From 94ea0dc9fe25e27ea81ffcd23c3b758d65b5051e Mon Sep 17 00:00:00 2001 From: Alexander Hess Date: Wed, 10 Jul 2024 01:31:28 +0200 Subject: [PATCH] Fix missing in --- 02_descriptive_visualizations.ipynb | 274 +-- 03_predictive_models.ipynb | 1954 ++++++++--------- ...clean_with_transformations_and_factors.csv | 10 + 3 files changed, 1132 insertions(+), 1106 deletions(-) diff --git a/02_descriptive_visualizations.ipynb b/02_descriptive_visualizations.ipynb index 4b06eb6..ade843d 100644 --- a/02_descriptive_visualizations.ipynb +++ b/02_descriptive_visualizations.ipynb @@ -49,7 +49,7 @@ "metadata": {}, "outputs": [], "source": [ - "pd.set_option(\"display.max_columns\", 120)" + "random_state = np.random.RandomState(42)" ] }, { @@ -57,6 +57,15 @@ "execution_count": 3, "metadata": {}, "outputs": [], + "source": [ + "pd.set_option(\"display.max_columns\", 120)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], "source": [ "sns.set_style(\"white\")" ] @@ -70,7 +79,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -79,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -88,7 +97,7 @@ "(2898, 86)" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -99,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -919,7 +928,7 @@ "5 527105010 1998 2010 189900.0 12.154253 " ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -937,7 +946,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -957,7 +966,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -977,7 +986,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -986,7 +995,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1102,7 +1111,7 @@ "5 527105010 1 " ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -1122,7 +1131,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -1151,7 +1160,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -1180,7 +1189,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -1209,7 +1218,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -1238,7 +1247,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -1267,7 +1276,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1300,7 +1309,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -1332,7 +1341,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -1343,7 +1352,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -1352,7 +1361,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -1361,7 +1370,7 @@ "(2898, 28)" ] }, - "execution_count": 20, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -1372,7 +1381,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -1682,7 +1691,7 @@ "5 527105010 0 0 0 0 " ] }, - "execution_count": 21, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -1702,7 +1711,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -1749,7 +1758,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -1769,7 +1778,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -1787,7 +1796,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -1807,7 +1816,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -1823,7 +1832,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -1834,7 +1843,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -1843,7 +1852,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -1930,7 +1939,7 @@ "5 527105010 1 0 0" ] }, - "execution_count": 29, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -1950,7 +1959,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -1977,7 +1986,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -1987,7 +1996,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -1996,7 +2005,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -2069,7 +2078,7 @@ "5 527105010 1" ] }, - "execution_count": 33, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -2104,7 +2113,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -2121,7 +2130,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 34, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -2137,7 +2146,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -2148,7 +2157,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -2157,7 +2166,7 @@ "86" ] }, - "execution_count": 36, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -2176,7 +2185,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -2203,7 +2212,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -2242,7 +2251,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -2255,7 +2264,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -2268,7 +2277,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -2281,7 +2290,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -2291,7 +2300,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -2307,7 +2316,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -2319,7 +2328,7 @@ "dtype: int64" ] }, - "execution_count": 44, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -2330,7 +2339,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -2417,7 +2426,7 @@ "5 527105010 0 0 0" ] }, - "execution_count": 45, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -2439,7 +2448,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -2459,7 +2468,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -2479,7 +2488,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 49, "metadata": {}, "outputs": [], "source": [ @@ -2501,7 +2510,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 50, "metadata": {}, "outputs": [ { @@ -2521,7 +2530,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -2537,7 +2546,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 50, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -2548,7 +2557,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -2577,7 +2586,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -2592,7 +2601,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -2601,7 +2610,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 55, "metadata": {}, "outputs": [ { @@ -2688,7 +2697,7 @@ "5 527105010 0 0 1" ] }, - "execution_count": 54, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -2708,7 +2717,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 56, "metadata": {}, "outputs": [ { @@ -2728,7 +2737,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ @@ -2746,7 +2755,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -2766,7 +2775,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -2786,7 +2795,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 60, "metadata": {}, "outputs": [ { @@ -2806,7 +2815,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ @@ -2824,7 +2833,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 62, "metadata": {}, "outputs": [ { @@ -2844,7 +2853,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 63, "metadata": {}, "outputs": [], "source": [ @@ -2862,7 +2871,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 64, "metadata": {}, "outputs": [ { @@ -2882,7 +2891,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 65, "metadata": {}, "outputs": [], "source": [ @@ -2900,7 +2909,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 66, "metadata": {}, "outputs": [ { @@ -2924,7 +2933,7 @@ " '2 FAMILY CONVERSION - ALL STYLES AND AGES']" ] }, - "execution_count": 65, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" } @@ -2935,7 +2944,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -2953,7 +2962,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 68, "metadata": {}, "outputs": [ { @@ -2971,7 +2980,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 67, + "execution_count": 68, "metadata": {}, "output_type": "execute_result" } @@ -2982,7 +2991,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 69, "metadata": {}, "outputs": [ { @@ -3002,7 +3011,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ @@ -3020,7 +3029,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 71, "metadata": {}, "outputs": [ { @@ -3040,7 +3049,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 72, "metadata": {}, "outputs": [], "source": [ @@ -3058,7 +3067,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 73, "metadata": {}, "outputs": [ { @@ -3078,7 +3087,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 74, "metadata": {}, "outputs": [], "source": [ @@ -3096,7 +3105,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 75, "metadata": {}, "outputs": [ { @@ -3116,7 +3125,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 76, "metadata": {}, "outputs": [ { @@ -3136,7 +3145,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 