113 lines
18 KiB
Text
113 lines
18 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "3053488d",
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"metadata": {},
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"outputs": [
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{
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"<div><style>\n",
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".dataframe > thead > tr,\n",
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".dataframe > tbody > tr {\n",
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" text-align: right;\n",
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" white-space: pre-wrap;\n",
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"<small>shape: (20, 48)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>Address per Property Register</th><th>Postcode</th><th>historical_prices</th><th>Leashold/Freehold</th><th>Last known price</th><th>Address per EPC</th><th>Current energy rating</th><th>Potential energy rating</th><th>Property type</th><th>Total floor area (sqm)</th><th>Rooms (including bedrooms & bathrooms)</th><th>Approximate construction age</th><th>lat</th><th>lon</th><th>Index of Multiple Deprivation (IMD) Score</th><th>Income Score (rate)</th><th>Employment Score (rate)</th><th>Education, Skills and Training Score</th><th>Health Deprivation and Disability Score</th><th>Crime Score</th><th>Living Environment Score</th><th>Indoors Sub-domain Score</th><th>Outdoors Sub-domain Score</th><th>% Asian</th><th>% Black</th><th>% Mixed</th><th>% White</th><th>% Other</th><th>Possession of weapons (avg/yr)</th><th>Public order (avg/yr)</th><th>Criminal damage and arson (avg/yr)</th><th>Anti-social behaviour (avg/yr)</th><th>Robbery (avg/yr)</th><th>Violence and sexual offences (avg/yr)</th><th>Other theft (avg/yr)</th><th>Other crime (avg/yr)</th><th>Burglary (avg/yr)</th><th>Bicycle theft (avg/yr)</th><th>Drugs (avg/yr)</th><th>Vehicle crime (avg/yr)</th><th>Shoplifting (avg/yr)</th><th>Theft from the person (avg/yr)</th><th>Restaurants within 2km</th><th>Groceries within 2km</th><th>Parks within 2km</th><th>Public transport within 2km</th><th>Property type/built form</th><th>Price per sqm</th></tr><tr><td>str</td><td>str</td><td>list[struct[2]]</td><td>str</td><td>i64</td><td>str</td><td>str</td><td>str</td><td>str</td><td>f64</td><td>i64</td><td>u16</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>i32</td><td>i32</td><td>i32</td><td>i32</td><td>str</td><td>i32</td></tr></thead><tbody><tr><td>" 16 DALESIDE"</td><td>"CH7 2PP"</td><td>[{1996,20000}, {1998,53000}, {2011,121000}]</td><td>"Freehold"</td><td>121000</td><td>"16, Daleside"</td><td>"D"</td><td>"C"</td><td>"Bungalow"</td><td>60.8</td><td>3</td><td>1967</td><td>53.166168</td><td>-3.094835</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>1.0</td><td>2.7</td><td>2.0</td><td>8.3</td><td>null</td><td>18.2</td><td>2.7</td><td>2.3</td><td>2.3</td><td>1.0</td><td>1.0</td><td>1.5</td><td>null</td><td>null</td><td>1</td><td>0</td><td>0</td><td>0</td><td>"Detached"</td><td>1990</td></tr><tr><td>" 2 BRAKERIDGE CLOSE"</td><td>"TQ5 0JU"</td><td>[{1996,133000}, {2001,247500}]</td><td>"Freehold"</td><td>247500</td><td>"2 Brakeridge Close, Churston F…</td><td>"D"</td><td>"C"</td><td>"House"</td><td>283.0</td><td>9</td><td>1950</td><td>50.399959</td><td>-3.558175</td><td>7.368</td><td>0.052</td><td>0.065</td><td>3.623</td><td>-0.332</td><td>-1.367</td><td>4.088</td><td>-0.541</td><td>-0.965</td><td>1.6</td><td>0.3</td><td>1.5</td><td>96.1</td><td>0.4</td><td>1.0</td><td>1.7</td><td>3.3</td><td>23.7</td><td>null</td><td>12.8</td><td>1.5</td><td>1.5</td><td>2.7</td><td>null</td><td>1.7</td><td>4.0</td><td>1.0</td><td>1.0</td><td>1</td><td>3</td><td>0</td><td>2</td><td>"Detached"</td><td>875</td></tr><tr><td>" FIELD HOUSE DUNMOW ROAD"</td><td>"CM7 