{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Manipulating Data for the Road Map Project\n", "Author: Nicholas Hunt-Walker
\n", "Date: 3/16/2015 (Updated: 3/27/2015)\n", "\n", "This is a Notebook detailing how you could have interactions with the database and the analysis of your data all taking place in one space, instead of scattering scripts and programs and files hither and thither. There's a couple of sections here, so I'm providing some symbolic links for you to use to jump through the notebook as you please. Feel free to contact me with any questions at nhuntwalker@gmail.com\n", "\n", "The data is sourced from the State of Washington Office of Superintendent of Public Instruction \n", "\n", "" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import MySQLdb\n", "import time\n", "import os\n", "from mpl_toolkits.basemap import Basemap\n", "from matplotlib.collections import LineCollection\n", "from matplotlib import cm\n", "import shapefile\n", "import inspect\n", "from itertools import islice, izip" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "db_inputs = {\"host\":\"localhost\", \"user\":\"root\", \"password\":\"root\"}\n", "db = MySQLdb.connect(host=db_inputs[\"host\"], user=db_inputs[\"user\"], passwd=db_inputs[\"password\"], port=8889)\n", "cursor = db.cursor()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Database Functions" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def create_database(dbname):\n", " sql1 = \"SHOW DATABASES;\"\n", " cursor.execute(sql1)\n", " current_databases = np.concatenate(cursor.fetchall())\n", " if dbname not in current_databases:\n", " sql2 = \"CREATE DATABASE %s;\" % dbname\n", " cursor.execute(sql2)\n", " print \"Database %s created at %s\" % (dbname, time.strftime(\"%D %H:%M:%S\"))\n", " \n", " else:\n", " print \"Database '%s' already exists.\" % dbname" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def delete_database(dbname):\n", " sql1 = \"SHOW DATABASES;\"\n", " cursor.execute(sql1)\n", " current_databases = np.concatenate(cursor.fetchall())\n", " if dbname in current_databases:\n", " sql2 = \"DROP DATABASE %s;\" % dbname\n", " cursor.execute(sql2)\n", " print \"Database '%s' deleted at %s\" % (dbname, time.strftime(\"%D %H:%M:%S\"))\n", " \n", " else:\n", " print \"'%s' does not exist.\" % dbname" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def create_table(tbname, dbname, column_names, dtypes, quiet=False):\n", " sql1 = \"SHOW TABLES IN %s;\" % dbname\n", " cursor.execute(sql1)\n", " current_tables = cursor.fetchall()\n", " \n", " if (len(current_tables) == 0) or ((len(current_tables) > 0) & (tbname not in np.concatenate(current_tables))): \n", " sql2 = \"CREATE TABLE %s.%s (\" % (dbname, tbname)\n", " sql2 += \"%s %s\" % (column_names[0], dtypes[0])\n", " for ii in range(1, len(column_names)):\n", " sql2 += \", %s %s\" % (column_names[ii], dtypes[ii])\n", " \n", " sql2 += \");\"\n", "\n", " cursor.execute(sql2)\n", " if quiet==False:\n", " print \"Table %s created in database %s at %s\" % (tbname, dbname, time.strftime(\"%D %H:%M:%S\"))\n", " \n", " else:\n", " if quiet==False:\n", " print \"Table %s in database %s already exists.\" % (tbname, dbname)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def delete_table(tbname, dbname):\n", " sql1 = \"SHOW TABLES IN %s;\" % dbname\n", " cursor.execute(sql1)\n", " current_tables = np.concatenate(cursor.fetchall())\n", " if tbname in current_tables:\n", " sql2 = \"DROP TABLE %s.%s;\" % (dbname, tbname)\n", " cursor.execute(sql2)\n", " print \"Table '%s' in database '%s' deleted at %s\" % (tbname, dbname, time.strftime(\"%D %H:%M:%S\"))\n", " \n", " else:\n", " print \"'%s' does not exist in database %s.