77, "metadata": {}, "outputs": [], "source": [ @@ -3155,7 +3164,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 78, "metadata": { "scrolled": true }, @@ -3173,7 +3182,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 77, + "execution_count": 78, "metadata": {}, "output_type": "execute_result" } @@ -3184,7 +3193,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 79, "metadata": {}, "outputs": [ { @@ -3204,7 +3213,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 80, "metadata": {}, "outputs": [ { @@ -3232,7 +3241,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 81, "metadata": {}, "outputs": [], "source": [ @@ -3249,7 +3258,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 82, "metadata": {}, "outputs": [ { @@ -3269,7 +3278,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 83, "metadata": {}, "outputs": [], "source": [ @@ -3278,7 +3287,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 84, "metadata": {}, "outputs": [], "source": [ @@ -3287,7 +3296,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 85, "metadata": {}, "outputs": [], "source": [ @@ -3304,7 +3313,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 86, "metadata": {}, "outputs": [ { @@ -3316,7 +3325,7 @@ "dtype: int64" ] }, - "execution_count": 85, + "execution_count": 86, "metadata": {}, "output_type": "execute_result" } @@ -3327,7 +3336,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 87, "metadata": {}, "outputs": [ { @@ -3414,7 +3423,7 @@ "5 527105010 0 0 0" ] }, - "execution_count": 86, + "execution_count": 87, "metadata": {}, "output_type": "execute_result" } @@ -3434,7 +3443,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 88, "metadata": {}, "outputs": [ { @@ -3446,7 +3455,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 87, + "execution_count": 88, "metadata": {}, "output_type": "execute_result" } @@ -3457,7 +3466,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 89, "metadata": {}, "outputs": [], "source": [ @@ -3475,7 +3484,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 90, "metadata": {}, "outputs": [], "source": [ @@ -3495,7 +3504,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 91, "metadata": {}, "outputs": [ { @@ -3504,7 +3513,7 @@ "46" ] }, - "execution_count": 90, + "execution_count": 91, "metadata": {}, "output_type": "execute_result" } @@ -3525,7 +3534,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 92, "metadata": {}, "outputs": [], "source": [ @@ -3535,7 +3544,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 93, "metadata": {}, "outputs": [ { @@ -3562,7 +3571,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 94, "metadata": {}, "outputs": [], "source": [ @@ -3572,7 +3581,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 95, "metadata": {}, "outputs": [ { @@ -3592,7 +3601,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 96, "metadata": {}, "outputs": [ { @@ -3612,7 +3621,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 97, "metadata": {}, "outputs": [], "source": [ @@ -3623,7 +3632,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 98, "metadata": {}, "outputs": [], "source": [ @@ -3636,7 +3645,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 99, "metadata": {}, "outputs": [ { @@ -3745,7 +3754,7 @@ "5 527105010 0 0 " ] }, - "execution_count": 98, + "execution_count": 99, "metadata": {}, "output_type": "execute_result" } @@ -3773,7 +3782,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 100, "metadata": {}, "outputs": [], "source": [ @@ -3784,7 +3793,7 @@ " content = json.loads(file.read())\n", "strongly_correlated = content[\"strongly_correlated\"]\n", "df_encoded = encode_ordinals(df[list(set(strongly_correlated) & set(df.columns))])\n", - "iso = IsolationForest(n_estimators=100, bootstrap=True, contamination=0.005)\n", + "iso = IsolationForest(n_estimators=100, bootstrap=True, contamination=0.005, random_state=random_state)\n", "outliers = pd.DataFrame(\n", " iso.fit_predict(df_encoded), columns=[\"outlier\"], index=df.index\n", ")\n", @@ -3801,7 +3810,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 101, "metadata": {}, "outputs": [ { @@ -3819,14 +3828,21 @@ "sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"outlier\", s=15, data=df);" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We concur with the notes from the paper and remove only the sales of houses with more than 4000 square feet." + ] + }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 102, "metadata": {}, "outputs": [], "source": [ "# Remove the outliers.\n", - "df = df[df[\"outlier\"] == 0]" + "df = df[df[\"Gr Liv Area\"] <= 4000]" ] }, { @@ -3845,7 +3861,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 103, "metadata": {}, "outputs": [], "source": [ @@ -3866,16 +3882,16 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 104, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(2883, 109)" + "(2893, 109)" ] }, - "execution_count": 103, + "execution_count": 104, "metadata": {}, "output_type": "execute_result" } @@ -3886,7 +3902,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 105, "metadata": {}, "outputs": [ { @@ -4931,7 +4947,7 @@ "5 527105010 189900.0 12.154253 " ] }, - "execution_count": 104, + "execution_count": 105, "metadata": {}, "output_type": "execute_result" } @@ -4942,7 +4958,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 106, "metadata": {}, "outputs": [], "source": [ diff --git a/03_predictive_models.ipynb b/03_predictive_models.ipynb index f11c1cb..060ef40 100644 --- a/03_predictive_models.ipynb +++ b/03_predictive_models.ipynb @@ -2720,7 +2720,7 @@ "output_type": "stream", "text": [ "\n", - "MultiIndex: 2883 entries, (np.int64(2775), np.int64(907175060)) to (np.int64(2660), np.int64(902325050))\n", + "MultiIndex: 2893 entries, (np.int64(976), np.int64(923226270)) to (np.int64(2650), np.int64(902128100))\n", "Columns: 109 entries, 1st Flr SF to SalePrice (box-cox-0)\n", "dtypes: float64(27), int64(82)\n", "memory usage: 2.6 MB\n" @@ -2984,248 +2984,474 @@ " \n", " \n", " \n", - " 2775\n", - " 907175060\n", - " 1494.0\n", - " 7.309212\n", - " 0.0\n", - " 0.0\n", - " 3\n", - " 3\n", - " 4\n", - " 1\n", - " 0\n", - " 4\n", - " 279.0\n", - " 1200.0\n", - " 0.0\n", - " 6\n", - " 1\n", - " 4\n", - " 0.0\n", - " 0\n", - " 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- " 180.0\n", - " 4\n", - " 2\n", - " 4\n", - " 0.0\n", - " 2\n", - " 0\n", - " 0\n", - " 1\n", - " 5\n", - " 270.0\n", - " 1\n", - " 3\n", - " 1\n", - " 3\n", - " 1319.0\n", - " 7.184629\n", - " 0\n", - " 1\n", - " 2\n", - " 2\n", - " 10634.0\n", - " 15.273749\n", - " 3\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 11\n", - " 0.0\n", - " 5\n", - " 4\n", - " 2\n", - " 0.0\n", - " 0\n", - " 0.0\n", - " 5\n", - " 2.0\n", - " 608.0\n", - " 66.0\n", - " 1927.0\n", - " 17.695845\n", - " 3\n", - " 66.0\n", - " 0\n", - " 1\n", - " 1\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 1\n", - " 0\n", - " 1\n", - " 0\n", - " 1\n", - " 0\n", - " 1\n", " 0\n", " 0\n", " 0\n", @@ -3424,129 +3543,10 @@ " 0\n", " 0\n", " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 56\n", - " 56\n", - " 123000.0\n", - " 11.719940\n", - " \n", - " \n", - " 160\n", - " 535401080\n", - " 1287.0\n", - " 7.160069\n", - " 0.0\n", - " 0.0\n", - " 3\n", - " 3\n", - " 1\n", - " 1\n", - " 0\n", - " 3\n", - 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0\n", - " 0\n", - " 1\n", - " 1\n", - " 51\n", - " 4\n", - " 162000.0\n", - " 11.995352\n", + " 13\n", + " 13\n", + " 182000.0\n", + " 12.111762\n", " \n", " \n", "\n", @@ -3555,227 +3555,227 @@ "text/plain": [ " 1st Flr SF 1st Flr SF (box-cox-0) 2nd Flr SF 3Ssn Porch \\\n", "Order PID \n", - "2775 907175060 1494.0 7.309212 0.0 0.0 \n", - "2140 907202220 879.0 6.778785 0.0 0.0 \n", - "1046 527451550 630.0 6.445720 672.0 0.0 \n", - "644 535303150 1319.0 7.184629 0.0 0.0 \n", - "160 535401080 1287.0 7.160069 0.0 0.0 \n", + "976 923226270 630.0 6.445720 0.0 0.0 \n", + "1112 528427070 894.0 6.795706 1039.0 0.0 \n", + "819 906340100 1680.0 7.426549 0.0 0.0 \n", + "1651 527327050 1118.0 7.019297 912.0 0.0 \n", + "1140 531382090 754.0 6.625392 855.0 0.0 \n", "\n", " Bedroom AbvGr Bsmt Cond Bsmt Exposure Bsmt Full Bath \\\n", "Order PID \n", - "2775 907175060 3 3 4 1 \n", - "2140 907202220 3 3 1 0 \n", - "1046 527451550 3 3 1 0 \n", - "644 535303150 3 3 1 1 \n", - "160 535401080 