4SD"</td><td>[{1996,161500}]</td><td>"Freehold"</td><td>161500</td><td>"Florence House, Dunmow Road, G…</td><td>"D"</td><td>"C"</td><td>"House"</td><td>155.0</td><td>7</td><td>1983</td><td>51.946491</td><td>0.43401</td><td>16.423</td><td>0.137</td><td>0.087</td><td>11.172</td><td>-0.605</td><td>-0.081</td><td>44.509</td><td>1.039</td><td>-0.472</td><td>1.7</td><td>1.2</td><td>1.9</td><td>94.7</td><td>0.5</td><td>1.0</td><td>5.3</td><td>4.3</td><td>3.3</td><td>1.0</td><td>18.0</td><td>5.7</td><td>2.7</td><td>4.0</td><td>null</td><td>1.5</td><td>2.5</td><td>1.3</td><td>1.0</td><td>0</td><td>1</td><td>0</td><td>0</td><td>"Detached"</td><td>1042</td></tr><tr><td>" 73 ARGYLE STREET"</td><td>"SA1 3TA"</td><td>[{1996,52000}, {2018,176500}]</td><td>"Freehold"</td><td>176500</td><td>"73 Argyle Street"</td><td>"C"</td><td>"C"</td><td>"House"</td><td>120.0</td><td>6</td><td>1900</td><td>51.614972</td><td>-3.951154</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>4.0</td><td>51.7</td><td>33.7</td><td>80.0</td><td>2.3</td><td>152.5</td><td>32.7</td><td>12.3</td><td>9.3</td><td>17.7</td><td>16.0</td><td>21.7</td><td>152.3</td><td>3.7</td><td>64</td><td>21</td><td>0</td><td>51</td><td>"Semi-Detached/Mid-Terrace"</td><td>1471</td></tr><tr><td>" 44 BLYTHE HILL"</td><td>"BR5 2RR"</td><td>[{1996,76750}, {2004,192000}, {2022,420000}]</td><td>"Freehold"</td><td>420000</td><td>"44 BLYTHE HILL"</td><td>"D"</td><td>"B"</td><td>"House"</td><td>88.0</td><td>4</td><td>1950</td><td>51.407277</td><td>0.098257</td><td>29.023</td><td>0.302</td><td>0.208</td><td>27.67</td><td>0.623</td><td>0.82</td><td>9.79</td><td>-0.387</td><td>-0.109</td><td>8.3</td><td>7.6</td><td>5.4</td><td>76.5</td><td>2.3</td><td>1.0</td><td>12.0</td><td>23.5</td><td>51.8</td><td>4.0</td><td>45.0</td><td>13.0</td><td>4.0</td><td>8.5</td><td>1.3</td><td>9.7</td><td>14.5</td><td>1.0</td><td>4.5</td><td>7</td><td>6</td><td>0</td><td>28</td><td>"Semi-Detached/Mid-Terrace"</td><td>4773</td></tr><tr><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td><td>…</td></tr><tr><td>" 17 QUANTOCK CLOSE"</td><td>"MK41 9EW"</td><td>[{1996,60000}, {2009,181000}, {2012,174500}]</td><td>"Freehold"</td><td>174500</td><td>"17, Quantock Close"</td><td>"C"</td><td>"B"</td><td>"House"</td><td>116.0</td><td>6</td><td>1967</td><td>52.146986</td><td>-0.444824</td><td>4.111</td><td>0.079</td><td>0.059</td><td>8.059</td><td>-0.605</td><td>-1.136</td><td>2.219</td><td>-0.824</td><td>-0.854</td><td>12.6</td><td>5.3</td><td>4.6</td><td>75.7</td><td>1.8</td><td>null</td><td>6.7</td><td>2.2</td><td>11.0</td><td>1.0</td><td>19.2</td><td>3.3</td><td>3.0</td><td>1.3</td><td>1.5</td><td>1.0</td><td>7.0</td><td>1.5</td><td>null</td><td>79</td><td>27</td><td>0</td><td>0</td><td>"Semi-Detached"</td><td>1504</td></tr><tr><td>" 11 CAMBRIDGE ROAD"</td><td>"LE9 1SH"</td><td>[{1996,43000}, {2001,85500}, … {2021,235000}]</td><td>"Freehold"</td><td>235000</td><td>"11, Cambridge Road, Cosby"</td><td>"C"</td><td>"B"</td><td>"House"</td><td>53.0</td><td>5</td><td>1976</td><td>52.553914</td><td>-1.19141</td><td>7.584</td><td>0.111</td><td>0.079</td><td>8.198</td><td>-0.749</td><td>-0.951</td><td>4.718</td><td>-0.555</td><td>-0.676</td><td>8.3</td><td>1.5</td><td>2.7</td><td>86.2</td><td>1.3</td><td>1.0</td><td>3.0</td><td>3.2</td><td>7.0</td><td>1.0</td><td>18.5</td><td>3.3</td><td>1.7</td><td>4.3</td><td>null</td><td>2.0</td><td>4.0</td><td>null</td><td>1.0</td><td>3</td><td>4</td><td>0</td><td>0</td><td>"Semi-Detached"</td><td>4434</td></tr><tr><td>" 19 MIMOSA AVENUE"</td><td>"BH21 1TU"</td><td>[{1996,86500}, {2000,157000}]</td><td>"Freehold"</td><td>157000</td><td>"19 Mimosa