\" % (tbname, dbname)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def load_data_to_new_table(filename, dbname, tbname=None, print_sql=False):\n", " if not tbname:\n", " tbname = filename.split(\".\")[0].replace(\"-\",\"_\").lower()\n", " \n", " the_data = pd.read_csv(filename)\n", " nohead_fname = filename.split(\".\")[0]+\"_no_head.csv\"\n", " the_data.to_csv(nohead_fname, header=False, index=False, sep=\"\\t\")\n", " column_names = list(the_data.columns)\n", " dtypes = []\n", " \n", " for ii in range(len(column_names)):\n", " if the_data[column_names[ii]].dtype == \"O\":\n", " dtypes.append(\"VARCHAR(100)\")\n", " elif the_data[column_names[ii]].dtype == \"int64\":\n", " dtypes.append(\"INT\")\n", " column_names[ii] = column_names[ii].lower().replace(\" \",\"_\")\n", " \n", " # Create the table\n", " create_table(tbname, dbname, column_names, dtypes)\n", " \n", " # Load the data\n", " sql = \"LOAD DATA LOCAL INFILE '%s/%s' INTO TABLE %s.%s FIELDS TERMINATED BY '\\\\t' (%s\" % (os.getcwd(), nohead_fname, dbname, tbname, column_names[0])\n", " for ii in range(1, len(column_names)):\n", " sql += \", %s\" % column_names[ii]\n", " \n", " sql += \");\"\n", " \n", " if print_sql == False:\n", " cursor.execute(sql)\n", " \n", " else:\n", " sql_file = open(\"load_data.sql\", \"w\")\n", " sql_file.write(sql)\n", " sql_file.close()\n", " os.system(\"mysql -u %s --password=%s < load_data.sql\" % (db_inputs[\"user\"], db_inputs[\"password\"]))\n", " os.system(\"rm load_data.sql\")\n", " \n", " print \"\\nData from %s loaded into %s.%s at %s\" % (filename, dbname, tbname, time.strftime(\"%D %H:%M:%S\"))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def load_state_aggregate_data(filename, dbname, print_sql=False, skiprows=3, quiet=False, sheetname=0):\n", " data_year = filename.split(\".\")[0][-4:]\n", " tbname = \"state_aggregate_\"+data_year\n", " \n", " the_data = pd.read_excel(filename, skiprows=skiprows, sheetname=sheetname)\n", " nohead_fname = tbname+\"_no_head.tsv\"\n", " the_data.to_csv(nohead_fname, header=False, index=False, sep=\"\\t\")\n", " column_names = list(the_data.columns)\n", " dtypes = []\n", " \n", " if \"Year 1\" in column_names:\n", " for ii in range(len(column_names)):\n", " if the_data[column_names[ii]].dtype == \"O\":\n", " dtypes.append(\"VARCHAR(100)\")\n", " elif the_data[column_names[ii]].dtype == \"int64\":\n", " dtypes.append(\"INT\")\n", " elif the_data[column_names[ii]].dtype == \"float64\":\n", " dtypes.append(\"DOUBLE\")\n", " column_names[ii] = column_names[ii].lower().replace(\" \",\"_\").replace(\"-\",\"_\")\n", " if column_names[ii].startswith(\"year\"):\n", " column_names[ii] = column_names[ii]+\"_dropouts\"\n", " if column_names[ii].find(\"actual\") > -1:\n", " column_names[ii] = \"adjusted_4_year_cohort_graduation_rate\"\n", " \n", " else:\n", " for ii in range(len(column_names)):\n", " if the_data[column_names[ii]].dtype == \"O\":\n", " dtypes.append(\"VARCHAR(100)\")\n", " elif the_data[column_names[ii]].dtype == \"int64\":\n", " dtypes.append(\"INT\")\n", " elif the_data[column_names[ii]].dtype == \"float64\":\n", " dtypes.append(\"DOUBLE\")\n", "\n", " if column_names[ii] == \"Category\":\n", " column_names[ii] = \"Student \" + column_names[ii]\n", " if type(column_names[ii]) == int:\n", " column_names[ii] = \"Net Students Served in Grade \"+str(column_names[ii])\n", " if column_names[ii].find(\".1\") > -1:\n", " column_names[ii] = \"Grade \"+ column_names[ii].split(\".\")[0] + \" Dropouts\"\n", " if column_names[ii].find(\".2\") > -1:\n", " column_names[ii] = \"Grade \"+ column_names[ii].split(\".