diff --git a/python_project_2.ipynb b/python_project_2.ipynb index 2e58175..c44a07d 100644 --- a/python_project_2.ipynb +++ b/python_project_2.ipynb @@ -21,7 +21,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_18634/2268714868.py:1: DtypeWarning: Columns (18,20) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "/tmp/ipykernel_6745/2268714868.py:1: DtypeWarning: Columns (18,20) have mixed types. Specify dtype option on import or set low_memory=False.\n", " df = pd.read_csv('~/Downloads/NYPD_Complaint_Data_Historic.csv')\n" ] } @@ -402,7 +402,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "id": "3cbcbd7c", "metadata": {}, "outputs": [ @@ -412,15 +412,15 @@ "" ] }, - "execution_count": 9, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -432,12 +432,35 @@ "source": [ "# A quick visualization of the above\n", "\n", - "df.groupby(['BORO'])['CRIME_CLASS'].value_counts().plot(kind = 'bar')" + "df.groupby(['BORO'])['CRIME_CLASS'].value_counts().plot(kind = 'bar', figsize = (10, 5))" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 15, + "id": "b07d2228", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "6761" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# df.head(25)\n", + "# df['OFNS_DESC'].isna().sum()\n", + "df['PD_DESC'].isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, "id": "1ef4d375", "metadata": {}, "outputs": [], @@ -449,7 +472,75 @@ "\n", "# Again, let's begin by renaming columns.\n", "\n", - "# df.rename(columns = {'PARKS_NM': 'PUBLIC_SPACE', '', inplace = True}" + "df.rename(columns = {'PARKS_NM': 'PUBLIC_SPACE',\n", + " 'PD_DESC': 'DESCRIPTION',\n", + " 'ADDR_PCT_CD': 'PRECINCT',\n", + " 'Lat_Lon': 'LOCATION',\n", + " 'CMPLNT_FR_DT': 'DATE',\n", + " 'CMPLNT_FR_TM': 'TIME'\n", + " }, inplace = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "b838819a", + "metadata": {}, + "outputs": [], + "source": [ + "# PD_DESC and OFNS_DESC are both descriptions of the incident.\n", + "# The former is more granular, according to the data dictionary.\n", + "# Also, it has fewer NaNs." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "e9c16848", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "CENTRAL PARK 1856\n", + "FLUSHING MEADOWS CORONA PARK 1532\n", + "CONEY ISLAND BEACH & BOARDWALK 1161\n", + "WASHINGTON SQUARE PARK 1063\n", + "RIVERSIDE PARK 680\n", + "PROSPECT PARK 616\n", + "UNION SQUARE PARK 599\n", + "MARCUS GARVEY PARK 469\n", + "RANDALL'S ISLAND PARK 454\n", + "SARA D. ROOSEVELT PARK 395\n", + "BRYANT PARK 354\n", + "ST. MARY'S PARK BRONX 354\n", + "CLAREMONT PARK 348\n", + "MACOMBS DAM PARK 341\n", + "CROTONA PARK 319\n", + "Name: PUBLIC_SPACE, dtype: int64" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Let's choose public spaces to compare.\n", + "\n", + "# df.head()\n", + "df['PUBLIC_SPACE'].sort_values(ascending = False).value_counts().head(15)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "91ae572a", + "metadata": {}, + "outputs": [], + "source": [ + "# Each of the top four have more than 1000 incidents.\n", + "# We'll pick Central Park and Coney Island." ] } ],