_count": 641, "metadata": {}, "outputs": [ { @@ -7393,7 +7550,7 @@ "0" ] }, - "execution_count": 431, + "execution_count": 641, "metadata": {}, "output_type": "execute_result" } @@ -7404,25 +7561,23 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## DevType" ] }, { "cell_type": "code", - "execution_count": 432, + "execution_count": 644, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "5954" + "13351" ] }, - "execution_count": 432, + "execution_count": 644, "metadata": {}, "output_type": "execute_result" } @@ -7433,27 +7588,27 @@ }, { "cell_type": "code", - "execution_count": 433, + "execution_count": 646, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DevType\n", - "Developer, full-stack 3399\n", - "Developer, back-end 2374\n", - "Developer, back-end;Developer, front-end;Developer, full-stack 1838\n", - "Developer, back-end;Developer, full-stack 1216\n", - "Developer, front-end 1071\n", - "Developer, mobile 953\n", - "Developer, back-end;Developer, desktop or enterprise applications;Developer, front-end;Developer, full-stack 668\n", - "Developer, front-end;Developer, full-stack 667\n", - "Developer, back-end;Developer, desktop or enterprise applications 528\n", - "Developer, back-end;Developer, front-end;Developer, full-stack;Developer, mobile 475\n", + "Developer, full-stack 4242\n", + "Developer, back-end 2968\n", + "Developer, back-end;Developer, front-end;Developer, full-stack 2158\n", + "Developer, back-end;Developer, full-stack 1433\n", + "Developer, front-end 1356\n", + "Developer, mobile 1208\n", + "Developer, front-end;Developer, full-stack 805\n", + "Developer, back-end;Developer, desktop or enterprise applications;Developer, front-end;Developer, full-stack 793\n", + "Developer, back-end;Developer, desktop or enterprise applications 627\n", + "Developer, back-end;Developer, front-end;Developer, full-stack;Developer, mobile 581\n", "Name: count, dtype: int64" ] }, - "execution_count": 433, + "execution_count": 646, "metadata": {}, "output_type": "execute_result" } @@ -7464,7 +7619,7 @@ }, { "cell_type": "code", - "execution_count": 434, + "execution_count": 648, "metadata": {}, "outputs": [], "source": [ @@ -7473,27 +7628,27 @@ }, { "cell_type": "code", - "execution_count": 435, + "execution_count": 650, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DevType\n", - "Developer, full-stack 3940\n", - "Developer, back-end 2721\n", - "Developer, back-end;Developer, front-end;Developer, full-stack 2146\n", - "Developer, back-end;Developer, full-stack 1411\n", - "Developer, front-end 1229\n", - "Developer, mobile 1074\n", - "Developer, back-end;Developer, desktop or enterprise applications;Developer, front-end;Developer, full-stack 779\n", - "Developer, front-end;Developer, full-stack 758\n", - "Developer, back-end;Developer, desktop or enterprise applications 617\n", - "Developer, back-end;Developer, front-end;Developer, full-stack;Developer, mobile 532\n", + "Developer, full-stack 5437\n", + "Developer, back-end 3868\n", + "Developer, back-end;Developer, front-end;Developer, full-stack 2784\n", + "Developer, back-end;Developer, full-stack 1784\n", + "Developer, front-end 1761\n", + "Developer, mobile 1543\n", + "Developer, back-end;Developer, desktop or enterprise applications;Developer, front-end;Developer, full-stack 1025\n", + "Developer, front-end;Developer, full-stack 1006\n", + "Developer, back-end;Developer, desktop or enterprise applications 807\n", + "Developer, back-end;Developer, front-end;Developer, full-stack;Developer, mobile 742\n", "Name: count, dtype: int64" ] }, - "execution_count": 435, + "execution_count": 650, "metadata": {}, "output_type": "execute_result" } @@ -7504,16 +7659,16 @@ }, { "cell_type": "code", - "execution_count": 436, + "execution_count": 652, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(64461, 26)" + "(78800, 19)" ] }, - "execution_count": 436, + "execution_count": 652, "metadata": {}, "output_type": "execute_result" } @@ -7524,7 +7679,7 @@ }, { "cell_type": "code", - "execution_count": 437, + "execution_count": 654, "metadata": {}, "outputs": [ { @@ -7533,7 +7688,7 @@ "0" ] }, - "execution_count": 437, + "execution_count": 654, "metadata": {}, "output_type": "execute_result" } @@ -7545,7 +7700,7 @@ }, { "cell_type": "code", - "execution_count": 438, + "execution_count": 656, "metadata": {}, "outputs": [ { @@ -7585,6 +7740,8 @@ " Profession\n", " UndergradMajor\n", " YearsCodePro\n", + " PlatformWorkedWith\n", + " PlatformDesireNextYear\n", " JobSeek\n", " \n", " \n", @@ -7595,11 +7752,11 @@ ], "text/plain": [ "Empty DataFrame\n", - "Columns: [Age, Gender, SalaryUSD, Country, DevType, Hobbyist, EdLevel, Employment, Ethnicity, CurrentJobSatis, JobStatus, LanguageDesireNextYear, LanguageWorkedWith, Profession, UndergradMajor, YearsCodePro, JobSeek]\n", + "Columns: [Age, Gender, SalaryUSD, Country, DevType, Hobbyist, EdLevel, Employment, Ethnicity, CurrentJobSatis, JobStatus, LanguageDesireNextYear, LanguageWorkedWith, Profession, UndergradMajor, YearsCodePro, PlatformWorkedWith, PlatformDesireNextYear, JobSeek]\n", "Index: []" ] }, - "execution_count": 438, + "execution_count": 656, "metadata": {}, "output_type": "execute_result" } @@ -7610,25 +7767,23 @@ }, { "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Ethnicity" ] }, { "cell_type": "code", - "execution_count": 439, + "execution_count": 659, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "4051" + "16169" ] }, - "execution_count": 439, + "execution_count": 659, "metadata": {}, "output_type": "execute_result" } @@ -7640,27 +7795,27 @@ }, { "cell_type": "code", - "execution_count": 440, + "execution_count": 661, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Ethnicity\n", - "White or of European descent 26552\n", - "South Asian 3707\n", - "Hispanic or Latino/a/x 2078\n", - "Middle Eastern 1417\n", - "Southeast Asian 1371\n", - "East Asian 1342\n", - "Black or of African descent 1327\n", - "Hispanic or Latino/a/x;White or of European descent 720\n", - "Middle Eastern;White or of European descent 344\n", - "Multiracial 245\n", + "White or of European descent 28467\n", + "South Asian 4332\n", + "Hispanic or Latino/a/x 2220\n", + "Black or of African descent 1632\n", + "Southeast Asian 1627\n", + "East Asian 1618\n", + "Middle Eastern 1583\n", + "Hispanic or Latino/a/x;White or of European descent 753\n", + "Middle Eastern;White or of European descent 368\n", + "Multiracial 284\n", "Name: count, dtype: int64" ] }, - "execution_count": 440, + "execution_count": 661, "metadata": {}, "output_type": "execute_result" } @@ -7673,21 +7828,21 @@ }, { "cell_type": "code", - "execution_count": 441, + "execution_count": 665, "metadata": {}, "outputs": [], "source": [ "\n", "#combine Ethnicity by str.match(if each string starts with a match of a regular expression pattern)\n", - "df2020.loc[df['Ethnicity'].str.match('Biracial') == True, 'Ethnicity'] = 'Biracial'\n", - "df2020.loc[df['Ethnicity'].str.match('Black or of African descent') == True, 'Ethnicity'] = 'Black or of African descent'\n", - "df2020.loc[df['Ethnicity'].str.match('East Asian') == True, 'Ethnicity'] = 'East Asian'\n", - "df2020.loc[df['Ethnicity'].str.match('Hispanic or Latino') == True, 'Ethnicity'] = 'Hispanic or Latino'\n", - "df2020.loc[df['Ethnicity'].str.match('Indigenous') == True, 'Ethnicity'] = 'Indigenous'\n", - "df2020.loc[df['Ethnicity'].str.match('Middle Eastern') == True, 'Ethnicity'] = 'Middle Eastern'\n", - "df2020.loc[df['Ethnicity'].str.match('South Asian') == True, 'Ethnicity'] = 'South Asian'\n", - "df2020.loc[df['Ethnicity'].str.match('White or of European descent') == True, 'Ethnicity'] = 'White or of European descent'\n", - "df2020.loc[df['Ethnicity'].str.match('Multiracial') == True, 'Ethnicity'] = 'Multiracial'" + "df2020.loc[df2020['Ethnicity'].str.match('Biracial') == True, 'Ethnicity'] = 'Biracial'\n", + "df2020.loc[df2020['Ethnicity'].str.match('Black or of African descent') == True, 'Ethnicity'] = 'Black or of African descent'\n", + "df2020.loc[df2020['Ethnicity'].str.match('East Asian') == True, 'Ethnicity'] = 'East Asian'\n", + "df2020.loc[df2020['Ethnicity'].str.match('Hispanic or Latino') == True, 'Ethnicity'] = 'Hispanic or Latino'\n", + "df2020.loc[df2020['Ethnicity'].str.match('Indigenous') == True, 'Ethnicity'] = 'Indigenous'\n", + "df2020.loc[df2020['Ethnicity'].str.match('Middle Eastern') == True, 'Ethnicity'] = 'Middle Eastern'\n", + "df2020.loc[df2020['Ethnicity'].str.match('South Asian') == True, 'Ethnicity'] = 'South Asian'\n", + "df2020.loc[df2020['Ethnicity'].str.match('White or of European descent') == True, 'Ethnicity'] = 'White or of European descent'\n", + "df2020.loc[df2020['Ethnicity'].str.match('Multiracial') == True, 'Ethnicity'] = 'Multiracial'" ] }, { @@ -21987,7 +22142,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.3" + "version": "3.12.4" } }, "nbformat": 4,