\")[0] + \" Dropout Rate\"\n", " if (column_names[ii] == \"Number\") or (column_names[ii] == \"Count\"):\n", " column_names[ii] = \"Number Continuing\" \n", " if column_names[ii] == \"Rate\":\n", " column_names[ii] = \"Rate Continuing\" \n", " if column_names[ii].startswith(\"Start\"):\n", " column_names[ii] = \"Percent Remaining \" + column_names[ii]\n", " if column_names[ii].endswith(\"(minus continuing)\"):\n", " column_names[ii] = column_names[ii].split(\"(\")[0]\n", " if column_names[ii].find(\"Est\") > -1:\n", " column_names[ii] = column_names[ii].replace(\"Est\",\"Estimated\") + \" Rate\"\n", " if column_names[ii].startswith(\"Annual\"):\n", " column_names[ii] = column_names[ii] + \" Rate\"\n", " column_names[ii] = column_names[ii].lower().replace(\" \",\"_\").replace(\"-\",\"_\").replace(\"*\",\"\") \n", " \n", " # Create the table\n", " create_table(tbname, dbname, column_names, dtypes, quiet=quiet)\n", " \n", " # Load the data\n", " sql = \"LOAD DATA LOCAL INFILE '%s/%s' INTO TABLE %s.%s FIELDS TERMINATED BY '\\\\t' (%s\" % (os.getcwd(), nohead_fname, dbname, tbname, column_names[0])\n", " for ii in range(1, len(column_names)):\n", " sql += \", %s\" % column_names[ii]\n", " \n", " sql += \");\"\n", " \n", " if print_sql == False:\n", " cursor.execute(sql)\n", " \n", " else:\n", " sql_file = open(\"load_data.sql\", \"w\")\n", " sql_file.write(sql)\n", " sql_file.close()\n", " os.system(\"mysql -u %s --password=%s < load_data.sql\" % (db_inputs[\"user\"], db_inputs[\"password\"]))\n", " os.system(\"rm load_data.sql\")\n", " \n", " if quiet==False:\n", " print \"Data from %s loaded into %s.%s at %s\\n\" % (filename, dbname, tbname, time.strftime(\"%D %H:%M:%S\"))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def load_county_aggregate_data(filename, dbname, print_sql=False, skiprows=3, quiet=False, sheetname=0):\n", " data_year = filename.split(\".\")[0][-4:]\n", " tbname = \"county_aggregate_\"+data_year\n", " \n", " the_data = pd.read_excel(filename, skiprows=skiprows, sheetname=sheetname)\n", " for ii in range(len(the_data)):\n", " the_data.County[ii] = the_data.County[ii].strip()\n", " \n", " nohead_fname = tbname+\"_no_head.tsv\"\n", " the_data.to_csv(nohead_fname, header=False, index=False, sep=\"\\t\")\n", " column_names = list(the_data.columns)\n", " dtypes = []\n", " \n", " if \"Year 1\" in column_names:\n", " for ii in range(len(column_names)):\n", " if the_data[column_names[ii]].dtype == \"O\":\n", " dtypes.append(\"VARCHAR(100)\")\n", " elif the_data[column_names[ii]].dtype == \"int64\":\n", " dtypes.append(\"INT\")\n", " elif the_data[column_names[ii]].dtype == \"float64\":\n", " dtypes.append(\"DOUBLE\")\n", " \n", " column_names[ii] = column_names[ii].lower().replace(\" \",\"_\").replace(\"-\",\"_\")\n", " \n", " if column_names[ii].startswith(\"year\"):\n", " column_names[ii] = column_names[ii]+\"_dropouts\"\n", " if column_names[ii].find(\"actual\") > -1:\n", " column_names[ii] = \"adjusted_4_year_cohort_graduation_rate\"\n", " \n", " else:\n", " for ii in range(len(column_names)):\n", " if the_data[column_names[ii]].dtype == \"O\":\n", " dtypes.append(\"VARCHAR(100)\")\n", " elif the_data[column_names[ii]].dtype == \"int64\":\n", " dtypes.append(\"INT\")\n", " elif the_data[column_names[ii]].dtype == \"float64\":\n", " dtypes.append(\"DOUBLE\")\n", "\n", " if type(column_names[ii]) == int:\n", " column_names[ii] = \"Net Students Served in Grade \"+str(column_names[ii])\n", " if column_names[ii].find(\".1\") > -1:\n", " column_names[ii] = \"Grade \"+ column_names[ii].split(\".\")[0] + \" Dropouts\"\n", " if column_names[ii].find(\".2\") > -1:\n", " column_names[ii] = \"Grade \"+ column_names[ii].split(\".