Avenue"</td><td>"D"</td><td>"B"</td><td>"Bungalow"</td><td>90.0</td><td>4</td><td>1967</td><td>50.780322</td><td>-1.97095</td><td>3.078</td><td>0.042</td><td>0.045</td><td>3.737</td><td>-1.045</td><td>-1.736</td><td>1.417</td><td>-1.421</td><td>-0.685</td><td>3.4</td><td>1.1</td><td>2.8</td><td>91.3</td><td>1.5</td><td>null</td><td>2.0</td><td>1.5</td><td>7.3</td><td>null</td><td>4.8</td><td>1.3</td><td>1.0</td><td>3.3</td><td>1.0</td><td>null</td><td>1.0</td><td>null</td><td>1.0</td><td>0</td><td>1</td><td>0</td><td>0</td><td>"Detached"</td><td>1744</td></tr><tr><td>" 8 ENFIELD DRIVE"</td><td>"M11 4HP"</td><td>[{1996,5500}, {1996,13650}, … {2011,38000}]</td><td>"Leasehold"</td><td>38000</td><td>"8 Enfield Drive"</td><td>"D"</td><td>"B"</td><td>"House"</td><td>54.0</td><td>5</td><td>1950</td><td>53.486503</td><td>-2.181542</td><td>55.133</td><td>0.527</td><td>0.296</td><td>40.139</td><td>1.669</td><td>1.058</td><td>25.956</td><td>0.41</td><td>-0.052</td><td>20.9</td><td>11.9</td><td>5.3</td><td>56.8</td><td>5.1</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>3.0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16</td><td>9</td><td>0</td><td>15</td><td>"Semi-Detached/Detached"</td><td>704</td></tr><tr><td>" 7 TURNHAM GREEN"</td><td>"NR7 0TU"</td><td>[{1996,116950}, {2006,265000}]</td><td>"Freehold"</td><td>265000</td><td>"7, Turnham Green"</td><td>"B"</td><td>"B"</td><td>"House"</td><td>140.0</td><td>8</td><td>1991</td><td>52.637913</td><td>1.36565</td><td>2.549</td><td>0.055</td><td>0.045</td><td>4.694</td><td>-1.263</td><td>-1.007</td><td>3.257</td><td>-1.045</td><td>-0.383</td><td>1.4</td><td>0.5</td><td>1.4</td><td>96.3</td><td>0.4</td><td>1.0</td><td>4.7</td><td>11.2</td><td>5.7</td><td>null</td><td>34.8</td><td>2.0</td><td>1.0</td><td>1.0</td><td>null</td><td>1.0</td><td>1.0</td><td>null</td><td>1.0</td><td>0</td><td>3</td><td>0</td><td>2</td><td>"Detached"</td><td>1893</td></tr></tbody></table></div>"
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"text/plain": [
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"shape: (20, 48)\n",
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"┌────────────┬──────────┬────────────┬────────────┬───┬────────┬───────────┬───────────┬───────────┐\n",
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"│ Address ┆ Postcode ┆ historical ┆ Leashold/F ┆ … ┆ Parks ┆ Public ┆ Property ┆ Price per │\n",
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"│ per ┆ --- ┆ _prices ┆ reehold ┆ ┆ within ┆ transport ┆ type/buil ┆ sqm │\n",
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"│ Property ┆ str ┆ --- ┆ --- ┆ ┆ 2km ┆ within ┆ t form ┆ --- │\n",
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"│ Register ┆ ┆ list[struc ┆ str ┆ ┆ --- ┆ 2km ┆ --- ┆ i32 │\n",
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"│ --- ┆ ┆ t[2]] ┆ ┆ ┆ i32 ┆ --- ┆ str ┆ │\n",
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"│ str ┆ ┆ ┆ ┆ ┆ ┆ i32 ┆ ┆ │\n",
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"╞════════════╪══════════╪════════════╪════════════╪═══╪════════╪═══════════╪═══════════╪═══════════╡\n",
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"│ 16 ┆ CH7 2PP ┆ [{1996,200 ┆ Freehold ┆ … ┆ 0 ┆ 0 ┆ Detached ┆ 1990 │\n",
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"│ DALESIDE ┆ ┆ 00}, {1998 ┆ ┆ ┆ ┆ ┆ ┆ │\n",
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"│ ┆ ┆ ,53000}, ┆ ┆ ┆ ┆ ┆ ┆ │\n",
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"│ ┆ ┆ {… ┆ ┆ ┆ ┆ ┆ ┆ │\n",
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"│ 2 ┆ TQ5 0JU ┆ [{1996,133 ┆ Freehold ┆ … ┆ 0 ┆ 2 ┆ Detached ┆ 875 │\n",
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"│ BRAKERIDGE ┆ ┆ 000}, {200 ┆ ┆ ┆ ┆ ┆ ┆ │\n",
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"│ CLOSE ┆ ┆ 1,247500}] ┆ ┆ ┆ ┆ ┆ ┆ │\n",
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"│ FIELD ┆ CM7 4SD ┆ [{1996,161 ┆ Freehold ┆ … ┆ 0 ┆ 0 ┆ Detached ┆ 1042 │\n",
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"│ HOUSE ┆ ┆ 500}] ┆ ┆ ┆ ┆ ┆ ┆ │\n",
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"│ DUNMOW ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n",