3 3 1 1 \n", + "976 923226270 1 3 3 1 \n", + "1112 528427070 4 3 2 0 \n", + "819 906340100 1 3 4 1 \n", + "1651 527327050 4 3 1 0 \n", + "1140 531382090 3 3 1 0 \n", "\n", " Bsmt Half Bath Bsmt Qual Bsmt Unf SF BsmtFin SF 1 \\\n", "Order PID \n", - "2775 907175060 0 4 279.0 1200.0 \n", - "2140 907202220 0 3 102.0 330.0 \n", - "1046 527451550 0 3 280.0 350.0 \n", - "644 535303150 0 3 0.0 428.0 \n", - "160 535401080 0 3 733.0 72.0 \n", + "976 923226270 0 4 115.0 515.0 \n", + "1112 528427070 0 4 894.0 0.0 \n", + "819 906340100 0 5 534.0 1021.0 \n", + "1651 527327050 0 3 692.0 156.0 \n", + "1140 531382090 0 4 392.0 362.0 \n", "\n", " BsmtFin SF 2 BsmtFin Type 1 BsmtFin Type 2 Electrical \\\n", "Order PID \n", - "2775 907175060 0.0 6 1 4 \n", - "2140 907202220 432.0 4 3 4 \n", - "1046 527451550 0.0 3 1 4 \n", - "644 535303150 180.0 4 2 4 \n", - "160 535401080 258.0 5 3 4 \n", + "976 923226270 0.0 6 1 4 \n", + "1112 528427070 0.0 1 1 4 \n", + "819 906340100 0.0 6 1 4 \n", + "1651 527327050 0.0 2 1 4 \n", + "1140 531382090 0.0 6 1 4 \n", "\n", " Enclosed Porch Fence Fireplace Qu Fireplaces Full Bath \\\n", "Order PID \n", - "2775 907175060 0.0 0 0 0 2 \n", - "2140 907202220 0.0 0 0 0 1 \n", - "1046 527451550 0.0 0 0 0 2 \n", - "644 535303150 0.0 2 0 0 1 \n", - "160 535401080 0.0 0 4 1 1 \n", + "976 923226270 0.0 0 0 0 1 \n", + "1112 528427070 0.0 0 4 1 2 \n", + "819 906340100 0.0 0 4 1 1 \n", + "1651 527327050 0.0 0 3 1 2 \n", + "1140 531382090 0.0 0 0 0 2 \n", "\n", " Functional Garage Area Garage Cars Garage Cond \\\n", "Order PID \n", - "2775 907175060 7 576.0 2 3 \n", - "2140 907202220 7 440.0 2 3 \n", - "1046 527451550 7 264.0 1 3 \n", - "644 535303150 5 270.0 1 3 \n", - "160 535401080 7 576.0 2 3 \n", + "976 923226270 7 286.0 1 3 \n", + "1112 528427070 7 668.0 3 3 \n", + "819 906340100 7 1138.0 3 3 \n", + "1651 527327050 7 551.0 2 3 \n", + "1140 531382090 7 525.0 2 3 \n", "\n", " Garage Finish Garage Qual Gr Liv Area \\\n", "Order PID \n", - "2775 907175060 2 3 1494.0 \n", - "2140 907202220 1 3 879.0 \n", - "1046 527451550 1 3 1302.0 \n", - "644 535303150 1 3 1319.0 \n", - "160 535401080 3 3 1287.0 \n", + "976 923226270 1 3 630.0 \n", + "1112 528427070 3 3 1933.0 \n", + "819 906340100 3 3 1680.0 \n", + "1651 527327050 3 3 2030.0 \n", + "1140 531382090 2 3 1609.0 \n", "\n", " Gr Liv Area (box-cox-0) Half Bath Kitchen AbvGr \\\n", "Order PID \n", - "2775 907175060 7.309212 0 1 \n", - "2140 907202220 6.778785 0 1 \n", - "1046 527451550 7.171657 1 1 \n", - "644 535303150 7.184629 0 1 \n", - "160 535401080 7.160069 0 1 \n", + "976 923226270 6.445720 0 1 \n", + "1112 528427070 7.566828 1 1 \n", + "819 906340100 7.426549 1 1 \n", + "1651 527327050 7.615791 1 1 \n", + "1140 531382090 7.383368 1 1 \n", "\n", " Kitchen Qual Land Slope Lot Area Lot Area (box-cox-0.1) \\\n", "Order PID \n", - "2775 907175060 3 2 9236.0 14.920020 \n", - "2140 907202220 2 2 9675.0 15.036009 \n", - "1046 527451550 2 2 1680.0 11.015074 \n", - "644 535303150 2 2 10634.0 15.273749 \n", - "160 535401080 3 2 9830.0 15.075832 \n", + "976 923226270 3 2 1526.0 10.813995 \n", + "1112 528427070 3 2 14598.0 16.087312 \n", + "819 906340100 4 2 10933.0 15.343929 \n", + "1651 527327050 3 2 12046.0 15.590825 \n", + "1140 531382090 3 2 8453.0 14.700235 \n", "\n", " Lot Shape Low Qual Fin SF Mas Vnr Area Misc Val Mo Sold \\\n", "Order PID \n", - "2775 907175060 2 0.0 0.0 0.0 7 \n", - "2140 907202220 3 0.0 0.0 0.0 9 \n", - "1046 527451550 3 0.0 356.0 0.0 12 \n", - "644 535303150 3 0.0 0.0 0.0 11 \n", - "160 535401080 2 0.0 0.0 0.0 3 \n", + "976 923226270 3 0.0 0.0 0.0 5 \n", + "1112 528427070 2 0.0 74.0 0.0 1 \n", + "819 906340100 3 0.0 242.0 0.0 7 \n", + "1651 527327050 2 0.0 298.0 0.0 6 \n", + "1140 531382090 2 0.0 38.0 0.0 4 \n", "\n", " Open Porch SF Overall Cond Overall Qual Paved Drive \\\n", "Order PID \n", - "2775 907175060 27.0 4 5 2 \n", - "2140 907202220 80.0 5 4 2 \n", - "1046 527451550 0.0 4 4 2 \n", - "644 535303150 0.0 5 4 2 \n", - "160 535401080 17.0 6 4 2 \n", + "976 923226270 0.0 7 3 2 \n", + "1112 528427070 18.0 4 5 2 \n", + "819 906340100 24.0 4 8 2 \n", + "1651 527327050 224.0 5 5 2 \n", + "1140 531382090 70.0 4 5 2 \n", "\n", " Pool Area Pool QC Screen Porch TotRms AbvGrd Total Bath \\\n", "Order PID \n", - "2775 907175060 0.0 0 0.0 6 3.0 \n", - "2140 907202220 0.0 0 0.0 5 1.0 \n", - "1046 527451550 0.0 0 0.0 6 2.5 \n", - "644 535303150 0.0 0 0.0 5 2.0 \n", - "160 535401080 0.0 0 182.0 7 2.0 \n", + "976 923226270 0.0 0 0.0 3 2.0 \n", + "1112 528427070 0.0 0 0.0 9 2.5 \n", + "819 906340100 0.0 0 0.0 8 2.5 \n", + "1651 527327050 0.0 0 0.0 8 2.5 \n", + "1140 531382090 0.0 0 0.0 6 2.5 \n", "\n", " Total Bsmt SF Total Porch SF Total SF \\\n", "Order PID \n", - "2775 907175060 1479.0 195.0 2973.0 \n", - "2140 907202220 864.0 80.0 1743.0 \n", - "1046 527451550 630.0 0.0 1932.0 \n", - "644 535303150 608.0 66.0 1927.0 \n", - "160 535401080 1063.0 563.0 2350.0 \n", + "976 923226270 630.0 0.0 1260.0 \n", + "1112 528427070 894.0 118.0 2827.0 \n", + "819 906340100 1555.0 209.0 3235.0 \n", + "1651 527327050 848.0 224.0 2878.0 \n", + "1140 531382090 754.0 70.0 2363.0 \n", "\n", " Total SF (box-cox-0.2) Utilities Wood Deck SF \\\n", "Order PID \n", - "2775 907175060 19.751925 3 168.0 \n", - "2140 907202220 17.244850 3 0.0 \n", - "1046 527451550 17.707610 3 0.0 \n", - "644 535303150 17.695845 3 66.0 \n", - "160 535401080 18.614762 3 364.0 \n", + "976 923226270 15.847026 3 0.0 \n", + "1112 528427070 19.503897 3 100.0 \n", + "819 906340100 20.173573 3 185.0 \n", + "1651 527327050 19.591678 3 0.0 \n", + "1140 531382090 18.640832 3 0.0 \n", "\n", " abnormal_sale air_cond build_type_1Fam build_type_2Fam \\\n", "Order PID \n", - "2775 907175060 0 1 1 0 \n", - "2140 907202220 0 1 1 0 \n", - "1046 527451550 0 1 0 0 \n", - "644 535303150 0 1 1 0 \n", - "160 535401080 0 1 1 0 \n", + "976 923226270 0 1 0 0 \n", + "1112 528427070 0 1 1 0 \n", + "819 906340100 0 1 1 0 \n", + "1651 527327050 0 1 1 0 \n", + "1140 531382090 0 1 1 0 \n", "\n", " build_type_Twnhs found_BrkTil found_CBlock found_PConc \\\n", "Order PID \n", - "2775 907175060 0 0 0 1 \n", - "2140 907202220 0 0 1 0 \n", - "1046 527451550 1 0 1 0 \n", - "644 535303150 0 0 0 1 \n", - "160 535401080 0 0 1 0 \n", + "976 923226270 1 0 1 0 \n", + "1112 528427070 0 0 0 1 \n", + "819 906340100 0 0 0 1 \n", + "1651 527327050 0 0 1 0 \n", + "1140 531382090 0 0 0 1 \n", "\n", " has 2nd Flr has Bsmt has Fireplace has Garage has Pool \\\n", "Order PID \n", - "2775 907175060 0 1 0 1 0 \n", - "2140 907202220 0 1 0 1 0 \n", - "1046 527451550 1 1 0 1 0 \n", - "644 535303150 0 1 0 1 0 \n", - "160 535401080 0 1 1 1 0 \n", + "976 923226270 0 1 0 1 0 \n", + "1112 528427070 1 1 1 1 0 \n", + "819 906340100 0 1 1 1 0 \n", + "1651 527327050 1 1 1 1 0 \n", + "1140 531382090 1 1 0 1 0 \n", "\n", " has Porch major_street new_home nhood_Blmngtn \\\n", "Order PID \n", - "2775 907175060 1 0 0 0 \n", - "2140 907202220 1 0 0 0 \n", - "1046 527451550 0 0 0 0 \n", - "644 535303150 1 0 0 0 \n", - "160 535401080 1 0 0 0 \n", + "976 923226270 0 0 0 0 \n", + "1112 528427070 1 1 0 0 \n", + "819 906340100 1 0 1 0 \n", + "1651 527327050 1 0 0 0 \n", + "1140 531382090 1 0 0 0 \n", "\n", " nhood_Blueste nhood_BrDale nhood_BrkSide nhood_ClearCr \\\n", "Order PID \n", - "2775 907175060 0 0 0 0 \n", - "2140 907202220 0 0 0 0 \n", - "1046 527451550 0 1 0 0 \n", - "644 535303150 0 0 0 0 \n", - "160 535401080 0 0 0 0 \n", + "976 923226270 0 0 0 0 \n", + "1112 528427070 0 0 0 0 \n", + "819 906340100 0 0 0 0 \n", + "1651 527327050 0 0 0 0 \n", + "1140 531382090 0 0 0 0 \n", "\n", " nhood_CollgCr nhood_Crawfor nhood_Edwards nhood_Gilbert \\\n", "Order PID \n", - "2775 907175060 1 0 0 0 \n", - "2140 907202220 1 0 0 0 \n", - "1046 527451550 0 0 0 0 \n", - "644 535303150 0 0 0 0 \n", - "160 535401080 0 0 0 0 \n", + "976 923226270 0 0 0 0 \n", + "1112 528427070 0 0 0 0 \n", + "819 906340100 1 0 0 0 \n", + "1651 527327050 0 0 0 0 \n", + "1140 531382090 0 0 0 0 \n", "\n", " nhood_Greens nhood_GrnHill nhood_IDOTRR nhood_Landmrk \\\n", "Order PID \n", - "2775 907175060 0 0 0 0 \n", - "2140 907202220 0 0 0 0 \n", - "1046 527451550 0 0 0 0 \n", - "644 535303150 0 0 0 0 \n", - "160 535401080 0 0 0 0 \n", + "976 923226270 0 0 0 0 \n", + "1112 528427070 0 0 0 0 \n", + "819 906340100 0 0 0 0 \n", + "1651 527327050 0 0 0 0 \n", + "1140 531382090 0 0 0 0 \n", "\n", " nhood_MeadowV nhood_Mitchel nhood_NPkVill nhood_NWAmes \\\n", "Order PID \n", - "2775 907175060 0 0 0 0 \n", - "2140 907202220 0 0 0 0 \n", - "1046 527451550 0 0 0 0 \n", - "644 535303150 0 0 0 0 \n", - "160 535401080 0 0 0 0 \n", + "976 923226270 1 0 0 0 \n", + "1112 528427070 0 0 0 0 \n", + "819 906340100 0 0 0 0 \n", + "1651 527327050 0 0 0 1 \n", + "1140 531382090 0 0 0 0 \n", "\n", " nhood_Names nhood_NoRidge nhood_NridgHt nhood_OldTown \\\n", "Order PID \n", - "2775 907175060 0 0 0 0 \n", - "2140 907202220 0 0 0 0 \n", - "1046 527451550 0 0 0 0 \n", - "644 535303150 1 0 0 0 \n", - "160 535401080 1 0 0 0 \n", + "976 923226270 0 0 0 0 \n", + "1112 528427070 0 0 0 0 \n", + "819 906340100 0 0 0 0 \n", + "1651 527327050 0 0 0 0 \n", + "1140 531382090 0 0 0 0 \n", "\n", " nhood_SWISU nhood_Sawyer nhood_SawyerW nhood_Somerst \\\n", "Order PID \n", - "2775 907175060 0 0 0 0 \n", - "2140 907202220 0 0 0 0 \n", - "1046 527451550 0 0 0 0 \n", - "644 535303150 0 0 0 0 \n", - "160 535401080 0 0 0 0 \n", + "976 923226270 0 0 0 0 \n", + "1112 528427070 0 0 0 1 \n", + "819 906340100 0 0 0 0 \n", + "1651 527327050 0 0 0 0 \n", + "1140 531382090 0 0 1 0 \n", "\n", " nhood_StoneBr nhood_Timber nhood_Veenker park \\\n", "Order PID \n", - "2775 907175060 0 0 0 0 \n", - "2140 907202220 0 0 0 0 \n", - "1046 527451550 0 0 0 0 \n", - "644 535303150 0 0 0 0 \n", - "160 535401080 0 0 0 0 \n", + "976 923226270 0 0 0 0 \n", + "1112 528427070 0 0 0 0 \n", + "819 906340100 0 0 0 0 \n", + "1651 527327050 0 0 0 0 \n", + "1140 531382090 0 0 0 0 \n", "\n", " partial_sale railway recently_built recently_remodeled \\\n", "Order PID \n", - "2775 907175060 0 0 1 1 \n", - "2140 907202220 0 0 0 0 \n", - "1046 527451550 0 0 0 0 \n", - "644 535303150 0 0 0 0 \n", - "160 535401080 0 0 0 1 \n", + "976 923226270 0 0 0 1 \n", + "1112 528427070 0 0 1 1 \n", + "819 906340100 1 0 1 1 \n", + "1651 527327050 0 0 0 0 \n", + "1140 531382090 0 0 0 0 \n", "\n", " remodeled years_since_built years_since_remodeled \\\n", "Order PID \n", - "2775 907175060 0 9 9 \n", - "2140 907202220 0 32 32 \n", - "1046 527451550 0 36 36 \n", - "644 535303150 0 56 56 \n", - "160 535401080 1 51 4 \n", + "976 923226270 1 39 7 \n", + "1112 528427070 0 1 1 \n", + "819 906340100 0 0 0 \n", + "1651 527327050 0 31 31 \n", + "1140 531382090 0 13 13 \n", "\n", " SalePrice SalePrice (box-cox-0) \n", "Order PID \n", - "2775 907175060 217000.0 12.287653 \n", - "2140 907202220 120000.0 11.695247 \n", - "1046 527451550 111750.0 11.624020 \n", - "644 535303150 123000.0 11.719940 \n", - "160 535401080 162000.0 11.995352 " + "976 923226270 86000.0 11.362103 \n", + "1112 528427070 214000.0 12.273731 \n", + "819 906340100 323262.0 12.686218 \n", + "1651 527327050 195000.0 12.180755 \n", + "1140 531382090 182000.0 12.111762 " ] }, "execution_count": 15, @@ -3861,10 +3861,10 @@ "output_type": "stream", "text": [ "\n", - "MultiIndex: 2883 entries, (np.int64(2775), np.int64(907175060)) to (np.int64(2660), np.int64(902325050))\n", + "MultiIndex: 2893 entries, (np.int64(976), np.int64(923226270)) to (np.int64(2650), np.int64(902128100))\n", "Columns: 32 entries, 1st Flr SF to SalePrice (box-cox-0)\n", "dtypes: float64(16), int64(16)\n", - "memory usage: 906.2 KB\n" + "memory usage: 908.9 KB\n" ] } ], @@ -3971,184 +3971,184 @@ " \n", " \n", " \n", - " 2775\n", - " 907175060\n", - " 1494.0\n", - " 7.309212\n", - " 4\n", - " 4\n", - " 1200.0\n", - " 6\n", - " 0\n", - " 0\n", - " 2\n", - " 576.0\n", - " 2\n", - " 3\n", - " 2\n", - " 3\n", - " 1494.0\n", - " 7.309212\n", - " 0\n", - " 3\n", - " 14.920020\n", - " 2\n", - " 0.0\n", - " 5\n", - " 2\n", - " 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162000.0\n", - " 11.995352\n", + " 182000.0\n", + " 12.111762\n", " \n", " \n", "\n", @@ -4157,83 +4157,83 @@ "text/plain": [ " 1st Flr SF 1st Flr SF (box-cox-0) Bsmt Exposure Bsmt Qual \\\n", "Order PID \n", - "2775 907175060 1494.0 7.309212 4 4 \n", - "2140 907202220 879.0 6.778785 1 3 \n", - "1046 527451550 630.0 6.445720 1 3 \n", - "644 535303150 1319.0 7.184629 1 3 \n", - "160 535401080 1287.0 7.160069 1 3 \n", + "976 923226270 630.0 6.445720 3 4 \n", + "1112 528427070 894.0 6.795706 2 4 \n", + "819 906340100 1680.0 7.426549 4 5 \n", + "1651 527327050 1118.0 7.019297 1 3 \n", + "1140 531382090 754.0 6.625392 1 4 \n", "\n", " BsmtFin SF 1 BsmtFin Type 1 Fireplace Qu Fireplaces \\\n", "Order PID \n", - "2775 907175060 1200.0 6 0 0 \n", - "2140 907202220 330.0 4 0 0 \n", - "1046 527451550 350.0 3 0 0 \n", - "644 535303150 428.0 4 0 0 \n", - "160 535401080 72.0 5 4 1 \n", + "976 923226270 515.0 6 0 0 \n", + "1112 528427070 0.0 1 4 1 \n", + "819 906340100 1021.0 6 4 1 \n", + "1651 527327050 156.0 2 3 1 \n", + "1140 531382090 362.0 6 0 0 \n", "\n", " Full Bath Garage Area Garage Cars Garage Cond \\\n", "Order PID \n", - "2775 907175060 2 576.0 2 3 \n", - "2140 907202220 1 440.0 2 3 \n", - "1046 527451550 2 264.0 1 3 \n", - "644 535303150 1 270.0 1 3 \n", - "160 535401080 1 576.0 2 3 \n", + "976 923226270 1 286.0 1 3 \n", + "1112 528427070 2 668.0 3 3 \n", + "819 906340100 1 1138.0 3 3 \n", + "1651 527327050 2 551.0 2 3 \n", + "1140 531382090 2 525.0 2 3 \n", "\n", " Garage Finish Garage Qual Gr Liv Area \\\n", "Order PID \n", - "2775 907175060 2 3 1494.0 \n", - "2140 907202220 1 3 879.0 \n", - "1046 527451550 1 3 1302.0 \n", - "644 535303150 1 3 1319.0 \n", - "160 535401080 3 3 1287.0 \n", + "976 923226270 1 3 630.0 \n", + "1112 528427070 3 3 1933.0 \n", + "819 906340100 3 3 1680.0 \n", + "1651 527327050 3 3 2030.0 \n", + "1140 531382090 2 3 1609.0 \n", "\n", " Gr Liv Area (box-cox-0) Half Bath Kitchen Qual \\\n", "Order PID \n", - "2775 907175060 7.309212 0 3 \n", - "2140 907202220 6.778785 0 2 \n", - "1046 527451550 7.171657 1 2 \n", - "644 535303150 7.184629 0 2 \n", - "160 535401080 7.160069 0 3 \n", + "976 923226270 6.445720 0 3 \n", + "1112 528427070 7.566828 1 3 \n", + "819 906340100 7.426549 1 4 \n", + "1651 527327050 7.615791 1 3 \n", + "1140 531382090 7.383368 1 3 \n", "\n", " Lot Area (box-cox-0.1) Lot Shape Mas Vnr Area \\\n", "Order PID \n", - "2775 907175060 14.920020 2 0.0 \n", - "2140 907202220 15.036009 3 0.0 \n", - "1046 527451550 11.015074 3 356.0 \n", - "644 535303150 15.273749 3 0.0 \n", - "160 535401080 15.075832 2 0.0 \n", + "976 923226270 10.813995 3 0.0 \n", + "1112 528427070 16.087312 2 74.0 \n", + "819 906340100 15.343929 3 242.0 \n", + "1651 527327050 15.590825 2 298.0 \n", + "1140 531382090 14.700235 2 38.0 \n", "\n", " Overall Qual Paved Drive TotRms AbvGrd Total Bath \\\n", "Order PID \n", - "2775 907175060 5 2 6 3.0 \n", - "2140 907202220 4 2 5 1.0 \n", - "1046 527451550 4 2 6 2.5 \n", - "644 535303150 4 2 5 2.0 \n", - "160 535401080 4 2 7 2.0 \n", + "976 923226270 3 2 3 2.0 \n", + "1112 528427070 5 2 9 2.5 \n", + "819 906340100 8 2 8 2.5 \n", + "1651 527327050 5 2 8 2.5 \n", + "1140 531382090 5 2 6 2.5 \n", "\n", " Total Bsmt SF Total Porch SF Total SF \\\n", "Order PID \n", - "2775 907175060 1479.0 195.0 2973.0 \n", - "2140 907202220 864.0 80.0 1743.0 \n", - "1046 527451550 630.0 0.0 1932.0 \n", - "644 535303150 608.0 66.0 1927.0 \n", - "160 535401080 1063.0 563.0 2350.0 \n", + "976 923226270 630.0 0.0 1260.0 \n", + "1112 528427070 894.0 118.0 2827.0 \n", + "819 906340100 1555.0 209.0 3235.0 \n", + "1651 527327050 848.0 224.0 2878.0 \n", + "1140 531382090 754.0 70.0 2363.0 \n", "\n", " Total SF (box-cox-0.2) Wood Deck SF SalePrice \\\n", "Order PID \n", - "2775 907175060 19.751925 168.0 217000.0 \n", - "2140 907202220 17.244850 0.0 120000.0 \n", - "1046 527451550 17.707610 0.0 111750.0 \n", - "644 535303150 17.695845 66.0 123000.0 \n", - "160 535401080 18.614762 364.0 162000.0 \n", + "976 923226270 15.847026 0.0 86000.0 \n", + "1112 528427070 19.503897 100.0 214000.0 \n", + "819 906340100 20.173573 185.0 323262.0 \n", + "1651 527327050 19.591678 0.0 195000.0 \n", + "1140 531382090 18.640832 0.0 182000.0 \n", "\n", " SalePrice (box-cox-0) \n", "Order PID \n", - "2775 907175060 12.287653 \n", - "2140 907202220 11.695247 \n", - "1046 527451550 11.624020 \n", - "644 535303150 11.719940 \n", - "160 535401080 11.995352 " + "976 923226270 11.362103 \n", + "1112 528427070 12.273731 \n", + "819 906340100 12.686218 \n", + "1651 527327050 12.180755 \n", + "1140 531382090 12.111762 " ] }, "execution_count": 21, @@ -4417,11 +4417,11 @@ { "data": { "text/plain": [ - "{'bias': np.float64(-2.0),\n", - " 'mae': np.float64(15277.0),\n", - " 'max_dev': np.float64(126472.0),\n", - " 'r2': np.float64(0.919),\n", - " 'rmse': np.float64(21829.0)}" + "{'bias': np.float64(-40.0),\n", + " 'mae': np.float64(15377.0),\n", + " 'max_dev': np.float64(121895.0),\n", + " 'r2': np.float64(0.92),\n", + " 'rmse': np.float64(22178.0)}" ] }, "execution_count": 27, @@ -4456,11 +4456,11 @@ { "data": { "text/plain": [ - "{'bias': np.float64(-820.0),\n", - " 'mae': np.float64(12807.0),\n", - " 'max_dev': np.float64(114579.0),\n", - " 'r2': np.float64(0.938),\n", - " 'rmse': np.float64(19106.0)}" + "{'bias': np.float64(-888.0),\n", + " 'mae': np.float64(12851.0),\n", + " 'max_dev': np.float64(108012.0),\n", + " 'r2': np.float64(0.94),\n", + " 'rmse': np.float64(19210.0)}" ] }, "execution_count": 28, @@ -4502,11 +4502,11 @@ { "data": { "text/plain": [ - "{'bias': np.float64(102.0),\n", - " 'mae': np.float64(18352.0),\n", - " 'max_dev': np.float64(142260.0),\n", - " 'r2': np.float64(0.887),\n", - " 'rmse': np.float64(25648.0)}" + "{'bias': np.float64(25.0),\n", + " 'mae': np.float64(18570.0),\n", + " 'max_dev': np.float64(136253.0),\n", + " 'r2': np.float64(0.89),\n", + " 'rmse': np.float64(25994.0)}" ] }, "execution_count": 29, @@ -4541,11 +4541,11 @@ { "data": { "text/plain": [ - "{'bias': np.float64(-1461.0),\n", - " 'mae': np.float64(16125.0),\n", - " 'max_dev': np.float64(140115.0),\n", - " 'r2': np.float64(0.906),\n", - " 'rmse': np.float64(23331.0)}" + "{'bias': np.float64(-1430.0),\n", + " 'mae': np.float64(16155.0),\n", + " 'max_dev': np.float64(127999.0),\n", + " 'r2': np.float64(0.911),\n", + " 'rmse': np.float64(23391.0)}" ] }, "execution_count": 30, @@ -4595,7 +4595,7 @@ { "data": { "text/plain": [ - "20" + "24" ] }, "execution_count": 32, @@ -4624,11 +4624,11 @@ { "data": { "text/plain": [ - "{'bias': np.float64(278.0),\n", - " 'mae': np.float64(20892.0),\n", - " 'max_dev': np.float64(269314.0),\n", - " 'r2': np.float64(0.817),\n", - " 'rmse': np.float64(33496.0)}" + "{'bias': np.float64(185.0),\n", + " 'mae': np.float64(20586.0),\n", + " 'max_dev': np.float64(268155.0),\n", + " 'r2': np.float64(0.822),\n", + " 'rmse': np.float64(33116.0)}" ] }, "execution_count": 33, @@ -4663,7 +4663,7 @@ { "data": { "text/plain": [ - "40" + "28" ] }, "execution_count": 34, @@ -4692,11 +4692,11 @@ { "data": { "text/plain": [ - "{'bias': np.float64(-49.0),\n", - " 'mae': np.float64(17488.0),\n", - " 'max_dev': np.float64(134191.0),\n", - " 'r2': np.float64(0.896),\n", - " 'rmse': np.float64(24529.0)}" + "{'bias': np.float64(-68.0),\n", + " 'mae': np.float64(17523.0),\n", + " 'max_dev': np.float64(129093.0),\n", + " 'r2': np.float64(0.9),\n", + " 'rmse': np.float64(24731.0)}" ] }, "execution_count": 35, @@ -4753,11 +4753,11 @@ { "data": { "text/plain": [ - "{'bias': np.float64(-861.0),\n", - " 'mae': np.float64(14346.0),\n", - " 'max_dev': np.float64(129044.0),\n", - " 'r2': np.float64(0.923),\n", - " 'rmse': np.float64(21081.0)}" + "{'bias': np.float64(-843.0),\n", + " 'mae': np.float64(14414.0),\n", + " 'max_dev': np.float64(118524.0),\n", + " 'r2': np.float64(0.927),\n", + " 'rmse': np.float64(21134.0)}" ] }, "execution_count": 37, @@ -4792,7 +4792,7 @@ { "data": { "text/plain": [ - "44" + "0.00390625" ] }, "execution_count": 38, @@ -4821,11 +4821,11 @@ { "data": { "text/plain": [ - "{'bias': np.float64(-11.0),\n", - " 'mae': np.float64(23344.0),\n", - " 'max_dev': np.float64(152485.0),\n", - " 'r2': np.float64(0.827),\n", - " 'rmse': np.float64(31672.0)}" + "{'bias': np.float64(30.0),\n", + " 'mae': np.float64(22904.0),\n", + " 'max_dev': np.float64(158375.0),\n", + " 'r2': np.float64(0.84),\n", + " 'rmse': np.float64(31248.0)}" ] }, "execution_count": 39, @@ -4882,11 +4882,11 @@ { "data": { "text/plain": [ - "{'bias': np.float64(-877.0),\n", - " 'mae': np.float64(16619.0),\n", - " 'max_dev': np.float64(143135.0),\n", - " 'r2': np.float64(0.899),\n", - " 'rmse': np.float64(24205.0)}" + "{'bias': np.float64(-875.0),\n", + " 'mae': np.float64(16644.0),\n", + " 'max_dev': np.float64(135627.0),\n", + " 'r2': np.float64(0.904),\n", + " 'rmse': np.float64(24239.0)}" ] }, "execution_count": 41, @@ -5003,7 +5003,7 @@ { "data": { "text/plain": [ - "8" + "0.5" ] }, "execution_count": 45, @@ -5032,11 +5032,11 @@ { "data": { "text/plain": [ - "{'bias': np.float64(-6.0),\n", - " 'mae': np.float64(15248.0),\n", - " 'max_dev': np.float64(126366.0),\n", - " 'r2': np.float64(0.919),\n", - " 'rmse': np.float64(21835.0)}" + "{'bias': np.float64(-52.0),\n", + " 'mae': np.float64(15351.0),\n", + " 'max_dev': np.float64(122508.0),\n", + " 'r2': np.float64(0.92),\n", + " 'rmse': np.float64(22106.0)}" ] }, "execution_count": 46, @@ -5093,11 +5093,11 @@ { "data": { "text/plain": [ - "{'bias': np.float64(-840.0),\n", - " 'mae': np.float64(12803.0),\n", - " 'max_dev': np.float64(113756.0),\n", - " 'r2': np.float64(0.938),\n", - " 'rmse': np.float64(19073.0)}" + "{'bias': np.float64(-916.0),\n", + " 'mae': np.float64(12836.0),\n", + " 'max_dev': np.float64(107968.0),\n", + " 'r2': np.float64(0.94),\n", + " 'rmse': np.float64(19152.0)}" ] }, "execution_count": 48, @@ -5161,11 +5161,11 @@ { "data": { "text/plain": [ - "{'bias': np.float64(4.0),\n", - " 'mae': np.float64(18342.0),\n", - " 'max_dev': np.float64(142600.0),\n", - " 'r2': np.float64(0.887),\n", - " 'rmse': np.float64(25659.0)}" + "{'bias': np.float64(33.0),\n", + " 'mae': np.float64(18534.0),\n", + " 'max_dev': np.float64(136836.0),\n", + " 'r2': np.float64(0.89),\n", + " 'rmse': np.float64(25965.0)}" ] }, "execution_count": 50, @@ -5222,11 +5222,11 @@ { "data": { "text/plain": [ - "{'bias': np.float64(-1400.0),\n", - " 'mae': np.float64(16105.0),\n", - " 'max_dev': np.float64(139398.0),\n", - " 'r2': np.float64(0.907),\n", - " 'rmse': np.float64(23280.0)}" + "{'bias': np.float64(-1389.0),\n", + " 'mae': np.float64(16141.0),\n", + " 'max_dev': np.float64(127870.0),\n", + " 'r2': np.float64(0.911),\n", + " 'rmse': np.float64(23366.0)}" ] }, "execution_count": 52, @@ -5280,11 +5280,11 @@ { "data": { "text/plain": [ - "{'bias': np.float64(-26.0),\n", - " 'mae': np.float64(15322.0),\n", - " 'max_dev': np.float64(164505.0),\n", + "{'bias': np.float64(-27.0),\n", + " 'mae': np.float64(15331.0),\n", + " 'max_dev': np.float64(164293.0),\n", " 'r2': np.float64(0.898),\n", - " 'rmse': np.float64(25354.0)}" + " 'rmse': np.float64(25371.0)}" ] }, "execution_count": 54, @@ -5326,11 +5326,11 @@ { "data": { "text/plain": [ - "{'bias': np.float64(-70.0),\n", - " 'mae': np.float64(14916.0),\n", - " 'max_dev': np.float64(137911.0),\n", - " 'r2': np.float64(0.91),\n", - " 'rmse': np.float64(22813.0)}" + "{'bias': np.float64(-53.0),\n", + " 'mae': np.float64(15018.0),\n", + " 'max_dev': np.float64(124828.0),\n", + " 'r2': np.float64(0.912),\n", + " 'rmse': np.float64(23190.0)}" ] }, "execution_count": 55, @@ -5365,11 +5365,11 @@ { "data": { "text/plain": [ - "{'bias': np.float64(-1996.0),\n", - " 'mae': np.float64(14952.0),\n", - " 'max_dev': np.float64(141360.0),\n", - " 'r2': np.float64(0.908),\n", - " 'rmse': np.float64(23000.0)}" + "{'bias': np.float64(-2089.0),\n", + " 'mae': np.float64(15068.0),\n", + " 'max_dev': np.float64(136284.0),\n", + " 'r2': np.float64(0.911),\n", + " 'rmse': np.float64(23306.0)}" ] }, "execution_count": 56, @@ -5411,11 +5411,11 @@ { "data": { "text/plain": [ - "{'bias': np.float64(-165.0),\n", - " 'mae': np.float64(16042.0),\n", - " 'max_dev': np.float64(143762.0),\n", - " 'r2': np.float64(0.898),\n", - " 'rmse': np.float64(24274.0)}" + "{'bias': np.float64(-232.0),\n", + " 'mae': np.float64(16274.0),\n", + " 'max_dev': np.float64(130943.0),\n", + " 'r2': np.float64(0.9),\n", + " 'rmse': np.float64(24685.0)}" ] }, "execution_count": 57, @@ -5450,11 +5450,11 @@ { "data": { "text/plain": [ - "{'bias': np.float64(-2250.0),\n", - " 'mae': np.float64(16356.0),\n", - " 'max_dev': np.float64(146888.0),\n", - " 'r2': np.float64(0.893),\n", - " 'rmse': np.float64(24785.0)}" + "{'bias': np.float64(-2390.0),\n", + " 'mae': np.float64(16388.0),\n", + " 'max_dev': np.float64(141335.0),\n", + " 'r2': np.float64(0.898),\n", + " 'rmse': np.float64(24924.0)}" ] }, "execution_count": 58, @@ -5508,9 +5508,9 @@ { "data": { "text/plain": [ - "[('rf', np.float64(25354.0)),\n", + "[('rf', np.float64(25371.0)),\n", " ('ridge', np.float64(29970.0)),\n", - " ('lasso', np.float64(33496.0)),\n", + " ('lasso', np.float64(33116.0)),\n", " ('lm', np.float64(1541948537.0))]" ] }, @@ -5531,10 +5531,10 @@ { "data": { "text/plain": [ - "[('lm', np.float64(21829.0)),\n", - " ('ridge', np.float64(21835.0)),\n", - " ('rf', np.float64(22813.0)),\n", - " ('lasso', np.float64(24529.0))]" + "[('ridge', np.float64(22106.0)),\n", + " ('lm', np.float64(22178.0)),\n", + " ('rf', np.float64(23190.0)),\n", + " ('lasso', np.float64(24731.0))]" ] }, "execution_count": 61, @@ -5554,10 +5554,10 @@ { "data": { "text/plain": [ - "[('ridge', np.float64(19073.0)),\n", - " ('lm', np.float64(19106.0)),\n", - " ('lasso', np.float64(21081.0)),\n", - " ('rf', np.float64(23000.0))]" + "[('ridge', np.float64(19152.0)),\n", + " ('lm', np.float64(19210.0)),\n", + " ('lasso', np.float64(21134.0)),\n", + " ('rf', np.float64(23306.0))]" ] }, "execution_count": 62, @@ -5577,10 +5577,10 @@ { "data": { "text/plain": [ - "[('rf', np.float64(24274.0)),\n", - " ('lm', np.float64(25648.0)),\n", - " ('ridge', np.float64(25659.0)),\n", - " ('lasso', np.float64(31672.0))]" + "[('rf', np.float64(24685.0)),\n", + " ('ridge', np.float64(25965.0)),\n", + " ('lm', np.float64(25994.0)),\n", + " ('lasso', np.float64(31248.0))]" ] }, "execution_count": 63, @@ -5600,10 +5600,10 @@ { "data": { "text/plain": [ - "[('ridge', np.float64(23280.0)),\n", - " ('lm', np.float64(23331.0)),\n", - " ('lasso', np.float64(24205.0)),\n", - " ('rf', np.float64(24785.0))]" + "[('ridge', np.float64(23366.0)),\n", + " ('lm', np.float64(23391.0)),\n", + " ('lasso', np.float64(24239.0)),\n", + " ('rf', np.float64(24924.0))]" ] }, "execution_count": 64, @@ -5632,7 +5632,7 @@ "text/plain": [ "[('rf', np.float64(0.898)),\n", " ('ridge', np.float64(0.853)),\n", - " ('lasso', np.float64(0.817)),\n", + " ('lasso', np.float64(0.822)),\n", " ('lm', np.float64(-374439996.215))]" ] }, @@ -5653,10 +5653,10 @@ { "data": { "text/plain": [ - "[('lm', np.float64(0.919)),\n", - " ('ridge', np.float64(0.919)),\n", - " ('rf', np.float64(0.91)),\n", - " ('lasso', np.float64(0.896))]" + "[('lm', np.float64(0.92)),\n", + " ('ridge', np.float64(0.92)),\n", + " ('rf', np.float64(0.912)),\n", + " ('lasso', np.float64(0.9))]" ] }, "execution_count": 66, @@ -5676,10 +5676,10 @@ { "data": { "text/plain": [ - "[('lm', np.float64(0.938)),\n", - " ('ridge', np.float64(0.938)),\n", - " ('lasso', np.float64(0.923)),\n", - " ('rf', np.float64(0.908))]" + "[('lm', np.float64(0.94)),\n", + " ('ridge', np.float64(0.94)),\n", + " ('lasso', np.float64(0.927)),\n", + " ('rf', np.float64(0.911))]" ] }, "execution_count": 67, @@ -5699,10 +5699,10 @@ { "data": { "text/plain": [ - "[('rf', np.float64(0.898)),\n", - " ('lm', np.float64(0.887)),\n", - " ('ridge', np.float64(0.887)),\n", - " ('lasso', np.float64(0.827))]" + "[('rf', np.float64(0.9)),\n", + " ('lm', np.float64(0.89)),\n", + " ('ridge', np.float64(0.89)),\n", + " ('lasso', np.float64(0.84))]" ] }, "execution_count": 68, @@ -5722,10 +5722,10 @@ { "data": { "text/plain": [ - "[('ridge', np.float64(0.907)),\n", - " ('lm', np.float64(0.906)),\n", - " ('lasso', np.float64(0.899)),\n", - " ('rf', np.float64(0.893))]" + "[('lm', np.float64(0.911)),\n", + " ('ridge', np.float64(0.911)),\n", + " ('lasso', np.float64(0.904)),\n", + " ('rf', np.float64(0.898))]" ] }, "execution_count": 69, diff --git a/data/data_clean_with_transformations_and_factors.csv b/data/data_clean_with_transformations_and_factors.csv index 1fff8a9..c24e69c 100644 --- a/data/data_clean_with_transformations_and_factors.csv +++ b/data/data_clean_with_transformations_and_factors.csv @@ -14,6 +14,7 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr, 13,527166040,789.0,6.670766320845874,676.0,0.0,3,TA,No,0,0,Gd,789.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,Gd,1,2,Typ,393.0,2,TA,Fin,TA,1465.0,7.289610521451167,1,1,TA,Gtl,8402.0,14.685291937796409,IR1,0.0,0.0,0.0,5,75.0,5,6,Y,0.0,NA,0.0,7,2.5,789.0,75.0,2254.0,18.41859234068575,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,12,12,180400.0,12.10293188661066 14,527180040,1341.0,7.201170883281678,0.0,0.0,2,TA,Gd,1,0,Gd,663.0,637.0,0.0,GLQ,Unf,SBrkr,0.0,NA,Po,1,1,Typ,506.0,2,TA,Unf,TA,1341.0,7.201170883281678,1,1,Gd,Gtl,10176.0,15.162727233149424,Reg,0.0,0.0,0.0,2,0.0,5,7,Y,0.0,NA,0.0,5,2.5,1300.0,192.0,2641.0,19.17261775705475,AllPub,192.0,0,1,1,0,0,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,20,20,171500.0,12.052338545588132 15,527182190,1502.0,7.31455283232408,0.0,0.0,1,TA,Av,1,0,Gd,0.0,368.0,1120.0,GLQ,BLQ,SBrkr,0.0,NA,NA,0,1,Typ,528.0,2,TA,RFn,TA,1502.0,7.31455283232408,1,1,Gd,Gtl,6820.0,14.175665468060789,IR1,0.0,0.0,0.0,6,54.0,5,8,Y,0.0,NA,140.0,4,2.5,1488.0,194.0,2990.0,19.780167749026837,AllPub,0.0,0,1,0,0,1,0,0,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,25,25,212000.0,12.26434155365415 +16,527216070,1690.0,7.432483807917119,1589.0,0.0,4,TA,Gd,1,0,Gd,234.0,1416.0,0.0,ALQ,Unf,SBrkr,0.0,NA,Gd,1,3,Mod,841.0,3,TA,Fin,TA,3279.0,8.095293776844649,1,1,Ex,Mod,53504.0,19.70562027155414,IR2,0.0,603.0,0.0,6,36.0,5,8,Y,0.0,NA,210.0,12,4.5,1650.0,749.0,4929.0,22.385568944059006,AllPub,503.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,7,7,538000.0,13.195613839143922 17,527225035,1080.0,6.984716320118266,672.0,0.0,4,TA,Av,0,0,Gd,132.0,427.0,0.0,GLQ,Unf,SBrkr,0.0,NA,NA,0,2,Typ,492.0,2,TA,RFn,TA,1752.0,7.468513271496337,0,1,TA,Mod,12134.0,15.609458703357477,IR1,0.0,0.0,0.0,6,12.0,7,8,Y,0.0,NA,0.0,8,2.0,559.0,337.0,2311.0,18.53585573958732,AllPub,325.0,0,1,1,0,0,0,0,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,22,5,164000.0,12.007621706806335 18,527258010,1856.0,7.526178913346146,0.0,0.0,1,TA,Av,1,0,Ex,411.0,1445.0,0.0,GLQ,Unf,SBrkr,0.0,NA,Ex,1,1,Typ,834.0,3,TA,Fin,TA,1856.0,7.526178913346146,1,1,Ex,Gtl,11394.0,15.448818333073188,Reg,0.0,350.0,0.0,6,0.0,2,9,Y,0.0,NA,0.0,8,2.5,1856.0,113.0,3712.0,20.875669644085733,AllPub,113.0,0,1,1,0,0,0,0,1,0,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,1,1,0,0,0,394432.0,12.885202034321916 19,527276150,864.0,6.761572768804055,0.0,0.0,2,TA,No,0,0,TA,744.0,120.0,0.0,LwQ,Unf,SBrkr,0.0,NA,NA,0,1,Typ,400.0,2,TA,Unf,TA,864.0,6.761572768804055,0,1,TA,Gtl,19138.0,16.803385646415467,Reg,0.0,0.0,0.0,6,0.0,5,4,Y,0.0,NA,0.0,4,1.0,864.0,0.0,1728.0,17.206430349229205,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,59,59,141000.0,11.856515169360305 @@ -428,6 +429,7 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr, 430,528108130,2020.0,7.61085279039525,0.0,0.0,3,TA,Av,1,0,Ex,788.0,1232.0,0.0,GLQ,Unf,SBrkr,0.0,NA,Gd,1,2,Typ,896.0,3,TA,RFn,TA,2020.0,7.61085279039525,0,1,Ex,Gtl,12350.0,15.654685543608181,Reg,0.0,450.0,0.0,5,98.0,5,9,Y,0.0,NA,0.0,7,3.0,2020.0,290.0,4040.0,21.31759972987615,AllPub,192.0,0,1,1,0,0,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,1,404000.0,12.909170156943286 431,528108140,2020.0,7.61085279039525,0.0,0.0,3,TA,No,1,0,Ex,570.0,1436.0,0.0,GLQ,Unf,SBrkr,0.0,NA,Gd,1,2,Typ,900.0,3,TA,Fin,TA,2020.0,7.61085279039525,1,1,Ex,Gtl,12220.0,15.627551834008008,Reg,0.0,305.0,0.0,9,54.0,5,10,Y,0.0,NA,0.0,9,3.5,2006.0,210.0,4026.0,21.29933447351643,AllPub,156.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,1,0,0,0,402861.0,12.906346868281233 432,528110010,1728.0,7.454719949364001,568.0,0.0,3,TA,Gd,1,0,Ex,384.0,1338.0,0.0,GLQ,Unf,SBrkr,0.0,NA,Gd,1,2,Typ,842.0,3,TA,RFn,TA,2296.0,7.738923757439457,1,1,Ex,Gtl,13478.0,15.879897099046154,IR1,0.0,420.0,0.0,6,274.0,5,10,Y,0.0,NA,0.0,10,3.5,1722.0,656.0,4018.0,21.28887435905055,AllPub,382.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,1,451950.0,13.021326833226556 +433,528110020,2674.0,7.891330757661889,0.0,0.0,2,TA,Gd,2,0,Ex,342.0,2288.0,0.0,GLQ,Unf,SBrkr,0.0,NA,Gd,2,2,Typ,762.0,3,TA,Fin,TA,2674.0,7.891330757661889,1,1,Ex,Gtl,13693.0,15.920887120524267,Reg,0.0,472.0,0.0,3,50.0,5,10,Y,0.0,NA,0.0,8,4.5,2630.0,410.0,5304.0,22.790138257062,AllPub,360.0,0,1,1,0,0,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,1,0,2,2,610000.0,13.321214236149494 434,528110090,1734.0,7.458186157340487,1088.0,0.0,4,TA,Gd,0,0,Ex,1734.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,Gd,1,3,Typ,1020.0,3,TA,RFn,TA,2822.0,7.945201132412759,1,1,Ex,Gtl,13891.0,15.958126895168148,Reg,0.0,424.0,0.0,1,170.0,5,9,Y,0.0,NA,192.0,12,3.5,1734.0,414.0,4556.0,21.95794279603217,AllPub,52.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,1,1,1,0,582933.0,13.275827535915461 435,528112040,1736.0,7.459338895220296,0.0,0.0,3,TA,No,0,0,Ex,1736.