\")[0] + \" Dropout Rate\"\n", " if (column_names[ii] == \"Number\") or (column_names[ii] == \"Count\"):\n", " column_names[ii] = \"Number Continuing\" \n", " if column_names[ii] == \"Rate\":\n", " column_names[ii] = \"Rate Continuing\" \n", " if column_names[ii].startswith(\"Start\"):\n", " column_names[ii] = \"Percent Remaining \" + column_names[ii]\n", " if column_names[ii].endswith(\"(minus continuing)\"):\n", " column_names[ii] = column_names[ii].split(\"(\")[0]\n", " if column_names[ii].find(\"Est\") > -1:\n", " column_names[ii] = column_names[ii].replace(\"Est\",\"Estimated\") + \" Rate\"\n", " if column_names[ii].startswith(\"Annual\"):\n", " column_names[ii] = column_names[ii] + \" Rate\"\n", " column_names[ii] = column_names[ii].lower().replace(\" \",\"_\").replace(\"-\",\"_\").replace(\"*\",\"\") \n", "\n", " # Create the table\n", " create_table(tbname, dbname, column_names, dtypes, quiet=quiet)\n", " \n", " # Load the data\n", " sql = \"LOAD DATA LOCAL INFILE '%s/%s' INTO TABLE %s.%s FIELDS TERMINATED BY '\\\\t' (%s\" % (os.getcwd(), nohead_fname, dbname, tbname, column_names[0])\n", " for ii in range(1, len(column_names)):\n", " sql += \", %s\" % column_names[ii]\n", " \n", " sql += \");\"\n", " \n", " if print_sql == False:\n", " cursor.execute(sql)\n", " \n", " else:\n", " sql_file = open(\"load_data.sql\", \"w\")\n", " sql_file.write(sql)\n", " sql_file.close()\n", " os.system(\"mysql -u %s --password=%s < load_data.sql\" % (db_inputs[\"user\"], db_inputs[\"password\"]))\n", " os.system(\"rm load_data.sql\")\n", " \n", " if quiet==False:\n", " print \"Data from %s loaded into %s.%s at %s\\n\" % (filename, dbname, tbname, time.strftime(\"%D %H:%M:%S\"))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def restore_df_columns(df, year, level):\n", " columns = list(df.columns)\n", " col_dict = {}\n", " for ii in range(len(columns)):\n", " col_dict[columns[ii]] = columns[ii].title().replace(\"_\",\" \")# + \" \" + str(year)\n", " \n", " if level == \"state\":\n", " df.index.rename(\"Student Category\", inplace=True)\n", " \n", " return df.rename(columns=col_dict)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def retrieve_aggregate_data(year, level=\"state\"):\n", " if level == \"state\":\n", " df = pd.read_sql_query(\"SELECT * FROM testme.%s_aggregate_%s;\" % (level, str(year)), db, index_col=\"student_category\")\n", " elif level == \"county\":\n", " df = pd.read_sql_query(\"SELECT * FROM testme.%s_aggregate_%s;\" % (level, str(year)), db, index_col=\"county\")\n", " df = new_columns(restore_df_columns(df, year, level))\n", " return df" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def get_stats(df, column, records):\n", " wash_counties = [record[4] for record in records if record[0] == \"53\"]\n", " data_dict = {}\n", " \n", " for county in wash_counties:\n", " data_dict[county] = df[column][county]\n", " \n", " return data_dict" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def get_differential(df1, df2, columns):\n", " diff = df2[columns] - df1[columns]\n", " return diff" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def new_columns(df):\n", " columns = df.columns\n", " if \"Graduates\" in columns:\n", " df[\"Estimated Grad Rate\"] = (df[\"Graduates\"] * 100.)/df[\"Adjusted Cohort\"]\n", " df = df.rename(columns={\"Cohort Dropout Rate\":\"Estimated Cohort Dropout Rate\"})\n", " \n", " else:\n", " df[\"Estimated Grad Rate\"] = (df[\"On Time Grads\"] * 100.)