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"│ ROAD ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n",
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"│ 73 ARGYLE ┆ SA1 3TA ┆ [{1996,520 ┆ Freehold ┆ … ┆ 0 ┆ 51 ┆ Semi-Deta ┆ 1471 │\n",
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"│ STREET ┆ ┆ 00}, {2018 ┆ ┆ ┆ ┆ ┆ ched/Mid- ┆ │\n",
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"│ ┆ ┆ ,176500}] ┆ ┆ ┆ ┆ ┆ Terrace ┆ │\n",
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"│ 44 BLYTHE ┆ BR5 2RR ┆ [{1996,767 ┆ Freehold ┆ … ┆ 0 ┆ 28 ┆ Semi-Deta ┆ 4773 │\n",
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"│ HILL ┆ ┆ 50}, {2004 ┆ ┆ ┆ ┆ ┆ ched/Mid- ┆ │\n",
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"│ ┆ ┆ ,192000}, ┆ ┆ ┆ ┆ ┆ Terrace ┆ │\n",
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"│ ┆ ┆ … ┆ ┆ ┆ ┆ ┆ ┆ │\n",
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"│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │\n",
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"│ 17 ┆ MK41 9EW ┆ [{1996,600 ┆ Freehold ┆ … ┆ 0 ┆ 0 ┆ Semi-Deta ┆ 1504 │\n",
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"│ QUANTOCK ┆ ┆ 00}, {2009 ┆ ┆ ┆ ┆ ┆ ched ┆ │\n",
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"│ CLOSE ┆ ┆ ,181000}, ┆ ┆ ┆ ┆ ┆ ┆ │\n",
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"│ ┆ ┆ … ┆ ┆ ┆ ┆ ┆ ┆ │\n",
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"│ 11 ┆ LE9 1SH ┆ [{1996,430 ┆ Freehold ┆ … ┆ 0 ┆ 0 ┆ Semi-Deta ┆ 4434 │\n",
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"│ CAMBRIDGE ┆ ┆ 00}, {2001 ┆ ┆ ┆ ┆ ┆ ched ┆ │\n",
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"│ ROAD ┆ ┆ ,85500}, ┆ ┆ ┆ ┆ ┆ ┆ │\n",
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"│ ┆ ┆ …… ┆ ┆ ┆ ┆ ┆ ┆ │\n",
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"│ 19 MIMOSA ┆ BH21 1TU ┆ [{1996,865 ┆ Freehold ┆ … ┆ 0 ┆ 0 ┆ Detached ┆ 1744 │\n",
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"│ AVENUE ┆ ┆ 00}, {2000 ┆ ┆ ┆ ┆ ┆ ┆ │\n",
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"│ ┆ ┆ ,157000}] ┆ ┆ ┆ ┆ ┆ ┆ │\n",
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"│ 8 ENFIELD ┆ M11 4HP ┆ [{1996,550 ┆ Leasehold ┆ … ┆ 0 ┆ 15 ┆ Semi-Deta ┆ 704 │\n",
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"│ DRIVE ┆ ┆ 0}, {1996, ┆ ┆ ┆ ┆ ┆ ched/Deta ┆ │\n",
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"│ ┆ ┆ 13650}, … ┆ ┆ ┆ ┆ ┆ ched ┆ │\n",
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"│ ┆ ┆ … ┆ ┆ ┆ ┆ ┆ ┆ │\n",
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"│ 7 TURNHAM ┆ NR7 0TU ┆ [{1996,116 ┆ Freehold ┆ … ┆ 0 ┆ 2 ┆ Detached ┆ 1893 │\n",
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"│ GREEN ┆ ┆ 950}, {200 ┆ ┆ ┆ ┆ ┆ ┆ │\n",
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"│ ┆ ┆ 6,265000}] ┆ ┆ ┆ ┆ ┆ ┆ │\n",
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"└────────────┴──────────┴────────────┴────────────┴───┴────────┴───────────┴───────────┴───────────┘"
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]
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},
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"execution_count": 1,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"import polars as pl\n",
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"\n",
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"\n",
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"pl.scan_parquet(\"../data/wide.parquet\").head(20).collect()"
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]
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},
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{
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"cell_type": "code",
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"id": "2d492243",
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