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,Gd,1,2,Typ,834.0,3,TA,RFn,TA,1736.0,7.459338895220296,0,1,Ex,Gtl,11578.0,15.489619617350394,Reg,0.0,302.0,0.0,7,90.0,5,9,Y,0.0,NA,0.0,7,2.0,1736.0,409.0,3472.0,20.53206536701657,AllPub,319.0,0,1,1,0,0,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,1,360000.0,12.793859310432293 436,528116010,1782.0,7.485491608030754,0.0,0.0,3,TA,Gd,1,0,Ex,251.0,1531.0,0.0,GLQ,Unf,SBrkr,0.0,NA,Gd,2,2,Typ,932.0,3,TA,Fin,TA,1782.0,7.485491608030754,0,1,Gd,Gtl,16870.0,16.46741385670273,IR1,0.0,238.0,0.0,4,82.0,5,8,Y,0.0,NA,0.0,7,3.0,1782.0,181.0,3564.0,20.66596179182348,AllPub,99.0,0,1,1,0,0,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,1,5,4,296000.0,12.598114733306197 @@ -699,6 +701,7 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr, 706,902201110,768.0,6.643789733147672,560.0,0.0,3,TA,No,0,0,TA,384.0,384.0,0.0,BLQ,Unf,FuseA,0.0,MnPrv,NA,0,1,Typ,308.0,1,TA,Unf,TA,1328.0,7.191429330036379,1,1,TA,Gtl,6000.0,13.86795031058074,Reg,0.0,0.0,0.0,3,12.0,7,5,Y,0.0,NA,0.0,6,1.5,768.0,12.0,2096.0,18.080661941177674,AllPub,0.0,0,1,1,0,0,0,1,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,59,39,129500.0,11.771436160121729 707,902202150,811.0,6.698268054115413,576.0,0.0,3,TA,No,0,0,TA,811.0,0.0,0.0,Unf,Unf,FuseA,0.0,NA,NA,0,2,Typ,256.0,1,TA,Unf,TA,1387.0,7.234898420314831,0,2,Gd,Gtl,6000.0,13.86795031058074,Reg,0.0,0.0,0.0,11,0.0,4,5,Y,0.0,NA,0.0,7,2.0,811.0,0.0,2198.0,18.30105269110471,AllPub,0.0,0,1,0,1,0,0,1,0,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,55,55,93000.0,11.440354772135393 708,902204080,861.0,6.7580945044277305,0.0,0.0,2,TA,No,0,0,Fa,861.0,0.0,0.0,Unf,Unf,SBrkr,128.0,NA,NA,0,1,Typ,288.0,2,TA,Unf,TA,861.0,6.7580945044277305,0,1,TA,Gtl,7404.0,14.375113185074957,Reg,0.0,0.0,0.0,11,0.0,6,4,N,0.0,NA,0.0,5,1.0,861.0,128.0,1722.0,17.190987754073017,AllPub,0.0,0,1,1,0,0,1,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,89,59,80000.0,11.289781913656018 +709,902205010,612.0,6.416732282512326,0.0,0.0,1,NA,NA,0,0,NA,0.0,0.0,0.0,NA,NA,FuseA,25.0,NA,NA,0,1,Typ,308.0,1,Fa,Unf,TA,612.0,6.416732282512326,0,1,TA,Gtl,5925.0,13.837946210420888,Reg,0.0,0.0,0.0,10,0.0,4,2,N,0.0,NA,0.0,4,1.0,0.0,25.0,612.0,13.043479427110126,AllPub,0.0,0,0,1,0,0,1,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,69,59,45000.0,10.714417768752456 710,902205030,600.0,6.396929655216146,368.0,0.0,2,TA,No,0,0,TA,600.0,0.0,0.0,Unf,Unf,SBrkr,0.0,GdWo,NA,0,1,Typ,0.0,0,NA,NA,NA,968.0,6.875232087276577,0,1,TA,Gtl,5925.0,13.837946210420888,Reg,0.0,0.0,0.0,5,0.0,6,3,Y,0.0,NA,0.0,6,1.0,600.0,0.0,1568.0,16.7790642448278,AllPub,0.0,1,0,1,0,0,1,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,99,59,37900.0,10.542706391070517 711,902206260,886.0,6.786716950605081,0.0,0.0,2,TA,No,0,0,Fa,190.0,0.0,0.0,Unf,Unf,FuseA,80.0,NA,NA,0,1,Typ,273.0,1,TA,Unf,TA,886.0,6.786716950605081,0,1,TA,Gtl,5784.0,13.780601121178693,Reg,0.0,0.0,0.0,12,20.0,8,5,Y,0.0,NA,0.0,4,1.0,190.0,244.0,1076.0,15.19912043380998,AllPub,144.0,0,1,1,0,0,1,0,0,0,1,0,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,71,13,91300.0,11.421906066583059 712,902207170,792.0,6.674561391814426,0.0,0.0,2,TA,No,0,0,Fa,624.0,0.0,0.0,Unf,Unf,SBrkr,81.0,GdWo,NA,0,1,Typ,287.0,1,TA,Unf,TA,792.0,6.674561391814426,0,1,TA,Gtl,8520.0,14.719743466735071,Reg,0.0,0.0,0.0,2,0.0,8,5,Y,0.0,NA,0.0,5,1.0,624.0,81.0,1416.0,16.33942215073927,AllPub,0.0,0,1,1,0,0,0,0,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,86,59,99500.0,11.507912923146684 @@ -770,6 +773,7 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr, 778,905200260,904.0,6.806829360392176,611.0,0.0,4,Gd,No,0,0,TA,552.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,TA,1,2,Typ,384.0,1,TA,Unf,TA,1774.0,7.480992162869525,0,1,TA,Gtl,15400.0,16.227208698301723,Reg,259.0,0.0,0.0,7,40.0,5,5,Y,0.0,NA,0.0,8,2.0,552.0,330.0,2326.0,18.566329543561018,AllPub,290.0,0,1,1,0,0,0,1,0,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,48,48,165000.0,12.013700752882718 779,905200350,1138.0,7.037027614686276,0.0,0.0,3,TA,Av,0,1,TA,550.0,588.0,0.0,BLQ,Unf,SBrkr,0.0,MnPrv,TA,1,1,Typ,480.0,2,TA,RFn,TA,1138.0,7.037027614686276,0,1,TA,Gtl,15312.0,16.21218304391235,Reg,0.0,54.0,0.0,3,0.0,5,6,Y,0.0,NA,140.0,6,1.5,1138.0,140.0,2276.0,18.464129986419533,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,49,49,148000.0,11.904967552746252 780,905225090,2071.0,7.635786861395585,0.0,0.0,4,TA,Mn,0,1,TA,825.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,TA,1,1,Typ,336.0,1,TA,Unf,TA,2071.0,7.635786861395585,1,1,TA,Gtl,15584.0,16.258377883444545,Reg,0.0,366.0,0.0,10,28.0,5,5,Y,0.0,NA,0.0,9,2.0,825.0,159.0,2896.0,19.622362214685307,AllPub,131.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,53,53,165000.0,12.013700752882718 +781,905228050,660.0,6.492239835020471,0.0,0.0,2,NA,NA,0,0,NA,0.0,0.0,0.0,NA,NA,SBrkr,100.0,NA,NA,0,1,Min2,0.0,0,NA,NA,NA,660.0,6.492239835020471,0,1,Fa,Gtl,9000.0,14.855599984056148,Reg,0.0,0.0,0.0,6,0.0,2,2,N,0.0,NA,0.0,5,1.0,0.0,100.0,660.0,13.318031075732991,AllPub,0.0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,62,59,63900.0,11.065074640365626 782,905229040,1104.0,7.00669522683704,684.0,0.0,5,TA,Av,1,0,TA,1104.0,0.0,0.0,Unf,Unf,FuseA,0.0,NA,TA,2,1,Min2,304.0,1,TA,Unf,TA,1788.0,7.488852955733459,0,1,TA,Gtl,11250.0,15.416471135423517,Reg,0.0,0.0,0.0,11,0.0,5,4,Y,0.0,NA,0.0,8,2.0,1104.0,120.0,2892.0,19.61555669617308,AllPub,120.0,0,1,1,0,0,0,1,0,1,1,1,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,52,20,161500.0,11.992260421644849 783,905325020,1473.0,7.29505641646263,0.0,0.0,1,TA,Gd,2,0,TA,113.0,1324.0,0.0,GLQ,Unf,SBrkr,0.0,NA,Gd,2,1,Typ,452.0,1,TA,Unf,TA,1473.0,7.29505641646263,0,1,Ex,Sev,25095.0,17.539669243899414,IR1,0.0,0.0,0.0,6,48.0,8,5,Y,0.0,NA,60.0,5,3.0,1437.0,108.0,2910.0,19.64612246507743,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,1,41,6,143000.0,11.870599909242044 784,905377010,1229.0,7.113956109566034,0.0,0.0,3,TA,No,0,0,TA,75.0,1059.0,0.0,ALQ,Unf,FuseA,0.0,NA,NA,0,1,Typ,284.0,1,TA,RFn,TA,1229.0,7.113956109566034,0,1,TA,Gtl,17140.0,16.509472241742078,Reg,0.0,0.0,0.0,4,0.0,6,4,Y,0.0,NA,0.0,6,1.0,1134.0,0.0,2363.0,18.640831559511042,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,53,53,135000.0,11.813030057420567 @@ -895,6 +899,7 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr, 905,909101140,984.0,6.891625897052253,620.0,0.0,3,TA,No,0,0,TA,156.0,408.0,420.0,LwQ,BLQ,SBrkr,0.0,NA,NA,0,2,Min2,660.0,2,TA,Unf,TA,1604.0,7.38025578842646,0,1,TA,Gtl,10998.0,15.358956080428916,Reg,0.0,0.0,0.0,7,68.0,5,5,Y,0.0,NA,0.0,6,2.0,984.0,68.0,2588.0,19.07480946817217,AllPub,0.0,0,1,1,0,0,0,1,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,68,49,117000.0,11.669929213779893 906,909129090,832.0,6.723832440821209,436.0,0.0,3,Fa,No,0,0,TA,0.0,832.0,0.0,LwQ,Unf,SBrkr,55.0,NA,Gd,2,1,Typ,250.0,1,TA,Unf,TA,1268.0,7.145196134997171,1,1,TA,Gtl,6300.0,13.984686980474942,Reg,0.0,88.0,0.0,7,0.0,4,5,Y,0.0,NA,0.0,7,1.5,832.0,55.0,2100.0,18.08946463707942,AllPub,0.0,1,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,71,59,160000.0,11.982929094215963 907,909129100,848.0,6.742880635791903,672.0,0.0,3,TA,No,0,0,TA,611.0,182.0,0.0,Rec,Unf,SBrkr,56.0,NA,NA,0,1,Typ,281.0,1,TA,Unf,TA,1520.0,7.326465613840322,0,1,TA,Gtl,4500.0,13.191094809566128,IR2,0.0,0.0,0.0,7,0.0,5,5,Y,0.0,NA,0.0,6,1.0,793.0,56.0,2313.0,18.539928039465973,AllPub,0.0,1,1,1,0,0,1,0,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1,77,9,159434.0,11.979385322467598 +908,909175080,438.0,6.082218910376446,0.0,0.0,1,Fa,No,0,0,TA,0.0,290.0,0.0,Rec,Unf,FuseF,0.0,NA,NA,0,1,Typ,246.0,1,TA,Unf,TA,438.0,6.082218910376446,0,1,Fa,Gtl,8400.0,14.68470426970406,Reg,0.0,0.0,0.0,1,0.0,5,2,N,0.0,NA,0.0,3,1.0,290.0,0.0,728.0,13.680834814268286,AllPub,0.0,0,0,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,89,59,60000.0,11.002099841204238 909,909178160,944.0,6.8501261661455,545.0,0.0,3,TA,No,0,0,TA,778.0,0.0,0.0,Unf,Unf,SBrkr,0.0,GdWo,Gd,1,2,Typ,240.0,1,TA,Unf,TA,1489.0,7.305860032684009,0,1,TA,Gtl,9900.0,15.093631694772656,Reg,0.0,0.0,0.0,7,0.0,7,6,Y,0.0,NA,0.0,7,2.0,778.0,335.0,2267.0,18.445543695714782,AllPub,335.0,0,1,1,0,0,1,0,0,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,69,59,139500.0,11.845819880243557 