/df[\"Size Of Cohort\"]\n", " df[\"Estimated Cohort Dropout Rate\"] = df[\"Estimated Cohort Dropout Rate\"]*100\n", " if \"Amer.Indian\" in df.index:\n", " df = df.rename(index={\"Amer.Indian\":\"American Indian\"})\n", " if \"Asian Pac Islander\" in df.index:\n", " df = df.rename(index={\"Asian Pac Islander\":\"Asian/Pacific Islander\"})\n", " if \"Asian/Pac Islander\" in df.index:\n", " df = df.rename(index={\"Asian/Pac Islander\":\"Asian/Pacific Islander\", \"Pac Islander\":\"Pacific Islander\"})\n", " \n", " return df" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def plot_aggregate_data(dfs, years, column, population, plot_type=\"bar\",ylims=None,outfile=None):\n", " xaxis = [str(year) for year in years]\n", " years = np.array(years)\n", " \n", " fig = plt.figure(figsize=(11,6))\n", " fig.subplots_adjust(left=0.07, right=0.99, top=0.97)\n", " ax = plt.subplot(111)\n", " if type(population) == str:\n", " data = [df[column][population] for df in dfs]\n", " if plot_type==\"bar\":\n", " ax.bar(years, data, align=\"center\")\n", " elif plot_type==\"scatter\":\n", " ax.scatter(years,data,s=15)\n", " elif plot_type==\"line\":\n", " ax.plot(years,data,marker=\"o\")\n", " \n", " else:\n", " N = len(population) #number of bins\n", " w = 0.9/N #bin width\n", " colors = [\"b\", \"r\", \"g\", \"orange\", \"black\", \"white\", \"purple\", \"gray\"]\n", " \n", " for ii in range(len(population)):\n", " data = [df[column][population[ii]] for df in dfs]\n", " if plot_type==\"bar\":\n", " ax.bar(years+(w/2)*(2*ii - (N-1)), data, align=\"center\", width=w, color=colors[ii])\n", " \n", " if plot_type==\"scatter\":\n", " ax.scatter(years, data, s=15, c=colors[ii])\n", " if plot_type==\"line\":\n", " ax.plot(years, data, marker=\"o\", color=colors[ii])\n", " \n", " ax.minorticks_on()\n", " ax.grid()\n", "\n", " if iter(population):\n", "# ax.legend(population) \n", " legend = ax.legend(population, frameon = 1)\n", " frame = legend.get_frame()\n", " frame.set_color('white')\n", " frame.set_edgecolor('k')\n", " \n", " ax.set_xticks(years)\n", " ax.set_xticklabels(xaxis)\n", " ax.set_xlabel(\"Years\", fontsize=18)\n", " ax.set_ylabel(column, fontsize=18)\n", " if ylims:\n", " ax.set_ylim(ylims)\n", "\n", " if outfile:\n", " plt.savefig(outfile)\n", " \n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def plot_county_data(df, column, year, vmin=0., vmax=100., cmap=plt.cm.hot, bounds=\"w\", king_col=\"g\", outfile=None):\n", " basemap_data_dir = os.path.join(os.path.dirname(inspect.getfile(Basemap)), \"data\")\n", "\n", " if os.path.exists(os.path.join(basemap_data_dir,\"UScounties.shp\")):\n", " shpf = shapefile.Reader(os.path.join(basemap_data_dir,\"UScounties\"))\n", "\n", " shapes = shpf.shapes()\n", " records = shpf.records()\n", " ## \"53\" is washington state\n", " # list(zip_filter_by_state(records, shapes, ['53']))[0]\n", " \n", " def zip_filter_by_state(records, shapes, included_states=None):\n", " # by default, no filtering\n", " # included_states is a list of states fips prefixes\n", " for (record, state) in izip(records, shapes):\n", " if record[0] in included_states:\n", " yield (record, state) \n", " \n", " fig = plt.figure(figsize=(6.4,4))\n", " plt.subplots_adjust(left=0.01,right=0.9,top=0.97,bottom=0.05,wspace=0.15,hspace=0.05)\n", " ax = plt.subplot(111)\n", " #Let's create a basemap of WA\n", " x1 = -124.8\n", " x2 = -116.9\n", " y1 = 45.5\n", " y2 = 49.1\n", "\n", " # setup mercator map projection.\n", " m = Basemap(llcrnrlon=x1,llcrnrlat=y1,urcrnrlon=x2,urcrnrlat=y2,\\\n", " resolution='h',projection='merc',\\\n", " lat_ts=5.)\n", "\n", " m.drawcoastlines()\n", " m.fillcontinents()\n", " m.drawcountries()\n", " m.drawstates()\n", " \n", " df_data = get_stats(df, column, records)\n", " county_names = []\n", " \n", " # show only WA\n", " for record, shape in zip_filter_by_state(records, shapes, ['53']):\n", " lons,lats = zip(*shape.points)\n", " data = np.array(m(lons, lats)).T\n", " county = record[4]\n", " \n", " value = df_data[county]\n", " color = cmap((value-vmin)/(vmax-vmin))[:3]\n", " \n", " if len(shape.parts) == 1:\n", " segs = [data,]\n", " else:\n", " segs = []\n", " for i in range(1,len(shape.parts)):\n", " index = shape.parts[i-1]\n", " index2 = shape.parts[i]\n", " segs.append(data[index:index2])\n", " segs.append(data[index2:])\n", "\n", " lines = LineCollection(segs,antialiaseds=(1,))\n", " lines.set_facecolors(color)\n", " lines.set_edgecolors(bounds)\n", " lines.set_linewidth(0.3)\n", " \n", " if county == \"King\":\n", " lines.set_linewidth(2)\n", " lines.set_edgecolors(king_col)\n", " \n", " ax.add_collection(lines)\n", " \n", " ax1 = fig.add_axes([0.89,0.05,0.03,0.92])\n", " norm = mpl.colors.Normalize(vmin=vmin, vmax=vmax)\n", " cbar = mpl.colorbar.ColorbarBase(ax1, cmap=cmap, norm=norm, orientation=\"vertical\")\n", " cbar.set_label(year + \" \" + column + \" (%)\")\n", " dtick = 5.\n", " cbar.set_ticks(np.arange(vmin, vmax+dtick, dtick))\n", "\n", " if outfile:\n", " plt.savefig(outfile)\n", "\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## State Aggregate Files" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "infiles = [f for f in os.listdir(\"./\") if f.startswith(\"Appendix\") and f.find(\"State\") != -1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creating Data Tables" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Table 'state_aggregate_2007' in database 'testme' deleted at 03/28/15 16:09:45\n", "Table 'state_aggregate_2008' in database 'testme' deleted at 03/28/15 16:09:45\n", "Table 'state_aggregate_2009' in database 'testme' deleted at 03/28/15 16:09:45\n", "Table 'state_aggregate_2010' in database 'testme' deleted at 03/28/15 16:09:45\n", "Table 'state_aggregate_2011' in database 'testme' deleted at 03/28/15 16:09:45\n", "Table 'state_aggregate_2012' in database 'testme' deleted at 03/28/15 16:09:45\n", "Table 'state_aggregate_2013' in database 'testme' deleted at 03/28/15 16:09:45\n", "Table 'state_aggregate_2014' in database 'testme' deleted at 03/28/15 16:09:45\n", "Table state_aggregate_2007 created in database testme at 03/28/15 16:09:49\n", "Data from AppendixAState2007.xls loaded into testme.state_aggregate_2007 at 03/28/15 16:09:49\n", "\n", "Table state_aggregate_2008 created in database testme at 03/28/15 16:09:54\n", "Data from AppendixAState2008.xls loaded into testme.state_aggregate_2008 at 03/28/15 16:09:54\n", "\n", "Table state_aggregate_2009 created in database testme at 03/28/15 16:09:58\n", "Data from AppendixAState2009.xls loaded into testme.state_aggregate_2009 at 03/28/15 16:09:58\n", "\n", "Table state_aggregate_2010 created in database testme at 03/28/15 16:10:03\n", "Data from AppendixAState2010.xls loaded into testme.state_aggregate_2010 at 03/28/15 16:10:03\n", "\n", "Table state_aggregate_2011 created in database testme at 03/28/15 16:10:03\n", "Data from AppendixAState2011.xlsx loaded into testme.state_aggregate_2011 at 03/28/15 16:10:04\n", "\n", "Table state_aggregate_2012 created in database testme at 03/28/15 16:10:04\n", "Data from AppendixAState2012.xlsx loaded into testme.state_aggregate_2012 at 03/28/15 16:10:04\n", "\n", "Table state_aggregate_2013 created in database testme at 03/28/15 16:10:04\n", "Data from AppendixAState2013.xlsx loaded into testme.state_aggregate_2013 at 03/28/15 16:10:04\n", "\n", "Table state_aggregate_2014 created in database testme at 03/28/15 16:10:05\n", "Data from AppendixAState2014.xlsx loaded into testme.state_aggregate_2014 at 03/28/15 16:10:05\n", "\n" ] } ], "source": [ "delete_table(\"state_aggregate_2007\",\"testme\")\n", "delete_table(\"state_aggregate_2008\",\"testme\")\n", "delete_table(\"state_aggregate_2009\",\"testme\")\n", "delete_table(\"state_aggregate_2010\",\"testme\")\n", "delete_table(\"state_aggregate_2011\",\"testme\")\n", "delete_table(\"state_aggregate_2012\",\"testme\")\n", "delete_table(\"state_aggregate_2013\",\"testme\")\n", "delete_table(\"state_aggregate_2014\",\"testme\")\n", "\n", "for f in infiles:\n", " if eval(f.split(\"State\")[-1].split(\".