910,909179020,1687.0,7.430707082545968,998.0,0.0,5,TA,No,1,0,TA,301.0,523.0,0.0,GLQ,Unf,SBrkr,0.0,NA,TA,2,2,Typ,672.0,2,TA,Fin,TA,3082.0,8.033334015880062,1,1,TA,Gtl,15863.0,16.305013706279603,Reg,397.0,0.0,0.0,8,63.0,3,7,Y,0.0,NA,0.0,12,3.5,824.0,199.0,3906.0,21.140654201558792,AllPub,136.0,0,1,1,0,0,1,0,0,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,89,39,197000.0,12.190959007720126 911,909250080,647.0,6.472346294500901,595.0,0.0,3,TA,No,0,0,TA,583.0,0.0,0.0,Unf,Unf,FuseF,0.0,NA,Gd,1,1,Typ,180.0,1,TA,Unf,Fa,1242.0,7.124478262493424,1,1,TA,Gtl,5707.0,13.748751722523114,Reg,0.0,0.0,0.0,3,96.0,6,6,Y,0.0,NA,0.0,6,1.5,583.0,425.0,1825.0,17.450322192345496,AllPub,329.0,0,1,1,0,0,1,0,0,1,1,1,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,74,59,105000.0,11.56171562913966 @@ -1530,6 +1535,7 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr, 1551,910205010,1092.0,6.9957661563048505,564.0,0.0,3,TA,Mn,0,0,Gd,367.0,257.0,0.0,Rec,Unf,SBrkr,0.0,MnPrv,Po,1,1,Mod,288.0,1,TA,Unf,TA,1656.0,7.412160334945205,1,1,TA,Gtl,6000.0,13.86795031058074,Reg,0.0,0.0,0.0,7,180.0,5,5,Y,0.0,NA,100.0,7,1.5,624.0,280.0,2280.0,18.47237169199563,AllPub,0.0,0,1,1,0,0,0,1,0,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,41,41,126000.0,11.744037185933616 1552,910206110,912.0,6.815639990074331,0.0,0.0,2,TA,No,0,0,TA,520.0,0.0,0.0,Unf,Unf,FuseA,0.0,NA,NA,0,1,Typ,360.0,1,TA,RFn,TA,912.0,6.815639990074331,0,1,TA,Gtl,7392.0,14.371159715206234,Reg,0.0,0.0,0.0,5,90.0,7,5,Y,0.0,NA,0.0,5,1.0,520.0,90.0,1432.0,16.387430335035464,AllPub,0.0,0,1,1,0,0,1,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,78,13,99500.0,11.507912923146684 1553,910226040,1151.0,7.048386408721883,804.0,0.0,4,TA,No,0,0,TA,821.0,330.0,0.0,ALQ,Unf,FuseA,0.0,NA,NA,0,2,Typ,356.0,1,TA,Fin,TA,1955.0,7.578145472419466,0,1,TA,Gtl,9000.0,14.855599984056148,Reg,0.0,162.0,0.0,1,0.0,5,5,Y,0.0,NA,0.0,7,2.0,1151.0,0.0,3106.0,19.969525796339944,AllPub,0.0,0,1,1,0,0,0,1,0,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,50,50,165500.0,12.016726473799254 +1554,910251050,733.0,6.597145701886651,0.0,0.0,2,NA,NA,0,0,NA,0.0,0.0,0.0,NA,NA,FuseA,0.0,NA,NA,0,1,Sal,487.0,2,Po,Unf,Fa,733.0,6.597145701886651,0,1,Fa,Mod,14584.0,16.08480927123454,Reg,0.0,0.0,0.0,2,0.0,5,1,N,0.0,NA,0.0,4,1.0,0.0,0.0,733.0,13.706425094921512,AllPub,0.0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,56,56,13100.0,9.480367509189243 1555,911102090,825.0,6.715383386334681,536.0,0.0,2,Fa,No,0,0,Po,173.0,0.0,0.0,Unf,Unf,SBrkr,0.0,NA,NA,0,1,Typ,185.0,1,TA,Unf,Fa,1361.0,7.215975002651466,0,1,TA,Gtl,5280.0,13.564780146371316,Reg,0.0,0.0,0.0,7,123.0,7,4,Y,0.0,NA,0.0,6,1.0,173.0,123.0,1534.0,16.683784189360637,AllPub,0.0,0,0,1,0,0,0,0,0,1,1,0,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,113,58,89000.0,11.396391648714276 1556,911102170,649.0,6.47543271670409,668.0,0.0,3,TA,No,0,0,TA,649.0,0.0,0.0,Unf,Unf,SBrkr,172.0,MnPrv,NA,0,1,Typ,250.0,1,Fa,Unf,TA,1317.0,7.183111701743281,0,1,TA,Gtl,8500.0,14.713934571251679,Reg,0.0,0.0,0.0,7,54.0,4,4,N,0.0,NA,0.0,6,1.0,649.0,226.0,1966.0,17.78697663571596,AllPub,0.0,0,0,1,0,0,1,0,0,1,1,0,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,88,58,40000.0,10.596634733096073 1557,911102180,671.0,6.508769136971682,378.0,0.0,2,TA,No,0,0,Po,356.0,0.0,0.0,Unf,Unf,FuseA,0.0,NA,NA,0,1,Typ,195.0,1,Fa,Unf,Po,1049.0,6.955592608396297,0,1,TA,Gtl,5150.0,13.506107767010226,Reg,0.0,0.0,0.0,5,0.0,7,4,N,0.0,NA,0.0,5,1.0,356.0,0.0,1405.0,16.306164176117665,AllPub,0.0,0,0,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,98,8,80900.0,11.300969103046583 @@ -1867,6 +1873,7 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr, 1899,534429030,1224.0,7.1098794630722715,0.0,0.0,2,NA,NA,0,0,NA,0.0,0.0,0.0,NA,NA,SBrkr,0.0,NA,NA,0,2,Typ,462.0,2,TA,Unf,TA,1224.0,7.1098794630722715,0,2,TA,Gtl,9842.0,15.078891472746689,Reg,0.0,0.0,0.0,3,0.0,5,4,Y,0.0,NA,0.0,6,2.0,0.0,0.0,1224.0,15.726515136344247,AllPub,0.0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,45,45,101800.0,11.53076538309856 1900,534430090,932.0,6.837332814685591,0.0,0.0,2,TA,No,0,0,TA,932.0,0.0,0.0,Unf,Unf,FuseA,214.0,GdPrv,Gd,1,1,Typ,306.0,1,TA,Unf,TA,932.0,6.837332814685591,0,1,Gd,Gtl,8280.0,14.64921163765385,IR1,0.0,0.0,0.0,11,0.0,5,6,Y,0.0,NA,0.0,4,1.0,932.0,214.0,1864.0,17.54546442299451,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,57,57,124000.0,11.728036844587175 1901,534431020,908.0,6.811244378601294,0.0,0.0,2,TA,No,0,0,TA,433.0,130.0,259.0,LwQ,Rec,SBrkr,0.0,MnPrv,NA,0,1,Typ,512.0,2,TA,Unf,TA,908.0,6.811244378601294,0,1,TA,Gtl,12172.0,15.617467527379949,Reg,0.0,0.0,0.0,10,24.0,7,5,Y,0.0,NA,192.0,4,1.0,822.0,500.0,1730.0,17.21156834847181,AllPub,284.0,0,1,1,0,0,0,0,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,67,11,138500.0,11.83862560460953 +1902,534450090,334.0,5.811140992976701,0.0,0.0,1,NA,NA,0,0,NA,0.0,0.0,0.0,NA,NA,FuseF,0.0,NA,NA,0,1,Typ,0.0,0,NA,NA,NA,334.0,5.811140992976701,0,1,Fa,Mod,5000.0,13.436729115920993,Reg,0.0,0.0,0.0,1,0.0,3,1,N,0.0,NA,0.0,2,1.0,0.0,0.0,334.0,10.985245028232361,AllPub,0.0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,61,57,39300.0,10.578979797857352 1903,534450110,666.0,6.501289670540389,0.0,0.0,2,Fa,No,0,1,Fa,367.0,299.0,0.0,LwQ,Unf,SBrkr,0.0,MnPrv,NA,0,1,Typ,0.0,0,NA,NA,NA,666.0,6.501289670540389,0,1,Gd,Gtl,5000.0,13.436729115920993,Reg,0.0,0.0,0.0,4,52.0,3,3,N,0.0,NA,0.0,4,1.5,666.0,52.0,1332.0,16.080011783322895,AllPub,0.0,0,0,1,0,0,0,1,0,0,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,61,57,64500.0,11.074420502783864 1904,534451020,442.0,6.091309882077698,228.0,0.0,2,TA,No,1,0,TA,226.0,144.0,0.0,LwQ,Unf,FuseA,0.0,MnPrv,NA,0,1,Typ,0.0,0,NA,NA,NA,670.0,6.507277712385012,0,1,Fa,Gtl,3500.0,12.61553179372564,Reg,0.0,0.0,2000.0,7,21.0,5,3,N,0.0,NA,0.0,4,2.0,370.0,21.0,1040.0,15.062112997524832,AllPub,0.0,0,0,1,0,0,0,1,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,62,57,64000.0,11.06663836234181 1905,534453080,808.0,6.694562058521095,0.0,0.0,2,TA,No,0,0,TA,254.0,150.0,404.0,BLQ,ALQ,SBrkr,0.0,NA,NA,0,1,Typ,308.0,1,TA,Unf,TA,808.0,6.694562058521095,0,1,TA,Gtl,5175.0,13.517493648945548,Reg,0.0,0.0,0.0,7,0.0,8,5,N,0.0,NA,0.0,5,1.0,808.0,143.0,1616.0,16.91080206622706,AllPub,143.0,0,1,1,0,0,0,1,0,0,1,0,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,49,7,112000.0,11.626254150277232 @@ -2157,6 +2164,7 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr, 2192,908275200,768.0,6.643789733147672,0.0,0.0,2,TA,No,0,0,TA,224.0,544.0,0.0,BLQ,Unf,SBrkr,196.0,MnPrv,Fa,1,1,Typ,355.0,1,TA,Unf,TA,768.0,6.643789733147672,0,1,TA,Gtl,8172.0,14.616870204964302,Reg,0.0,0.0,0.0,7,0.0,5,4,Y,0.0,NA,0.0,4,1.0,768.0,196.0,1536.0,16.689435423953974,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,52,52,125000.0,11.736069016284437 2193,908275240,864.0,6.761572768804055,0.0,0.0,3,TA,No,1,0,TA,182.0,682.0,0.0,ALQ,Unf,SBrkr,0.0,NA,NA,0,1,Typ,528.0,2,TA,Unf,TA,864.0,6.761572768804055,0,1,TA,Gtl,8172.0,14.616870204964302,Reg,0.0,0.0,0.0,10,0.0,5,4,N,0.0,NA,0.0,5,2.0,864.0,196.0,1728.0,17.206430349229205,AllPub,196.0,0,1,1,0,0,0,1,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,52,52,79275.0,11.280678099406549 2194,908276230,948.0,6.854354502255021,0.0,0.0,3,TA,No,1,0,TA,216.0,732.0,0.0,Rec,Unf,SBrkr,0.0,NA,TA,1,1,Typ,280.0,1,TA,Unf,TA,948.0,6.854354502255021,0,1,TA,Gtl,8190.0,14.6222870561113,Reg,0.0,0.0,0.0,10,36.0,6,4,Y,0.0,NA,0.0,5,2.0,948.0,36.0,1896.0,17.62234758716449,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,53,53,119000.0,11.686878772093667 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2197,909250150,900.0,6.802394763324311,602.0,0.0,3,Fa,No,0,0,TA,602.0,0.0,0.0,Unf,Unf,SBrkr,112.0,NA,TA,2,1,Typ,180.0,1,TA,Unf,TA,1502.0,7.31455283232408,1,1,Gd,Gtl,10592.0,15.263748960419003,Reg,0.0,0.0,0.0,8,0.0,7,6,Y,0.0,NA,53.0,7,1.5,602.0,261.0,2104.0,18.098253929552705,AllPub,96.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,84,11,165000.0,12.013700752882718 2198,909250160,789.0,6.670766320845874,0.0,0.0,2,TA,No,0,0,TA,768.0,0.0,0.0,Unf,Unf,SBrkr,112.0,MnPrv,NA,0,1,Typ,200.0,1,Po,Unf,Po,789.0,6.670766320845874,0,1,TA,Gtl,10594.0,15.264225954425074,Reg,0.0,0.0,0.0,6,0.0,5,5,Y,0.0,NA,0.0,5,1.0,768.0,112.0,1557.0,16.74842077387508,AllPub,0.0,0,0,1,0,0,1,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,81,57,96500.0,11.477298287327077 @@ -2402,10 +2410,12 @@ Order,PID,1st Flr SF,1st Flr SF (box-cox-0),2nd Flr SF,3Ssn Porch,Bedroom AbvGr, 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