\")[0]) <= 2010:\n", " load_state_aggregate_data(f, \"testme\", print_sql=True, quiet=False, skiprows=4, sheetname=-1)\n", " else:\n", " load_state_aggregate_data(f, \"testme\", print_sql=True, quiet=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## County Aggregate Files" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Table 'county_aggregate_2007' in database 'testme' deleted at 03/28/15 16:10:05\n", "Table 'county_aggregate_2008' in database 'testme' deleted at 03/28/15 16:10:05\n", "Table 'county_aggregate_2009' in database 'testme' deleted at 03/28/15 16:10:05\n", "Table 'county_aggregate_2010' in database 'testme' deleted at 03/28/15 16:10:05\n", "Table 'county_aggregate_2011' in database 'testme' deleted at 03/28/15 16:10:05\n", "Table 'county_aggregate_2012' in database 'testme' deleted at 03/28/15 16:10:05\n", "Table 'county_aggregate_2013' in database 'testme' deleted at 03/28/15 16:10:05\n", "Table 'county_aggregate_2014' in database 'testme' deleted at 03/28/15 16:10:05\n", "Table county_aggregate_2011 created in database testme at 03/28/15 16:10:08\n", "Data from AppendixBCountyAdjusted4Year2011.xlsx loaded into testme.county_aggregate_2011 at 03/28/15 16:10:08\n", "\n", "Table county_aggregate_2012 created in database testme at 03/28/15 16:10:09\n", "Data from AppendixBCountyAdjusted4Year2012.xlsx loaded into testme.county_aggregate_2012 at 03/28/15 16:10:09\n", "\n", "Table county_aggregate_2013 created in database testme at 03/28/15 16:10:11\n", "Data from AppendixBCountyAdjusted4Year2013.xlsx loaded into testme.county_aggregate_2013 at 03/28/15 16:10:11\n", "\n", "Table county_aggregate_2014 created in database testme at 03/28/15 16:10:13\n", "Data from AppendixBCountyAdjusted4Year2014.xlsx loaded into testme.county_aggregate_2014 at 03/28/15 16:10:13\n", "\n", "Table county_aggregate_2007 created in database testme at 03/28/15 16:10:14\n", "Data from AppendixCCounty2007.xls loaded into testme.county_aggregate_2007 at 03/28/15 16:10:14\n", "\n", "Table county_aggregate_2008 created in database testme at 03/28/15 16:10:14\n", "Data from AppendixCCounty2008.xls loaded into testme.county_aggregate_2008 at 03/28/15 16:10:14\n", "\n", "Table county_aggregate_2009 created in database testme at 03/28/15 16:10:15\n", "Data from AppendixCCounty2009.xls loaded into testme.county_aggregate_2009 at 03/28/15 16:10:15\n", "\n", "Table county_aggregate_2010 created in database testme at 03/28/15 16:10:15\n", "Data from AppendixCCounty2010.xls loaded into testme.county_aggregate_2010 at 03/28/15 16:10:15\n", "\n" ] } ], "source": [ "infiles = [f for f in os.listdir(\"./\") if f.startswith(\"Appendix\") and f.find(\"County\") != -1]\n", "\n", "delete_table(\"county_aggregate_2007\",\"testme\")\n", "delete_table(\"county_aggregate_2008\",\"testme\")\n", "delete_table(\"county_aggregate_2009\",\"testme\")\n", "delete_table(\"county_aggregate_2010\",\"testme\")\n", "delete_table(\"county_aggregate_2011\",\"testme\")\n", "delete_table(\"county_aggregate_2012\",\"testme\")\n", "delete_table(\"county_aggregate_2013\",\"testme\")\n", "delete_table(\"county_aggregate_2014\",\"testme\")\n", "\n", "for f in infiles:\n", " if eval(f.split(\".\")[0][-4:]) <= 2010:\n", " load_county_aggregate_data(f, \"testme\", print_sql=True, quiet=False, skiprows=3)\n", " else:\n", " load_county_aggregate_data(f, \"testme\", print_sql=True, quiet=False, skiprows=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Retrieving Info from Tables" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data2007_state = retrieve_aggregate_data(2007, level=\"state\")\n", "data2008_state = retrieve_aggregate_data(2008, level=\"state\")\n", "data2009_state = retrieve_aggregate_data(2009, level=\"state\")\n", "data2010_state = retrieve_aggregate_data(2010, level=\"state\")\n", "data2011_state = retrieve_aggregate_data(2011, level=\"state\")\n", "data2012_state = retrieve_aggregate_data(2012, level=\"state\")\n", "data2013_state = retrieve_aggregate_data(2013, level=\"state\")\n", "data2014_state = retrieve_aggregate_data(2014, level=\"state\")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data2007_county = retrieve_aggregate_data(2007, level=\"county\")\n", "data2008_county = retrieve_aggregate_data(2008, level=\"county\")\n", "data2009_county = retrieve_aggregate_data(2009, level=\"county\")\n", "data2010_county = retrieve_aggregate_data(2010, level=\"county\")\n", "data2011_county = retrieve_aggregate_data(2011, level=\"county\")\n", "data2012_county = retrieve_aggregate_data(2012, level=\"county\")\n", "data2013_county = retrieve_aggregate_data(2013, level=\"county\")\n", "data2014_county = retrieve_aggregate_data(2014, level=\"county\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize the Data" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAw0AAAGlCAYAAAC4MRpKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XucXfO9//HXJ+7RSUzIlVxdToUSlYOUJBNSpQcHrUtp\n", 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"plot_aggregate_data((data2007_state, data2008_state, data2009_state, data2010_state, data2011_state, data2012_state, data2013_state, data2014_state), years=(2007,2008,2009,2010,2011,2012,2013,2014), column=\"Estimated Grad Rate\", population=(\"All Students\", \"Black\",\"White\",\"Hispanic\",\"American Indian\"), plot_type=\"bar\", ylims=(40,100), outfile=\"grad_rate_2007_2014.pdf\")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/Nick/anaconda/lib/python2.7/site-packages/matplotlib/backends/backend_pdf.py:2264: FutureWarning: comparison to `None` will result in an elementwise object comparison in the future.\n", " different = bool(ours != theirs)\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAc0AAAEhCAYAAAAdw/vkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd4FFUXh39ntmfTQyCEAAk19N6kV+lNuoo06YoiRQQB\n", 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"diff_2007_2014 = get_differential(data2007_county, data2014_county, columns)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAc8AAAEhCAYAAAAZNivZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd8FFXXx39ntm96IyEJhE7oHVGQDoIUAQHBgoAIAj4W\n", "BBThAeyKqK+IoiAiqCiBB1BUqqAgTVoILSFAAqSH9O3tvH/sJiYhJNmQZROYL5/5sDtz59wzs5s9\n", "c+89hZgZIiIiIiIiIpVHcLcCIiIiIiIitQ3ReIqIiIiIiDiJaDxFREREREScRDSeIiIiIiIiTiIa\n", "TxEREREREScRjaeIiIiIiIiTiMZTRERERKTGQUTfEFE6EZ0ptm8xESUR0SnHNshd+onGU0RERESk\n", "JrIGQGnjyAA+ZuYOjm2HG/QCIBpPEREREZEaCDMfAJBTxiG607qUhWg8RURERERqE/8hotNEtJqI\n", "fN2lhGg8RURERERqCysANATQHkAqgI/cpYi0vINEJCa+FREREREpF2Yumkq9HbtRXM4tjmcU6+dr\n", "ANuq2tftUq7xBIDjx4/fCT1cygsvvKA9evToaxaLZXnhPiLqBOA4AKhUqo90Ot3s6u6XiBorFIp/\n", "jEajPwC8++676NmzJ5RKZVEbZsbx48dx4cIF/umnn7Q6nS5Vq9W+zcynVCrVh7NmzXpo5MiR1a2a\n", 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bounds = 'k', king_col=\"r\", outfile=\"differential_dropout_rate.pdf\")\n", "plot_county_data(diff_2007_2014, \"Estimated Grad Rate\", \"2007 - 2014\", vmin=-15., vmax=15., cmap=plt.cm.RdBu, bounds = 'k', king_col=\"r\", outfile=\"differential_grad_rate.pdf\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" } }, "nbformat": 4, "nbformat_minor": 0 }